Part A: DCGAN 16 MODELS¶

Class-Specific DCGAN Models (One Model per Class)¶

To generate more class-consistent and higher-quality images, we trained 16 separate DCGAN models, each dedicated to learning one of the 16 EMNIST letter classes.

Rationale:¶

Instead of training a single GAN to generate images across all classes (which may struggle with mode collapse or class confusion), we use one DCGAN per class:

  • Each generator learns to map noise vectors to realistic images of a specific letter class.
  • Each discriminator learns to distinguish between real and generated images for only that class.

This approach:

  • Improves class-specific detail and sharpness.
  • Avoids the need for conditional embeddings or label concatenation.
  • Simplifies training logic per model.

Training Setup:¶

For each of the 16 classes:

  1. Filter the dataset to include only images of that class.
  2. Train a separate DCGAN (generator + discriminator) using the filtered subset.
  3. Save the best weights and sample outputs during training.
  4. Use callbacks to monitor and visualize progress.

Each model uses the same architecture and hyperparameters (e.g., latent dimension, optimizer settings), but is trained on a different subset of the dataset.

Output:¶

  • After training, each class-specific generator is capable of producing realistic handwritten characters of its corresponding label.
  • We later generate and visualize 10 samples per class, arranged in a 16×10 grid (one row per class), to showcase results from all 16 generators.

Table of Content¶

Table of Contents¶

  1. Imports
  2. Control GPU Memory Usage
  3. Background Research and Data Exploration
  4. Feature Engineering
  5. Application of Multi-DCGANS
  6. Multi-DCGANS 16 Models – Baseline Modelling
  7. Model Improvement 1
  8. Model Improvement 2

Imports¶

In [16]:
import pandas as pd
import matplotlib.pyplot as plt
import numpy as np
import os
import numpy as np
import tensorflow as tf
from tensorflow.keras.layers import (Input, Dense, Reshape, Conv2DTranspose, BatchNormalization,
                                     Activation, Conv2D, LeakyReLU, Dropout, Flatten)
from tensorflow.keras.models import Model, Sequential
from tensorflow.keras.optimizers import Adam

Control GPU Memory Usage¶

In [17]:
import tensorflow as tf
gpus = tf.config.experimental.list_physical_devices('GPU')
for gpu in gpus:
    tf.config.experimental.set_memory_growth(gpu, True)

Background Research and Data Exploration¶

Load Dataset¶

In [18]:
df = pd.read_csv('emnist-letters-train.csv')
In [19]:
# Check how many duplicate rows exist
df.duplicated().sum()
Out[19]:
9465
In [20]:
df.drop_duplicates(inplace=True)
In [21]:
labels = df.iloc[:, 0]
images = df.iloc[:, 1:].values

Data Exploration¶

In [22]:
df.shape
Out[22]:
(55363, 785)
In [23]:
df.head()
Out[23]:
24 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 ... 0.552 0.553 0.554 0.555 0.556 0.557 0.558 0.559 0.560 0.561
0 -2 142 142 142 142 142 142 142 142 142 ... 142 142 142 142 142 142 142 142 142 142
1 15 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
2 14 0 0 0 0 0 0 0 0 0 ... 0 0 0 0 0 0 0 0 0 0
3 -2 120 120 120 120 120 120 120 120 120 ... 120 120 120 120 120 120 120 120 120 120
4 -1 131 131 131 131 131 131 131 131 200 ... 131 131 131 131 131 131 131 131 131 131

5 rows × 785 columns

In [24]:
df.shape
Out[24]:
(55363, 785)
In [25]:
df.describe()
Out[25]:
24 0 0.1 0.2 0.3 0.4 0.5 0.6 0.7 0.8 ... 0.552 0.553 0.554 0.555 0.556 0.557 0.558 0.559 0.560 0.561
count 55363.000000 55363.000000 55363.000000 55363.000000 55363.000000 55363.000000 55363.000000 55363.000000 55363.00000 55363.000000 ... 55363.000000 55363.000000 55363.000000 55363.000000 55363.000000 55363.000000 55363.000000 55363.000000 55363.000000 55363.000000
mean 11.589003 1.787602 1.787602 1.787602 1.787710 1.791991 1.810921 1.819807 1.81009 2.259542 ... 1.787602 1.787602 1.787602 1.792479 1.788180 1.787602 1.787602 1.787602 1.787602 1.787602
std 7.467979 17.352303 17.352303 17.352303 17.368913 17.359561 17.449014 17.500948 17.45474 19.855490 ... 17.352303 17.352303 17.352303 17.383111 17.352776 17.352303 17.352303 17.352303 17.352303 17.352303
min -2.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
25% 5.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
50% 10.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
75% 16.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.00000 0.000000 ... 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000
max 26.000000 255.000000 255.000000 255.000000 255.000000 255.000000 255.000000 255.000000 255.00000 255.000000 ... 255.000000 255.000000 255.000000 255.000000 255.000000 255.000000 255.000000 255.000000 255.000000 255.000000

8 rows × 785 columns

In [26]:
print("Unique labels:", sorted(labels.unique()))
Unique labels: [-2, -1, 1, 2, 4, 5, 6, 7, 9, 10, 12, 14, 15, 16, 17, 20, 24, 26]
In [27]:
import matplotlib.pyplot as plt

# Count occurrences and sort by frequency (descending)
label_counts = labels.value_counts().sort_values(ascending=False)

# Create horizontal bar chart
plt.figure(figsize=(10, 6))
bars = plt.barh(label_counts.index.astype(str), label_counts.values, color=plt.cm.tab20.colors)

# Add count values next to bars
for bar, value in zip(bars, label_counts.values):
    plt.text(value + 50, bar.get_y() + bar.get_height()/2,
             str(value), va='center', fontsize=9)

plt.title("Label Distribution (Descending by Frequency)", fontsize=14, fontweight='bold')
plt.xlabel("Count")
plt.ylabel("Label")
plt.gca().invert_yaxis()  # Highest count at the top
plt.grid(axis='x', linestyle='--', alpha=0.7)
plt.tight_layout()
plt.show()
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In [28]:
label_counts = labels.value_counts().sort_index()
print(label_counts)
24
-2      256
-1      521
 1     3396
 2     3396
 4     3398
 5     3437
 6     3393
 7     3385
 9     3428
 10    3402
 12    3415
 14    3365
 15    3408
 16    3430
 17    3435
 20    3436
 24    3436
 26    3426
Name: count, dtype: int64

Two significantly underrepresented labels –

  • Label -1: 521 samples
  • Label -2: 256 samples

Before we drop them, let us explore what they are first.


Print out sample images by class¶

In [29]:
# Helper function to plot images by class
def plot_class_images(class_label, n=5):
    indices = df[df.iloc[:, 0] == class_label].index[:n]
    plt.figure(figsize=(10, 2))
    for i, idx in enumerate(indices):
        img = images[idx].reshape(28, 28)
        plt.subplot(1, n, i + 1)
        plt.imshow(img, cmap='gray')
        plt.title(f"Label: {class_label}")
        plt.axis('off')
    plt.tight_layout()
    plt.show()

plot_class_images(-2)
plot_class_images(-1)
plot_class_images(1)
plot_class_images(2)
plot_class_images(4)
plot_class_images(5)
plot_class_images(6)
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Observations:

  • Each label corresponds to a letter in the EMNIST dataset (currently shown as numeric IDs).
  • Labels -2 and -1 appear to be mostly blank or minimal marks
  • Other labels (e.g., 1, 2, 4, 5, 6) show handwritten letter variations.
  • Variation in handwriting style and stroke thickness may affect GAN training quality.
  • Letters have both uppercase and lowercase in the same class

Filter Out Unwanted Labels and Reset Index¶

Filter Out Unwanted Labels and Reset Index¶

To ensure clean input data, we removed samples with invalid or unused labels (-1, -2) and reset the index of the dataset. This step helps eliminate noise and outliers that could destabilize the GAN training process.

In [30]:
df = df[~labels.isin([-1, -2])].copy()
df.reset_index(drop=True, inplace=True)
In [31]:
labels = df.iloc[:, 0]
images = df.iloc[:, 1:].values
In [32]:
print("Unique labels after cleaning:", sorted(labels.unique()))
Unique labels after cleaning: [1, 2, 4, 5, 6, 7, 9, 10, 12, 14, 15, 16, 17, 20, 24, 26]

Map Original Labels to a 0–15 Range¶

The EMNIST dataset contains various character labels, but for this GAN training task, we selected only 16 specific character classes. To make them compatible with Conditional GAN training, we mapped these original labels to a range of 0 to 15 using the following approach:

In [33]:
# Map original labels to 0–15
unique_labels = sorted(labels.unique())
label_map = {original: new for new, original in enumerate(unique_labels)}
df['mapped_label'] = df.iloc[:, 0].map(label_map)
mapped_labels = df['mapped_label'].values

# Helper function to plot images using re-mapped label (0–15)
def plot_mapped_class_images(mapped_class_label, n=5):
    indices = df[df['mapped_label'] == mapped_class_label].index[:n]
    plt.figure(figsize=(10, 2))
    for i, idx in enumerate(indices):
        img = images[idx].reshape(28, 28)
        plt.subplot(1, n, i + 1)
        plt.imshow(img.T, cmap='gray')  # Transpose to fix orientation
        plt.title(f"Mapped Label: {mapped_class_label}")
        plt.axis('off')
    plt.tight_layout()
    plt.show()

# Plot samples from re-mapped labels 0 to 5 (i.e., A to F)
for i in range(6):
    plot_mapped_class_images(i)
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In [34]:
print("Unique labels after mapping:", sorted(np.unique(mapped_labels))) 

# Count occurrences using the updated labels
label_counts = pd.Series(mapped_labels).value_counts().sort_values(ascending=False)

# Plot as horizontal bar chart
plt.figure(figsize=(10, 6))
bars = plt.barh(label_counts.index.astype(str), label_counts.values, color=plt.cm.tab20.colors)

# Add count values next to bars
for bar, value in zip(bars, label_counts.values):
    plt.text(value + 50, bar.get_y() + bar.get_height()/2,
             str(value), va='center', fontsize=9)

plt.title("Count of Each Updated Label (Descending)", fontsize=14, fontweight='bold')
plt.xlabel("Count")
plt.ylabel("Label")
plt.gca().invert_yaxis()  # So highest count is at the top
plt.grid(axis='x', linestyle='--', alpha=0.7)
plt.tight_layout()
plt.show()
Unique labels after mapping: [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15]
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Image Average¶

In [14]:
import numpy as np
import matplotlib.pyplot as plt


images = images.reshape(-1, 28, 28)
labels = np.asarray(labels).astype(int)

chosen = list("ABDEFGIJLNOPQTXZ")   # 16 letters
rows, cols = 2, 8
fig, ax = plt.subplots(rows, cols, figsize=(20, 5))
ax = ax.ravel()

for i, ch in enumerate(chosen):
    lab = ord(ch.lower()) - 96       # 'a'->1, ..., 'z'->26
    class_imgs = images[labels == lab]

    avg_img = np.mean(class_imgs, axis=0) if len(class_imgs) else np.zeros((28, 28))
    ax[i].imshow(avg_img, cmap='gray')
    ax[i].set_title(ch, fontsize=18, fontweight='bold')
    ax[i].axis('off')

# hide any leftover axes (shouldn't be any, but just in case)
for j in range(len(chosen), rows*cols):
    ax[j].axis('off')

plt.tight_layout()
plt.show()
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Observations:

  • Each label corresponds to a letter in the EMNIST dataset
  • Labels -2 and -1 appear to be mostly blank or minimal marks
  • Other labels (e.g., 1, 2, 4, 5, 6) show handwritten letter variations.
  • Variation in handwriting style and stroke thickness may affect GAN training quality.
  • Letters have both uppercase and lowercase in the same class

Feature Engineering¶

Image Preprocessing Summary¶

To prepare the EMNIST images for Conditional GAN training, the following preprocessing steps were applied:

  1. Reshape
    The flat image arrays were reshaped into 28×28 pixel format to match the original image dimensions.

  2. Rotate and Flip
    The EMNIST dataset stores images in a transposed and inverted format. We corrected this by rotating each image 90 degrees counter-clockwise and flipping it horizontally to restore proper orientation.

  3. Expand Dimensions
    A channel dimension was added to represent grayscale format, resulting in image shapes of (28, 28, 1) — required for convolutional neural networks.

  4. Normalize
    Pixel values were scaled from the original [0, 255] range to [-1, 1], which is important for stabilizing GAN training and matching the output activation (tanh) of the generator.

In [20]:
# Normalize pixel values to [-1, 1]
images = (images - 127.5) / 127.5

# Reshape and fix orientation: rotate 90° clockwise then flip horizontally
images = images.reshape(-1, 28, 28)
images = np.array([np.fliplr(np.rot90(img, k=-1)) for img in images])  # Changed k=1 to k=-1

# Reshape back to (N, 28, 28, 1) for CNN/GAN input
images = images.reshape(-1, 28, 28, 1)

# Confirm shape
print("Final image shape:", images.shape)
Final image shape: (54586, 28, 28, 1)
In [21]:
# Helper function to plot images by class
def plot_class_images(class_label, n=5):
    indices = df[df.iloc[:, 0] == class_label].index[:n]
    plt.figure(figsize=(10, 2))
    for i, idx in enumerate(indices):
        img = images[idx].reshape(28, 28)
        plt.subplot(1, n, i + 1)
        plt.imshow(img, cmap='gray')
        plt.title(f"Label: {class_label}")
        plt.axis('off')
    plt.tight_layout()
    plt.show()

plot_class_images(1)
plot_class_images(2)
plot_class_images(4)
plot_class_images(5)
plot_class_images(6)
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Application of Multi-DCGANS¶

Multi-DCGANS 16 Models - Baseline Modelling¶

Baseline DCGAN Generator¶

Layer Type Parameters Activation Output Shape
Input Input (latent_dim,) – (latent_dim,)
Dense Fully Connected Units = 7×7×128 ReLU (6272,)
Reshape Reshape (7, 7, 128) – (7, 7, 128)
UpSampling2D Upsampling – – (14, 14, 128)
Conv2D Conv 128 filters, 3×3, padding = same ReLU (14, 14, 128)
BatchNormalization BN Default momentum – (14, 14, 128)
UpSampling2D Upsampling – – (28, 28, 128)
Conv2D Conv 64 filters, 3×3, padding = same ReLU (28, 28, 64)
BatchNormalization BN Default momentum – (28, 28, 64)
Conv2D Conv channels filters, 3×3, padding = same Tanh (28, 28, channels)

Baseline DCGAN Discriminator¶

Layer Type Parameters Activation Output Shape
Input Input (28, 28, channels) – (28, 28, channels)
Conv2D Conv 64 filters, 3×3, stride=2, padding = same LeakyReLU(0.2) (14, 14, 64)
Dropout Dropout 0.2 – (14, 14, 64)
Conv2D Conv 128 filters, 3×3, stride=2, padding = same LeakyReLU(0.2) (7, 7, 128)
BatchNormalization BN Default momentum – (7, 7, 128)
Dropout Dropout 0.3 – (7, 7, 128)
Flatten Flatten – – (6272,)
Dense Fully Connected Units = 1 Sigmoid (1,)

Configuration Parameters¶

latent_dim = 150
Size of the random noise vector input to the generator.

  • Higher values → more variation and detail in generated images, but can make training slower and less stable.
  • Lower values → faster and more stable training, but risk of limited diversity and overly simple outputs.

This was chosen because it balances detail and diversity for 28×28 grayscale images while keeping training stable.

num_classes = 16
Total number of character classes in the dataset.

  • Higher values → model must learn to represent more categories, increasing difficulty.
  • Lower values → fewer categories, training is easier but less versatile.

This was chosen because the dataset contains exactly 16 target charan and color format.

batch_size = 64
Number of images processed in each training step.

  • Higher values → faster epoch completion, more stable gradient updates, but needs more memory.
  • Lower values → less memory needed, but training may be noisier and less stable.

This was chosen because it offers a good trade-off between training speed, stability, and memory usage on available hardware. ier and less stable. d stability. d stability.

In [22]:
latent_dim = 150
num_classes = 16
image_shape = (28, 28, 1)

Baseline DCGAN Architecture Explanation¶

  • Generator:

    • Starts from a random noise vector (latent_dim = 150).
    • Progressively upsamples to create a 28×28 image.
    • Dense and Reshape layers form the initial feature map (7×7×128).
    • UpSampling and Conv2D layers increase resolution step by step.
    • BatchNormalization stabilizes training.
    • Final Conv2D layer with Tanh outputs normalized grayscale images in the range [-1, 1].
  • Discriminator:

    • Takes a 28×28 grayscale image (real or generated).
    • Down-samples through Conv2D layers with stride=2.
    • Uses LeakyReLU to preserve gradient flow for negative activations.
    • Dropout regularizes the model to prevent overfitting.
    • Final Dense-Sigmoid outputs the probability that the input is real.
  • Why this baseline works:

    • Simple for fast training.
    • Stable due to proven DCGAN design choices.
    • Efficient for low-resolution datasets.
    • Ideal for benchmarking improvements.

ements.

In [23]:
import os
import numpy as np
import tensorflow as tf
from tensorflow.keras import layers, models
from tensorflow.keras.optimizers import Adam
from tensorflow.keras.layers import UpSampling2D

latent_dim = 150
num_classes = 16
image_shape = (28, 28, 1)
batch_size = 64

# === Baseline Generator ===
def build_baseline_generator(latent_dim, channels=1):
    model = Sequential([
        Dense(7 * 7 * 128, activation='relu', input_dim=latent_dim),  # same units as CGAN
        Reshape((7, 7, 128)),

        UpSampling2D(),
        Conv2D(128, kernel_size=3, padding='same'),
        BatchNormalization(),
        Activation('relu'),

        UpSampling2D(),
        Conv2D(64, kernel_size=3, padding='same'),
        BatchNormalization(),
        Activation('relu'),

        Conv2D(channels, kernel_size=3, padding='same'),
        Activation('tanh'),
    ])

    noise = Input(shape=(latent_dim,))
    img = model(noise)
    return Model(noise, img, name="DCGAN_Generator")


# === Baseline Discriminator ===
def build_baseline_discriminator(img_shape):
    model = Sequential([
        Conv2D(64, kernel_size=3, strides=2, padding='same', input_shape=img_shape),
        LeakyReLU(alpha=0.2),
        Dropout(0.2),  # same as CGAN

        Conv2D(128, kernel_size=3, strides=2, padding='same'),
        BatchNormalization(),
        LeakyReLU(alpha=0.2),
        Dropout(0.3),  # same as CGAN

        Flatten(),
        Dense(1, activation='sigmoid'),
    ])

    img = Input(shape=img_shape)
    validity = model(img)
    return Model(img, validity, name="DCGAN_Discriminator")

Instantiate Models — Summary¶

Generator (gen)
Created using build_baseline_generator(latent_dim, channels=1).

  • latent_dim: size of the noise input vector.

  • channels=1: output is grayscale images.

  • Discriminator (disc)
    Created using build_baseline_discriminator(image_shape).

    • image_shape: (28, 28, 1) for grayscale input.
  • Model Summaries
    gen.summary() and disc.summary() print each model’s architecture, layer types, output shapes, and parameter counts for verification.

  • Training Loop by Class
    The for c in range(num_classes): loop trains a separate DCGAN for each class using its class-specific dataset from prepare_class_datasets().

In [28]:
## Instatantiate Models 
gen = build_baseline_generator(latent_dim, channels=1)
disc = build_baseline_discriminator(image_shape)

print("=== Generator Summary ===")
gen.summary()
print("\n=== Discriminator Summary ===")
disc.summary()
=== Generator Summary ===
Model: "DCGAN_Generator"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_2 (InputLayer)        [(None, 150)]             0         
                                                                 
 sequential_1 (Sequential)   (None, 28, 28, 1)         1169793   
                                                                 
=================================================================
Total params: 1,169,793
Trainable params: 1,169,409
Non-trainable params: 384
_________________________________________________________________

=== Discriminator Summary ===
Model: "DCGAN_Discriminator"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_3 (InputLayer)        [(None, 28, 28, 1)]       0         
                                                                 
 sequential_2 (Sequential)   (None, 1)                 81281     
                                                                 
=================================================================
Total params: 81,281
Trainable params: 81,025
Non-trainable params: 256
_________________________________________________________________

DCGAN Training Class (DCGANModel) — Summary¶

A custom tf.keras.Model that wraps the generator and discriminator for training with fit(). It defines custom losses, a train_step, and tracks g_loss, d_loss, and d_accuracy.

  • Key Components

    • generator, discriminator: models being trained.
    • latent_dim: size of noise input to the generator.
    • loss_fn: Binary Crossentropy (with optional logits).
    • Metric trackers for per-epoch averages.
  • Losses

    • generator_loss: encourages fakes to be classified as real.
    • discriminator_loss: real labels smoothed to 0.9, fake labels 0, averaged for stability.
  • Training Flow

    1. Generate fakes from random noise.
    2. Get discriminator outputs for real and fake images.
    3. Compute d_loss and g_loss.
    4. Backpropagate and update each model separately.
    5. Calculate d_accuracy (average of real and fake classification rates).
  • Why This Design Works

    • Label smoothing prevents overconfident discriminator.
    • Separate optimizers allow different learning settings.
    • Works seamlessly with Keras callbacks, logs, and plots.
In [51]:
# DCGAN training class
class DCGANModel(tf.keras.Model):
    def __init__(self, generator, discriminator, latent_dim, from_logits=False):
        super().__init__()
        self.generator = generator
        self.discriminator = discriminator
        self.latent_dim = latent_dim
        self.loss_fn = tf.keras.losses.BinaryCrossentropy(from_logits=from_logits)
        self.from_logits = from_logits

        # Trackers so Keras logs per-epoch averages into history.history
        self.g_loss_tracker = tf.keras.metrics.Mean(name="g_loss")
        self.d_loss_tracker = tf.keras.metrics.Mean(name="d_loss")
        self.d_acc_tracker  = tf.keras.metrics.Mean(name="d_accuracy")

    def compile(self, g_optimizer, d_optimizer):
        super().compile()
        self.g_optimizer = g_optimizer
        self.d_optimizer = d_optimizer

    @property
    def metrics(self):
        return [self.g_loss_tracker, self.d_loss_tracker, self.d_acc_tracker]

    def generator_loss(self, fake_output):
        return self.loss_fn(tf.ones_like(fake_output), fake_output)

    def discriminator_loss(self, real_output, fake_output):
        real_loss = self.loss_fn(tf.ones_like(real_output) * 0.9, real_output)  # smoothing
        fake_loss = self.loss_fn(tf.zeros_like(fake_output), fake_output)
        return (real_loss + fake_loss) / 2.0

    # Remove @tf.function until everything works
    def train_step(self, real_images):
        batch_size = tf.shape(real_images)[0]
        noise = tf.random.normal([batch_size, self.latent_dim])

        with tf.GradientTape() as disc_tape, tf.GradientTape() as gen_tape:
            fake_images = self.generator(noise, training=True)
            real_out = self.discriminator(real_images, training=True)
            fake_out = self.discriminator(fake_images, training=True)

            d_loss = self.discriminator_loss(real_out, fake_out)
            g_loss = self.generator_loss(fake_out)

        d_grads = disc_tape.gradient(d_loss, self.discriminator.trainable_variables)
        g_grads = gen_tape.gradient(g_loss, self.generator.trainable_variables)
        self.d_optimizer.apply_gradients(zip(d_grads, self.discriminator.trainable_variables))
        self.g_optimizer.apply_gradients(zip(g_grads, self.generator.trainable_variables))

        # Accuracy calc (probabilities: threshold 0.5; logits: threshold 0.0)
        thr = 0.0 if self.loss_fn.from_logits else 0.5
        real_correct = tf.cast(real_out > thr, tf.float32)
        fake_correct = tf.cast(fake_out < thr, tf.float32)
        d_acc = 0.5 * (tf.reduce_mean(real_correct) + tf.reduce_mean(fake_correct))

        # Update trackers
        self.g_loss_tracker.update_state(g_loss)
        self.d_loss_tracker.update_state(d_loss)
        self.d_acc_tracker.update_state(d_acc)

        return {"g_loss": self.g_loss_tracker.result(),
                "d_loss": self.d_loss_tracker.result(),
                "d_accuracy": self.d_acc_tracker.result()}

Prepare Class-Wise Datasets (prepare_class_datasets) — Summary¶

  • What it does
    Splits the full dataset into one tf.data.Dataset per class, e.g. class_datasets[0], class_datasets[1], …, class_datasets[15].

  • How it works

    • Filters images: class_imgs = images[labels == c]
    • Builds pipeline: tf.data.Dataset.from_tensor_slices(class_imgs) → shuffle(10000) → batch(batch_size) → prefetch(tf.data.AUTOTUNE)
  • Why this is useful

    • Enables per-class DCGAN training (one model per class).
    • Clean data input with shuffling, batching, and prefetching for stability.
  • Key parameters

    • batch_size: controls mini-batch size (e.g., 64) for memory/speed trade-off.
    • buffer_size=10000: large shuffle buffer → better mixing of samples.
    • num_classes=16: iterates classes 0..15.
In [52]:
# Prepare datasets by class
def prepare_class_datasets(images, labels, batch_size=64, num_classes=16):
    class_datasets = {}
    for c in range(num_classes):
        class_imgs = images[labels == c]
        dataset = tf.data.Dataset.from_tensor_slices(class_imgs) \
                               .shuffle(buffer_size=10000) \
                               .batch(batch_size) \
                               .prefetch(tf.data.AUTOTUNE)
        class_datasets[c] = dataset
    return class_datasets

Per-Class DCGAN Training Loop — Summary¶

  • Setup

    • epochs = 50: train each class-specific DCGAN for 50 epochs.
    • histories: dict to record g_loss, d_loss, d_accuracy per class across epochs.
    • dcgan_models: stores the trained DCGANModel for each class.
  • Per-Class Initialization

    • For each class c:
      • Build fresh G = build_baseline_generator(latent_dim, channels=1) and D = build_baseline_discriminator(image_shape).
      • Wrap into dcgan = DCGANModel(G, D, latent_dim, from_logits=False) (use from_logits=False if D ends with sigmoid).
      • Compile with Adam(0.0002, 0.5) for both G and D (DCGAN best-practice: lower LR with β1=0.5 for stability).
  • Training & Logging

    • dcgan.fit(class_datasets[c], epochs=1, verbose=0) runs one epoch and returns a History.
    • Extract per-epoch metrics:
      • g_loss: how well G is fooling D (lower is better).
      • d_loss: how well D separates real/fake (balanced, not too low/high).
      • d_accuracy: average of (real→real, fake→fake) correctness.
    • Append metrics to histories[c] and print a concise log line:
      [Class c | Epoch e] G_loss=...  D_loss=...  D_acc=...
      
  • Periodic Preview

    • Every 50 epochs, generate a sample:
      • noise ~ N(0, I) → G(noise)
      • Rescale from [-1, 1] to [0, 1] and imshow with cmap='gray'.
    • Gives a quick visual check of class-specific generation quality.
  • Model Storage

    • After training, save the trained dcgan in dcgan_models[c] for later sampling/evaluation.
  • Why These Choices

    • Fresh G/D per class: encourages each model to specialize on that class’s distribution.
    • Adam(0.0002, 0.5): canonical DCGAN settings that reduce oscillations and mode collapse risk.
    • from_logits=False: matches a discriminator that outputs probabilities (sigmoid); keep consistent with the loss.
In [53]:
# Number of training epochs for each class
epochs = 50

# Dictionary to store trained DCGAN models for each class
dcgan_models = {}

# Dictionary to store training history (g_loss, d_loss, d_accuracy) per class
histories = {c: {"g_loss": [], "d_loss": [], "d_accuracy": []} for c in range(num_classes)}

# Loop through each class to train a class-specific DCGAN
for c in range(num_classes):
    print(f"\n=== Training DCGAN for class {c} ===")

    # Build a fresh Generator and Discriminator for this class
    G = build_baseline_generator(latent_dim, channels=1)  # 1 channel = grayscale
    D = build_baseline_discriminator(image_shape)         # Discriminator for 28×28×1 images

    # Wrap them into a custom DCGAN model
    # If Discriminator ends with sigmoid, set from_logits=False

    # Compile DCGAN with Adam optimizer (LR=0.0002, β1=0.5 → DCGAN best practice)
    
    dcgan = DCGANModel(G, D, latent_dim, from_logits=False)
    dcgan.compile(Adam(0.0002, 0.5), Adam(0.0002, 0.5))

    # Train for the specified number of epochs
    for epoch in range(epochs):
        # Fit for 1 epoch on the dataset of the current class
        hist = dcgan.fit(class_datasets[c], epochs=1, verbose=0)

        # Extract loss and accuracy from training history
        h = hist.history
        g = float(h["g_loss"][0])       # Generator loss
        d = float(h["d_loss"][0])       # Discriminator loss
        acc = float(h["d_accuracy"][0]) # Discriminator accuracy

        # Store metrics for plotting/analysis later
        histories[c]["g_loss"].append(g)
        histories[c]["d_loss"].append(d)
        histories[c]["d_accuracy"].append(acc)

        # Print training progress for this epoch
        print(f"[Class {c} | Epoch {epoch+1:03d}] G_loss={g:.4f}  D_loss={d:.4f}  D_acc={acc:.3f}")

        # Every 50 epochs, generate and display a sample image for this class
        if (epoch + 1) % 50 == 0:
            noise = tf.random.normal([1, latent_dim])  # Random noise input
            img = (G(noise, training=False)[0, :, :, 0] + 1.0) / 2.0  # Scale from [-1, 1] → [0, 1]
            plt.imshow(img, cmap='gray')
            plt.title(f"Class {c} - Epoch {epoch+1}")
            plt.axis('off')
            plt.show()

    # Save the trained DCGAN model for this class
    dcgan_models[c] = dcgan
=== Training DCGAN for class 0 ===
[Class 0 | Epoch 001] G_loss=1.0386  D_loss=0.6510  D_acc=0.661
[Class 0 | Epoch 002] G_loss=1.0614  D_loss=0.6742  D_acc=0.612
[Class 0 | Epoch 003] G_loss=1.1192  D_loss=0.6334  D_acc=0.654
[Class 0 | Epoch 004] G_loss=1.0739  D_loss=0.6543  D_acc=0.631
[Class 0 | Epoch 005] G_loss=1.0216  D_loss=0.6864  D_acc=0.602
[Class 0 | Epoch 006] G_loss=0.9825  D_loss=0.6879  D_acc=0.583
[Class 0 | Epoch 007] G_loss=0.9828  D_loss=0.6882  D_acc=0.584
[Class 0 | Epoch 008] G_loss=0.9745  D_loss=0.6868  D_acc=0.582
[Class 0 | Epoch 009] G_loss=0.9970  D_loss=0.6671  D_acc=0.600
[Class 0 | Epoch 010] G_loss=0.9963  D_loss=0.6616  D_acc=0.623
[Class 0 | Epoch 011] G_loss=1.0346  D_loss=0.6506  D_acc=0.633
[Class 0 | Epoch 012] G_loss=1.0415  D_loss=0.6457  D_acc=0.627
[Class 0 | Epoch 013] G_loss=1.0516  D_loss=0.6305  D_acc=0.650
[Class 0 | Epoch 014] G_loss=1.0495  D_loss=0.6338  D_acc=0.648
[Class 0 | Epoch 015] G_loss=1.0718  D_loss=0.6145  D_acc=0.667
[Class 0 | Epoch 016] G_loss=1.0539  D_loss=0.6159  D_acc=0.667
[Class 0 | Epoch 017] G_loss=1.0651  D_loss=0.6123  D_acc=0.672
[Class 0 | Epoch 018] G_loss=1.0550  D_loss=0.6115  D_acc=0.680
[Class 0 | Epoch 019] G_loss=1.0662  D_loss=0.6098  D_acc=0.677
[Class 0 | Epoch 020] G_loss=1.0566  D_loss=0.6123  D_acc=0.671
[Class 0 | Epoch 021] G_loss=1.0631  D_loss=0.6157  D_acc=0.664
[Class 0 | Epoch 022] G_loss=1.0454  D_loss=0.6173  D_acc=0.666
[Class 0 | Epoch 023] G_loss=1.0314  D_loss=0.6293  D_acc=0.643
[Class 0 | Epoch 024] G_loss=1.0464  D_loss=0.6246  D_acc=0.652
[Class 0 | Epoch 025] G_loss=1.0318  D_loss=0.6277  D_acc=0.646
[Class 0 | Epoch 026] G_loss=1.0285  D_loss=0.6281  D_acc=0.654
[Class 0 | Epoch 027] G_loss=1.0318  D_loss=0.6333  D_acc=0.644
[Class 0 | Epoch 028] G_loss=1.0311  D_loss=0.6330  D_acc=0.644
[Class 0 | Epoch 029] G_loss=1.0100  D_loss=0.6386  D_acc=0.640
[Class 0 | Epoch 030] G_loss=1.0079  D_loss=0.6426  D_acc=0.624
[Class 0 | Epoch 031] G_loss=1.0153  D_loss=0.6354  D_acc=0.642
[Class 0 | Epoch 032] G_loss=1.0112  D_loss=0.6422  D_acc=0.639
[Class 0 | Epoch 033] G_loss=1.0155  D_loss=0.6365  D_acc=0.635
[Class 0 | Epoch 034] G_loss=1.0175  D_loss=0.6454  D_acc=0.624
[Class 0 | Epoch 035] G_loss=1.0218  D_loss=0.6424  D_acc=0.636
[Class 0 | Epoch 036] G_loss=1.0000  D_loss=0.6508  D_acc=0.627
[Class 0 | Epoch 037] G_loss=1.0130  D_loss=0.6399  D_acc=0.631
[Class 0 | Epoch 038] G_loss=0.9792  D_loss=0.6529  D_acc=0.618
[Class 0 | Epoch 039] G_loss=1.0138  D_loss=0.6428  D_acc=0.632
[Class 0 | Epoch 040] G_loss=0.9771  D_loss=0.6506  D_acc=0.615
[Class 0 | Epoch 041] G_loss=0.9850  D_loss=0.6507  D_acc=0.617
[Class 0 | Epoch 042] G_loss=0.9972  D_loss=0.6471  D_acc=0.628
[Class 0 | Epoch 043] G_loss=0.9784  D_loss=0.6531  D_acc=0.613
[Class 0 | Epoch 044] G_loss=0.9923  D_loss=0.6459  D_acc=0.622
[Class 0 | Epoch 045] G_loss=0.9887  D_loss=0.6415  D_acc=0.626
[Class 0 | Epoch 046] G_loss=0.9701  D_loss=0.6517  D_acc=0.611
[Class 0 | Epoch 047] G_loss=0.9811  D_loss=0.6515  D_acc=0.624
[Class 0 | Epoch 048] G_loss=0.9881  D_loss=0.6483  D_acc=0.620
[Class 0 | Epoch 049] G_loss=0.9847  D_loss=0.6416  D_acc=0.626
[Class 0 | Epoch 050] G_loss=0.9756  D_loss=0.6500  D_acc=0.623
No description has been provided for this image
=== Training DCGAN for class 1 ===
[Class 1 | Epoch 001] G_loss=1.1714  D_loss=0.5639  D_acc=0.747
[Class 1 | Epoch 002] G_loss=1.1196  D_loss=0.6731  D_acc=0.639
[Class 1 | Epoch 003] G_loss=1.2650  D_loss=0.5606  D_acc=0.738
[Class 1 | Epoch 004] G_loss=1.2491  D_loss=0.5723  D_acc=0.724
[Class 1 | Epoch 005] G_loss=1.1792  D_loss=0.6015  D_acc=0.694
[Class 1 | Epoch 006] G_loss=1.1160  D_loss=0.6311  D_acc=0.658
[Class 1 | Epoch 007] G_loss=1.1056  D_loss=0.6324  D_acc=0.653
[Class 1 | Epoch 008] G_loss=1.0679  D_loss=0.6496  D_acc=0.637
[Class 1 | Epoch 009] G_loss=1.0529  D_loss=0.6458  D_acc=0.637
[Class 1 | Epoch 010] G_loss=1.0598  D_loss=0.6442  D_acc=0.640
[Class 1 | Epoch 011] G_loss=1.0444  D_loss=0.6415  D_acc=0.635
[Class 1 | Epoch 012] G_loss=1.0502  D_loss=0.6415  D_acc=0.637
[Class 1 | Epoch 013] G_loss=1.0458  D_loss=0.6352  D_acc=0.649
[Class 1 | Epoch 014] G_loss=1.0490  D_loss=0.6371  D_acc=0.647
[Class 1 | Epoch 015] G_loss=1.0466  D_loss=0.6337  D_acc=0.648
[Class 1 | Epoch 016] G_loss=1.0597  D_loss=0.6282  D_acc=0.663
[Class 1 | Epoch 017] G_loss=1.0734  D_loss=0.6218  D_acc=0.667
[Class 1 | Epoch 018] G_loss=1.0527  D_loss=0.6213  D_acc=0.660
[Class 1 | Epoch 019] G_loss=1.0685  D_loss=0.6163  D_acc=0.662
[Class 1 | Epoch 020] G_loss=1.0588  D_loss=0.6158  D_acc=0.671
[Class 1 | Epoch 021] G_loss=1.0433  D_loss=0.6236  D_acc=0.655
[Class 1 | Epoch 022] G_loss=1.0483  D_loss=0.6160  D_acc=0.673
[Class 1 | Epoch 023] G_loss=1.0520  D_loss=0.6188  D_acc=0.659
[Class 1 | Epoch 024] G_loss=1.0529  D_loss=0.6177  D_acc=0.665
[Class 1 | Epoch 025] G_loss=1.0423  D_loss=0.6167  D_acc=0.659
[Class 1 | Epoch 026] G_loss=1.0514  D_loss=0.6217  D_acc=0.662
[Class 1 | Epoch 027] G_loss=1.0260  D_loss=0.6309  D_acc=0.649
[Class 1 | Epoch 028] G_loss=1.0433  D_loss=0.6251  D_acc=0.653
[Class 1 | Epoch 029] G_loss=1.0503  D_loss=0.6242  D_acc=0.656
[Class 1 | Epoch 030] G_loss=1.0455  D_loss=0.6318  D_acc=0.645
[Class 1 | Epoch 031] G_loss=1.0346  D_loss=0.6349  D_acc=0.647
[Class 1 | Epoch 032] G_loss=1.0428  D_loss=0.6284  D_acc=0.650
[Class 1 | Epoch 033] G_loss=1.0343  D_loss=0.6330  D_acc=0.646
[Class 1 | Epoch 034] G_loss=1.0255  D_loss=0.6358  D_acc=0.646
[Class 1 | Epoch 035] G_loss=1.0288  D_loss=0.6321  D_acc=0.644
[Class 1 | Epoch 036] G_loss=1.0120  D_loss=0.6398  D_acc=0.635
[Class 1 | Epoch 037] G_loss=1.0286  D_loss=0.6359  D_acc=0.632
[Class 1 | Epoch 038] G_loss=1.0223  D_loss=0.6367  D_acc=0.636
[Class 1 | Epoch 039] G_loss=1.0173  D_loss=0.6386  D_acc=0.638
[Class 1 | Epoch 040] G_loss=1.0018  D_loss=0.6427  D_acc=0.631
[Class 1 | Epoch 041] G_loss=1.0257  D_loss=0.6349  D_acc=0.643
[Class 1 | Epoch 042] G_loss=1.0348  D_loss=0.6329  D_acc=0.640
[Class 1 | Epoch 043] G_loss=1.0326  D_loss=0.6399  D_acc=0.643
[Class 1 | Epoch 044] G_loss=1.0138  D_loss=0.6398  D_acc=0.635
[Class 1 | Epoch 045] G_loss=1.0126  D_loss=0.6421  D_acc=0.627
[Class 1 | Epoch 046] G_loss=0.9951  D_loss=0.6450  D_acc=0.629
[Class 1 | Epoch 047] G_loss=0.9878  D_loss=0.6483  D_acc=0.623
[Class 1 | Epoch 048] G_loss=0.9960  D_loss=0.6389  D_acc=0.634
[Class 1 | Epoch 049] G_loss=0.9850  D_loss=0.6513  D_acc=0.620
[Class 1 | Epoch 050] G_loss=0.9934  D_loss=0.6449  D_acc=0.618
No description has been provided for this image
=== Training DCGAN for class 2 ===
[Class 2 | Epoch 001] G_loss=1.1452  D_loss=0.5410  D_acc=0.772
[Class 2 | Epoch 002] G_loss=1.0939  D_loss=0.6757  D_acc=0.640
[Class 2 | Epoch 003] G_loss=1.2892  D_loss=0.5559  D_acc=0.728
[Class 2 | Epoch 004] G_loss=1.2523  D_loss=0.5750  D_acc=0.718
[Class 2 | Epoch 005] G_loss=1.1628  D_loss=0.6107  D_acc=0.676
[Class 2 | Epoch 006] G_loss=1.1098  D_loss=0.6403  D_acc=0.650
[Class 2 | Epoch 007] G_loss=1.0595  D_loss=0.6554  D_acc=0.627
[Class 2 | Epoch 008] G_loss=1.0652  D_loss=0.6442  D_acc=0.644
[Class 2 | Epoch 009] G_loss=1.0652  D_loss=0.6315  D_acc=0.653
[Class 2 | Epoch 010] G_loss=1.0765  D_loss=0.6223  D_acc=0.658
[Class 2 | Epoch 011] G_loss=1.1100  D_loss=0.6049  D_acc=0.681
[Class 2 | Epoch 012] G_loss=1.0989  D_loss=0.6078  D_acc=0.681
[Class 2 | Epoch 013] G_loss=1.1186  D_loss=0.5992  D_acc=0.684
[Class 2 | Epoch 014] G_loss=1.1415  D_loss=0.5985  D_acc=0.687
[Class 2 | Epoch 015] G_loss=1.1248  D_loss=0.5965  D_acc=0.686
[Class 2 | Epoch 016] G_loss=1.1394  D_loss=0.5905  D_acc=0.701
[Class 2 | Epoch 017] G_loss=1.1362  D_loss=0.5938  D_acc=0.691
[Class 2 | Epoch 018] G_loss=1.1411  D_loss=0.5878  D_acc=0.701
[Class 2 | Epoch 019] G_loss=1.1527  D_loss=0.5797  D_acc=0.715
[Class 2 | Epoch 020] G_loss=1.1490  D_loss=0.5835  D_acc=0.701
[Class 2 | Epoch 021] G_loss=1.1417  D_loss=0.5853  D_acc=0.702
[Class 2 | Epoch 022] G_loss=1.1524  D_loss=0.5810  D_acc=0.708
[Class 2 | Epoch 023] G_loss=1.1412  D_loss=0.5918  D_acc=0.694
[Class 2 | Epoch 024] G_loss=1.1193  D_loss=0.5981  D_acc=0.696
[Class 2 | Epoch 025] G_loss=1.1208  D_loss=0.5948  D_acc=0.695
[Class 2 | Epoch 026] G_loss=1.1011  D_loss=0.6061  D_acc=0.681
[Class 2 | Epoch 027] G_loss=1.1233  D_loss=0.5997  D_acc=0.683
[Class 2 | Epoch 028] G_loss=1.0996  D_loss=0.6114  D_acc=0.664
[Class 2 | Epoch 029] G_loss=1.1078  D_loss=0.6096  D_acc=0.675
[Class 2 | Epoch 030] G_loss=1.0962  D_loss=0.6115  D_acc=0.667
[Class 2 | Epoch 031] G_loss=1.0898  D_loss=0.6151  D_acc=0.664
[Class 2 | Epoch 032] G_loss=1.0978  D_loss=0.6166  D_acc=0.667
[Class 2 | Epoch 033] G_loss=1.0770  D_loss=0.6212  D_acc=0.659
[Class 2 | Epoch 034] G_loss=1.1017  D_loss=0.6109  D_acc=0.670
[Class 2 | Epoch 035] G_loss=1.0542  D_loss=0.6348  D_acc=0.647
[Class 2 | Epoch 036] G_loss=1.0791  D_loss=0.6209  D_acc=0.665
[Class 2 | Epoch 037] G_loss=1.0518  D_loss=0.6338  D_acc=0.642
[Class 2 | Epoch 038] G_loss=1.0714  D_loss=0.6209  D_acc=0.659
[Class 2 | Epoch 039] G_loss=1.0411  D_loss=0.6396  D_acc=0.639
[Class 2 | Epoch 040] G_loss=1.0332  D_loss=0.6346  D_acc=0.642
[Class 2 | Epoch 041] G_loss=1.0395  D_loss=0.6299  D_acc=0.642
[Class 2 | Epoch 042] G_loss=1.0351  D_loss=0.6378  D_acc=0.631
[Class 2 | Epoch 043] G_loss=1.0428  D_loss=0.6346  D_acc=0.648
[Class 2 | Epoch 044] G_loss=1.0204  D_loss=0.6332  D_acc=0.641
[Class 2 | Epoch 045] G_loss=1.0388  D_loss=0.6333  D_acc=0.644
[Class 2 | Epoch 046] G_loss=1.0217  D_loss=0.6331  D_acc=0.642
[Class 2 | Epoch 047] G_loss=1.0247  D_loss=0.6406  D_acc=0.631
[Class 2 | Epoch 048] G_loss=1.0438  D_loss=0.6282  D_acc=0.648
[Class 2 | Epoch 049] G_loss=1.0233  D_loss=0.6390  D_acc=0.642
[Class 2 | Epoch 050] G_loss=1.0274  D_loss=0.6453  D_acc=0.631
No description has been provided for this image
=== Training DCGAN for class 3 ===
[Class 3 | Epoch 001] G_loss=1.4764  D_loss=0.4372  D_acc=0.863
[Class 3 | Epoch 002] G_loss=1.1750  D_loss=0.6372  D_acc=0.667
[Class 3 | Epoch 003] G_loss=1.2351  D_loss=0.5801  D_acc=0.711
[Class 3 | Epoch 004] G_loss=1.1795  D_loss=0.6028  D_acc=0.689
[Class 3 | Epoch 005] G_loss=1.0970  D_loss=0.6433  D_acc=0.642
[Class 3 | Epoch 006] G_loss=1.0910  D_loss=0.6420  D_acc=0.650
[Class 3 | Epoch 007] G_loss=1.0897  D_loss=0.6321  D_acc=0.647
[Class 3 | Epoch 008] G_loss=1.0598  D_loss=0.6483  D_acc=0.634
[Class 3 | Epoch 009] G_loss=1.0667  D_loss=0.6389  D_acc=0.648
[Class 3 | Epoch 010] G_loss=1.0400  D_loss=0.6537  D_acc=0.626
[Class 3 | Epoch 011] G_loss=1.0324  D_loss=0.6483  D_acc=0.628
[Class 3 | Epoch 012] G_loss=1.0334  D_loss=0.6487  D_acc=0.630
[Class 3 | Epoch 013] G_loss=1.0515  D_loss=0.6466  D_acc=0.629
[Class 3 | Epoch 014] G_loss=1.0516  D_loss=0.6471  D_acc=0.636
[Class 3 | Epoch 015] G_loss=1.0335  D_loss=0.6447  D_acc=0.635
[Class 3 | Epoch 016] G_loss=1.0388  D_loss=0.6376  D_acc=0.649
[Class 3 | Epoch 017] G_loss=1.0273  D_loss=0.6398  D_acc=0.636
[Class 3 | Epoch 018] G_loss=1.0200  D_loss=0.6421  D_acc=0.633
[Class 3 | Epoch 019] G_loss=1.0074  D_loss=0.6451  D_acc=0.624
[Class 3 | Epoch 020] G_loss=1.0031  D_loss=0.6462  D_acc=0.629
[Class 3 | Epoch 021] G_loss=0.9891  D_loss=0.6496  D_acc=0.624
[Class 3 | Epoch 022] G_loss=0.9968  D_loss=0.6481  D_acc=0.626
[Class 3 | Epoch 023] G_loss=0.9853  D_loss=0.6568  D_acc=0.617
[Class 3 | Epoch 024] G_loss=0.9920  D_loss=0.6563  D_acc=0.619
[Class 3 | Epoch 025] G_loss=0.9802  D_loss=0.6545  D_acc=0.615
[Class 3 | Epoch 026] G_loss=0.9789  D_loss=0.6587  D_acc=0.605
[Class 3 | Epoch 027] G_loss=0.9728  D_loss=0.6588  D_acc=0.603
[Class 3 | Epoch 028] G_loss=0.9554  D_loss=0.6649  D_acc=0.601
[Class 3 | Epoch 029] G_loss=0.9660  D_loss=0.6616  D_acc=0.608
[Class 3 | Epoch 030] G_loss=0.9723  D_loss=0.6624  D_acc=0.604
[Class 3 | Epoch 031] G_loss=0.9524  D_loss=0.6672  D_acc=0.598
[Class 3 | Epoch 032] G_loss=0.9477  D_loss=0.6705  D_acc=0.594
[Class 3 | Epoch 033] G_loss=0.9491  D_loss=0.6704  D_acc=0.593
[Class 3 | Epoch 034] G_loss=0.9502  D_loss=0.6679  D_acc=0.589
[Class 3 | Epoch 035] G_loss=0.9415  D_loss=0.6679  D_acc=0.596
[Class 3 | Epoch 036] G_loss=0.9207  D_loss=0.6754  D_acc=0.585
[Class 3 | Epoch 037] G_loss=0.9426  D_loss=0.6735  D_acc=0.583
[Class 3 | Epoch 038] G_loss=0.9617  D_loss=0.6575  D_acc=0.608
[Class 3 | Epoch 039] G_loss=0.9102  D_loss=0.6883  D_acc=0.566
[Class 3 | Epoch 040] G_loss=0.9402  D_loss=0.6695  D_acc=0.589
[Class 3 | Epoch 041] G_loss=0.9324  D_loss=0.6737  D_acc=0.587
[Class 3 | Epoch 042] G_loss=0.9178  D_loss=0.6745  D_acc=0.582
[Class 3 | Epoch 043] G_loss=0.9135  D_loss=0.6789  D_acc=0.577
[Class 3 | Epoch 044] G_loss=0.9085  D_loss=0.6808  D_acc=0.568
[Class 3 | Epoch 045] G_loss=0.9155  D_loss=0.6773  D_acc=0.571
[Class 3 | Epoch 046] G_loss=0.9150  D_loss=0.6822  D_acc=0.569
[Class 3 | Epoch 047] G_loss=0.9260  D_loss=0.6761  D_acc=0.577
[Class 3 | Epoch 048] G_loss=0.9486  D_loss=0.6682  D_acc=0.586
[Class 3 | Epoch 049] G_loss=0.9173  D_loss=0.6822  D_acc=0.567
[Class 3 | Epoch 050] G_loss=0.9197  D_loss=0.6744  D_acc=0.579
No description has been provided for this image
=== Training DCGAN for class 4 ===
[Class 4 | Epoch 001] G_loss=1.1932  D_loss=0.5132  D_acc=0.795
[Class 4 | Epoch 002] G_loss=1.1142  D_loss=0.6665  D_acc=0.645
[Class 4 | Epoch 003] G_loss=1.2624  D_loss=0.5676  D_acc=0.720
[Class 4 | Epoch 004] G_loss=1.2702  D_loss=0.5678  D_acc=0.725
[Class 4 | Epoch 005] G_loss=1.1651  D_loss=0.6204  D_acc=0.673
[Class 4 | Epoch 006] G_loss=1.1045  D_loss=0.6427  D_acc=0.658
[Class 4 | Epoch 007] G_loss=1.0486  D_loss=0.6738  D_acc=0.615
[Class 4 | Epoch 008] G_loss=1.0121  D_loss=0.6800  D_acc=0.604
[Class 4 | Epoch 009] G_loss=1.0105  D_loss=0.6706  D_acc=0.608
[Class 4 | Epoch 010] G_loss=1.0138  D_loss=0.6573  D_acc=0.619
[Class 4 | Epoch 011] G_loss=1.0412  D_loss=0.6437  D_acc=0.636
[Class 4 | Epoch 012] G_loss=1.0498  D_loss=0.6338  D_acc=0.650
[Class 4 | Epoch 013] G_loss=1.0511  D_loss=0.6427  D_acc=0.643
[Class 4 | Epoch 014] G_loss=1.0188  D_loss=0.6533  D_acc=0.624
[Class 4 | Epoch 015] G_loss=1.0042  D_loss=0.6540  D_acc=0.632
[Class 4 | Epoch 016] G_loss=1.0353  D_loss=0.6355  D_acc=0.641
[Class 4 | Epoch 017] G_loss=1.0218  D_loss=0.6330  D_acc=0.646
[Class 4 | Epoch 018] G_loss=1.0205  D_loss=0.6366  D_acc=0.640
[Class 4 | Epoch 019] G_loss=1.0130  D_loss=0.6379  D_acc=0.645
[Class 4 | Epoch 020] G_loss=1.0082  D_loss=0.6396  D_acc=0.634
[Class 4 | Epoch 021] G_loss=1.0120  D_loss=0.6330  D_acc=0.648
[Class 4 | Epoch 022] G_loss=1.0025  D_loss=0.6409  D_acc=0.634
[Class 4 | Epoch 023] G_loss=1.0103  D_loss=0.6390  D_acc=0.634
[Class 4 | Epoch 024] G_loss=1.0107  D_loss=0.6388  D_acc=0.637
[Class 4 | Epoch 025] G_loss=1.0138  D_loss=0.6326  D_acc=0.648
[Class 4 | Epoch 026] G_loss=1.0044  D_loss=0.6329  D_acc=0.646
[Class 4 | Epoch 027] G_loss=1.0074  D_loss=0.6381  D_acc=0.631
[Class 4 | Epoch 028] G_loss=1.0101  D_loss=0.6345  D_acc=0.638
[Class 4 | Epoch 029] G_loss=0.9924  D_loss=0.6473  D_acc=0.624
[Class 4 | Epoch 030] G_loss=0.9991  D_loss=0.6374  D_acc=0.640
[Class 4 | Epoch 031] G_loss=1.0035  D_loss=0.6455  D_acc=0.630
[Class 4 | Epoch 032] G_loss=0.9819  D_loss=0.6557  D_acc=0.618
[Class 4 | Epoch 033] G_loss=0.9974  D_loss=0.6388  D_acc=0.633
[Class 4 | Epoch 034] G_loss=0.9818  D_loss=0.6496  D_acc=0.626
[Class 4 | Epoch 035] G_loss=0.9689  D_loss=0.6576  D_acc=0.606
[Class 4 | Epoch 036] G_loss=0.9817  D_loss=0.6494  D_acc=0.623
[Class 4 | Epoch 037] G_loss=0.9671  D_loss=0.6573  D_acc=0.613
[Class 4 | Epoch 038] G_loss=0.9771  D_loss=0.6560  D_acc=0.610
[Class 4 | Epoch 039] G_loss=0.9716  D_loss=0.6530  D_acc=0.620
[Class 4 | Epoch 040] G_loss=0.9756  D_loss=0.6500  D_acc=0.619
[Class 4 | Epoch 041] G_loss=0.9619  D_loss=0.6591  D_acc=0.605
[Class 4 | Epoch 042] G_loss=0.9639  D_loss=0.6543  D_acc=0.609
[Class 4 | Epoch 043] G_loss=0.9584  D_loss=0.6548  D_acc=0.614
[Class 4 | Epoch 044] G_loss=0.9504  D_loss=0.6611  D_acc=0.606
[Class 4 | Epoch 045] G_loss=0.9580  D_loss=0.6579  D_acc=0.604
[Class 4 | Epoch 046] G_loss=0.9555  D_loss=0.6560  D_acc=0.603
[Class 4 | Epoch 047] G_loss=0.9472  D_loss=0.6587  D_acc=0.602
[Class 4 | Epoch 048] G_loss=0.9494  D_loss=0.6580  D_acc=0.604
[Class 4 | Epoch 049] G_loss=0.9420  D_loss=0.6625  D_acc=0.606
[Class 4 | Epoch 050] G_loss=0.9486  D_loss=0.6629  D_acc=0.602
No description has been provided for this image
=== Training DCGAN for class 5 ===
[Class 5 | Epoch 001] G_loss=0.9468  D_loss=0.6881  D_acc=0.626
[Class 5 | Epoch 002] G_loss=1.0989  D_loss=0.6693  D_acc=0.626
[Class 5 | Epoch 003] G_loss=1.1837  D_loss=0.6067  D_acc=0.680
[Class 5 | Epoch 004] G_loss=1.1286  D_loss=0.6280  D_acc=0.674
[Class 5 | Epoch 005] G_loss=1.0986  D_loss=0.6413  D_acc=0.645
[Class 5 | Epoch 006] G_loss=1.0272  D_loss=0.6713  D_acc=0.617
[Class 5 | Epoch 007] G_loss=1.0069  D_loss=0.6826  D_acc=0.601
[Class 5 | Epoch 008] G_loss=1.0213  D_loss=0.6619  D_acc=0.623
[Class 5 | Epoch 009] G_loss=1.0214  D_loss=0.6548  D_acc=0.627
[Class 5 | Epoch 010] G_loss=1.0304  D_loss=0.6455  D_acc=0.630
[Class 5 | Epoch 011] G_loss=1.0478  D_loss=0.6360  D_acc=0.642
[Class 5 | Epoch 012] G_loss=1.0753  D_loss=0.6236  D_acc=0.659
[Class 5 | Epoch 013] G_loss=1.0579  D_loss=0.6295  D_acc=0.653
[Class 5 | Epoch 014] G_loss=1.0653  D_loss=0.6245  D_acc=0.653
[Class 5 | Epoch 015] G_loss=1.0698  D_loss=0.6185  D_acc=0.668
[Class 5 | Epoch 016] G_loss=1.0516  D_loss=0.6206  D_acc=0.661
[Class 5 | Epoch 017] G_loss=1.0528  D_loss=0.6169  D_acc=0.668
[Class 5 | Epoch 018] G_loss=1.0596  D_loss=0.6134  D_acc=0.668
[Class 5 | Epoch 019] G_loss=1.0639  D_loss=0.6092  D_acc=0.678
[Class 5 | Epoch 020] G_loss=1.0505  D_loss=0.6111  D_acc=0.675
[Class 5 | Epoch 021] G_loss=1.0624  D_loss=0.6111  D_acc=0.674
[Class 5 | Epoch 022] G_loss=1.0466  D_loss=0.6172  D_acc=0.663
[Class 5 | Epoch 023] G_loss=1.0506  D_loss=0.6169  D_acc=0.670
[Class 5 | Epoch 024] G_loss=1.0519  D_loss=0.6191  D_acc=0.661
[Class 5 | Epoch 025] G_loss=1.0511  D_loss=0.6198  D_acc=0.657
[Class 5 | Epoch 026] G_loss=1.0433  D_loss=0.6251  D_acc=0.655
[Class 5 | Epoch 027] G_loss=1.0398  D_loss=0.6225  D_acc=0.661
[Class 5 | Epoch 028] G_loss=1.0380  D_loss=0.6273  D_acc=0.651
[Class 5 | Epoch 029] G_loss=1.0374  D_loss=0.6300  D_acc=0.649
[Class 5 | Epoch 030] G_loss=1.0290  D_loss=0.6330  D_acc=0.643
[Class 5 | Epoch 031] G_loss=1.0267  D_loss=0.6354  D_acc=0.643
[Class 5 | Epoch 032] G_loss=1.0255  D_loss=0.6315  D_acc=0.653
[Class 5 | Epoch 033] G_loss=1.0211  D_loss=0.6408  D_acc=0.630
[Class 5 | Epoch 034] G_loss=1.0185  D_loss=0.6431  D_acc=0.627
[Class 5 | Epoch 035] G_loss=1.0252  D_loss=0.6332  D_acc=0.637
[Class 5 | Epoch 036] G_loss=1.0211  D_loss=0.6365  D_acc=0.635
[Class 5 | Epoch 037] G_loss=1.0177  D_loss=0.6362  D_acc=0.632
[Class 5 | Epoch 038] G_loss=1.0056  D_loss=0.6399  D_acc=0.635
[Class 5 | Epoch 039] G_loss=1.0106  D_loss=0.6385  D_acc=0.640
[Class 5 | Epoch 040] G_loss=0.9973  D_loss=0.6420  D_acc=0.631
[Class 5 | Epoch 041] G_loss=0.9975  D_loss=0.6414  D_acc=0.633
[Class 5 | Epoch 042] G_loss=1.0083  D_loss=0.6498  D_acc=0.621
[Class 5 | Epoch 043] G_loss=1.0063  D_loss=0.6374  D_acc=0.640
[Class 5 | Epoch 044] G_loss=1.0073  D_loss=0.6407  D_acc=0.629
[Class 5 | Epoch 045] G_loss=1.0004  D_loss=0.6359  D_acc=0.640
[Class 5 | Epoch 046] G_loss=0.9972  D_loss=0.6457  D_acc=0.631
[Class 5 | Epoch 047] G_loss=0.9737  D_loss=0.6479  D_acc=0.622
[Class 5 | Epoch 048] G_loss=1.0101  D_loss=0.6386  D_acc=0.637
[Class 5 | Epoch 049] G_loss=0.9925  D_loss=0.6458  D_acc=0.623
[Class 5 | Epoch 050] G_loss=1.0001  D_loss=0.6400  D_acc=0.634
No description has been provided for this image
=== Training DCGAN for class 6 ===
[Class 6 | Epoch 001] G_loss=1.3226  D_loss=0.5149  D_acc=0.795
[Class 6 | Epoch 002] G_loss=1.1253  D_loss=0.6374  D_acc=0.673
[Class 6 | Epoch 003] G_loss=1.0565  D_loss=0.6665  D_acc=0.609
[Class 6 | Epoch 004] G_loss=1.0294  D_loss=0.6741  D_acc=0.600
[Class 6 | Epoch 005] G_loss=1.0198  D_loss=0.6815  D_acc=0.598
[Class 6 | Epoch 006] G_loss=1.0092  D_loss=0.6768  D_acc=0.600
[Class 6 | Epoch 007] G_loss=1.0292  D_loss=0.6510  D_acc=0.628
[Class 6 | Epoch 008] G_loss=1.0481  D_loss=0.6434  D_acc=0.640
[Class 6 | Epoch 009] G_loss=1.0312  D_loss=0.6440  D_acc=0.637
[Class 6 | Epoch 010] G_loss=1.0655  D_loss=0.6213  D_acc=0.663
[Class 6 | Epoch 011] G_loss=1.0500  D_loss=0.6385  D_acc=0.638
[Class 6 | Epoch 012] G_loss=1.0450  D_loss=0.6270  D_acc=0.650
[Class 6 | Epoch 013] G_loss=1.0529  D_loss=0.6309  D_acc=0.652
[Class 6 | Epoch 014] G_loss=1.0277  D_loss=0.6302  D_acc=0.645
[Class 6 | Epoch 015] G_loss=1.0203  D_loss=0.6406  D_acc=0.638
[Class 6 | Epoch 016] G_loss=1.0253  D_loss=0.6339  D_acc=0.644
[Class 6 | Epoch 017] G_loss=1.0041  D_loss=0.6387  D_acc=0.633
[Class 6 | Epoch 018] G_loss=1.0264  D_loss=0.6284  D_acc=0.654
[Class 6 | Epoch 019] G_loss=1.0289  D_loss=0.6311  D_acc=0.652
[Class 6 | Epoch 020] G_loss=1.0322  D_loss=0.6403  D_acc=0.637
[Class 6 | Epoch 021] G_loss=1.0269  D_loss=0.6369  D_acc=0.643
[Class 6 | Epoch 022] G_loss=0.9975  D_loss=0.6451  D_acc=0.637
[Class 6 | Epoch 023] G_loss=0.9986  D_loss=0.6420  D_acc=0.630
[Class 6 | Epoch 024] G_loss=1.0057  D_loss=0.6474  D_acc=0.629
[Class 6 | Epoch 025] G_loss=0.9847  D_loss=0.6456  D_acc=0.626
[Class 6 | Epoch 026] G_loss=0.9976  D_loss=0.6436  D_acc=0.629
[Class 6 | Epoch 027] G_loss=0.9708  D_loss=0.6616  D_acc=0.610
[Class 6 | Epoch 028] G_loss=0.9862  D_loss=0.6572  D_acc=0.610
[Class 6 | Epoch 029] G_loss=0.9704  D_loss=0.6511  D_acc=0.609
[Class 6 | Epoch 030] G_loss=0.9782  D_loss=0.6588  D_acc=0.611
[Class 6 | Epoch 031] G_loss=0.9672  D_loss=0.6576  D_acc=0.607
[Class 6 | Epoch 032] G_loss=0.9470  D_loss=0.6679  D_acc=0.596
[Class 6 | Epoch 033] G_loss=0.9403  D_loss=0.6702  D_acc=0.596
[Class 6 | Epoch 034] G_loss=0.9500  D_loss=0.6631  D_acc=0.598
[Class 6 | Epoch 035] G_loss=0.9454  D_loss=0.6656  D_acc=0.603
[Class 6 | Epoch 036] G_loss=0.9217  D_loss=0.6748  D_acc=0.583
[Class 6 | Epoch 037] G_loss=0.9273  D_loss=0.6666  D_acc=0.593
[Class 6 | Epoch 038] G_loss=0.9355  D_loss=0.6669  D_acc=0.588
[Class 6 | Epoch 039] G_loss=0.9413  D_loss=0.6596  D_acc=0.598
[Class 6 | Epoch 040] G_loss=0.9305  D_loss=0.6647  D_acc=0.597
[Class 6 | Epoch 041] G_loss=0.9224  D_loss=0.6700  D_acc=0.581
[Class 6 | Epoch 042] G_loss=0.9379  D_loss=0.6622  D_acc=0.603
[Class 6 | Epoch 043] G_loss=0.9467  D_loss=0.6596  D_acc=0.599
[Class 6 | Epoch 044] G_loss=0.9157  D_loss=0.6766  D_acc=0.572
[Class 6 | Epoch 045] G_loss=0.9233  D_loss=0.6730  D_acc=0.584
[Class 6 | Epoch 046] G_loss=0.9570  D_loss=0.6567  D_acc=0.603
[Class 6 | Epoch 047] G_loss=0.9384  D_loss=0.6583  D_acc=0.604
[Class 6 | Epoch 048] G_loss=0.9268  D_loss=0.6695  D_acc=0.580
[Class 6 | Epoch 049] G_loss=0.9433  D_loss=0.6590  D_acc=0.602
[Class 6 | Epoch 050] G_loss=0.9145  D_loss=0.6737  D_acc=0.570
No description has been provided for this image
=== Training DCGAN for class 7 ===
[Class 7 | Epoch 001] G_loss=1.4097  D_loss=0.4615  D_acc=0.836
[Class 7 | Epoch 002] G_loss=1.1377  D_loss=0.6567  D_acc=0.650
[Class 7 | Epoch 003] G_loss=1.3615  D_loss=0.5432  D_acc=0.746
[Class 7 | Epoch 004] G_loss=1.3166  D_loss=0.5554  D_acc=0.741
[Class 7 | Epoch 005] G_loss=1.2213  D_loss=0.6104  D_acc=0.689
[Class 7 | Epoch 006] G_loss=1.1257  D_loss=0.6465  D_acc=0.649
[Class 7 | Epoch 007] G_loss=1.0681  D_loss=0.6668  D_acc=0.622
[Class 7 | Epoch 008] G_loss=1.0197  D_loss=0.6686  D_acc=0.614
[Class 7 | Epoch 009] G_loss=1.0539  D_loss=0.6460  D_acc=0.633
[Class 7 | Epoch 010] G_loss=1.0456  D_loss=0.6362  D_acc=0.650
[Class 7 | Epoch 011] G_loss=1.0511  D_loss=0.6340  D_acc=0.650
[Class 7 | Epoch 012] G_loss=1.0568  D_loss=0.6243  D_acc=0.659
[Class 7 | Epoch 013] G_loss=1.0822  D_loss=0.6186  D_acc=0.667
[Class 7 | Epoch 014] G_loss=1.0869  D_loss=0.6111  D_acc=0.679
[Class 7 | Epoch 015] G_loss=1.1087  D_loss=0.6066  D_acc=0.682
[Class 7 | Epoch 016] G_loss=1.0994  D_loss=0.6068  D_acc=0.687
[Class 7 | Epoch 017] G_loss=1.1230  D_loss=0.5987  D_acc=0.689
[Class 7 | Epoch 018] G_loss=1.1053  D_loss=0.5997  D_acc=0.685
[Class 7 | Epoch 019] G_loss=1.0982  D_loss=0.6065  D_acc=0.675
[Class 7 | Epoch 020] G_loss=1.0831  D_loss=0.6144  D_acc=0.673
[Class 7 | Epoch 021] G_loss=1.0920  D_loss=0.6044  D_acc=0.682
[Class 7 | Epoch 022] G_loss=1.0678  D_loss=0.6206  D_acc=0.663
[Class 7 | Epoch 023] G_loss=1.0781  D_loss=0.6143  D_acc=0.667
[Class 7 | Epoch 024] G_loss=1.0559  D_loss=0.6245  D_acc=0.658
[Class 7 | Epoch 025] G_loss=1.0621  D_loss=0.6262  D_acc=0.657
[Class 7 | Epoch 026] G_loss=1.0406  D_loss=0.6421  D_acc=0.637
[Class 7 | Epoch 027] G_loss=1.0291  D_loss=0.6372  D_acc=0.647
[Class 7 | Epoch 028] G_loss=1.0185  D_loss=0.6507  D_acc=0.618
[Class 7 | Epoch 029] G_loss=1.0074  D_loss=0.6465  D_acc=0.624
[Class 7 | Epoch 030] G_loss=1.0129  D_loss=0.6444  D_acc=0.627
[Class 7 | Epoch 031] G_loss=1.0017  D_loss=0.6526  D_acc=0.624
[Class 7 | Epoch 032] G_loss=1.0003  D_loss=0.6490  D_acc=0.617
[Class 7 | Epoch 033] G_loss=0.9952  D_loss=0.6517  D_acc=0.618
[Class 7 | Epoch 034] G_loss=0.9996  D_loss=0.6550  D_acc=0.615
[Class 7 | Epoch 035] G_loss=0.9918  D_loss=0.6580  D_acc=0.607
[Class 7 | Epoch 036] G_loss=0.9874  D_loss=0.6511  D_acc=0.618
[Class 7 | Epoch 037] G_loss=0.9861  D_loss=0.6664  D_acc=0.599
[Class 7 | Epoch 038] G_loss=0.9596  D_loss=0.6619  D_acc=0.604
[Class 7 | Epoch 039] G_loss=0.9797  D_loss=0.6596  D_acc=0.613
[Class 7 | Epoch 040] G_loss=0.9634  D_loss=0.6608  D_acc=0.602
[Class 7 | Epoch 041] G_loss=0.9676  D_loss=0.6593  D_acc=0.601
[Class 7 | Epoch 042] G_loss=0.9671  D_loss=0.6633  D_acc=0.602
[Class 7 | Epoch 043] G_loss=0.9851  D_loss=0.6559  D_acc=0.612
[Class 7 | Epoch 044] G_loss=0.9630  D_loss=0.6618  D_acc=0.603
[Class 7 | Epoch 045] G_loss=0.9636  D_loss=0.6624  D_acc=0.601
[Class 7 | Epoch 046] G_loss=0.9520  D_loss=0.6705  D_acc=0.591
[Class 7 | Epoch 047] G_loss=0.9743  D_loss=0.6596  D_acc=0.607
[Class 7 | Epoch 048] G_loss=0.9410  D_loss=0.6664  D_acc=0.594
[Class 7 | Epoch 049] G_loss=0.9475  D_loss=0.6652  D_acc=0.597
[Class 7 | Epoch 050] G_loss=0.9689  D_loss=0.6537  D_acc=0.610
No description has been provided for this image
=== Training DCGAN for class 8 ===
[Class 8 | Epoch 001] G_loss=1.0410  D_loss=0.6483  D_acc=0.662
[Class 8 | Epoch 002] G_loss=1.0623  D_loss=0.6983  D_acc=0.608
[Class 8 | Epoch 003] G_loss=1.1522  D_loss=0.6166  D_acc=0.675
[Class 8 | Epoch 004] G_loss=1.1292  D_loss=0.6546  D_acc=0.634
[Class 8 | Epoch 005] G_loss=1.0804  D_loss=0.6589  D_acc=0.633
[Class 8 | Epoch 006] G_loss=1.0794  D_loss=0.6437  D_acc=0.636
[Class 8 | Epoch 007] G_loss=1.0794  D_loss=0.6375  D_acc=0.646
[Class 8 | Epoch 008] G_loss=1.0876  D_loss=0.6246  D_acc=0.658
[Class 8 | Epoch 009] G_loss=1.1001  D_loss=0.6259  D_acc=0.662
[Class 8 | Epoch 010] G_loss=1.1071  D_loss=0.6175  D_acc=0.669
[Class 8 | Epoch 011] G_loss=1.0892  D_loss=0.6191  D_acc=0.674
[Class 8 | Epoch 012] G_loss=1.0784  D_loss=0.6238  D_acc=0.659
[Class 8 | Epoch 013] G_loss=1.0646  D_loss=0.6239  D_acc=0.660
[Class 8 | Epoch 014] G_loss=1.0572  D_loss=0.6259  D_acc=0.655
[Class 8 | Epoch 015] G_loss=1.0629  D_loss=0.6194  D_acc=0.661
[Class 8 | Epoch 016] G_loss=1.0661  D_loss=0.6243  D_acc=0.654
[Class 8 | Epoch 017] G_loss=1.0538  D_loss=0.6217  D_acc=0.662
[Class 8 | Epoch 018] G_loss=1.0534  D_loss=0.6231  D_acc=0.652
[Class 8 | Epoch 019] G_loss=1.0406  D_loss=0.6314  D_acc=0.651
[Class 8 | Epoch 020] G_loss=1.0290  D_loss=0.6358  D_acc=0.640
[Class 8 | Epoch 021] G_loss=1.0208  D_loss=0.6413  D_acc=0.638
[Class 8 | Epoch 022] G_loss=1.0090  D_loss=0.6486  D_acc=0.620
[Class 8 | Epoch 023] G_loss=1.0066  D_loss=0.6481  D_acc=0.625
[Class 8 | Epoch 024] G_loss=1.0043  D_loss=0.6496  D_acc=0.623
[Class 8 | Epoch 025] G_loss=0.9780  D_loss=0.6616  D_acc=0.610
[Class 8 | Epoch 026] G_loss=0.9803  D_loss=0.6548  D_acc=0.609
[Class 8 | Epoch 027] G_loss=0.9933  D_loss=0.6508  D_acc=0.618
[Class 8 | Epoch 028] G_loss=0.9725  D_loss=0.6603  D_acc=0.600
[Class 8 | Epoch 029] G_loss=0.9642  D_loss=0.6673  D_acc=0.594
[Class 8 | Epoch 030] G_loss=0.9743  D_loss=0.6601  D_acc=0.598
[Class 8 | Epoch 031] G_loss=0.9431  D_loss=0.6706  D_acc=0.587
[Class 8 | Epoch 032] G_loss=0.9578  D_loss=0.6663  D_acc=0.597
[Class 8 | Epoch 033] G_loss=0.9449  D_loss=0.6669  D_acc=0.587
[Class 8 | Epoch 034] G_loss=0.9424  D_loss=0.6712  D_acc=0.582
[Class 8 | Epoch 035] G_loss=0.9233  D_loss=0.6781  D_acc=0.572
[Class 8 | Epoch 036] G_loss=0.9225  D_loss=0.6757  D_acc=0.572
[Class 8 | Epoch 037] G_loss=0.9247  D_loss=0.6696  D_acc=0.580
[Class 8 | Epoch 038] G_loss=0.9175  D_loss=0.6769  D_acc=0.570
[Class 8 | Epoch 039] G_loss=0.9287  D_loss=0.6708  D_acc=0.591
[Class 8 | Epoch 040] G_loss=0.9234  D_loss=0.6731  D_acc=0.581
[Class 8 | Epoch 041] G_loss=0.9127  D_loss=0.6757  D_acc=0.567
[Class 8 | Epoch 042] G_loss=0.9084  D_loss=0.6818  D_acc=0.557
[Class 8 | Epoch 043] G_loss=0.9123  D_loss=0.6739  D_acc=0.578
[Class 8 | Epoch 044] G_loss=0.9068  D_loss=0.6773  D_acc=0.567
[Class 8 | Epoch 045] G_loss=0.9045  D_loss=0.6814  D_acc=0.567
[Class 8 | Epoch 046] G_loss=0.9048  D_loss=0.6777  D_acc=0.563
[Class 8 | Epoch 047] G_loss=0.9020  D_loss=0.6767  D_acc=0.571
[Class 8 | Epoch 048] G_loss=0.9059  D_loss=0.6733  D_acc=0.570
[Class 8 | Epoch 049] G_loss=0.9050  D_loss=0.6763  D_acc=0.570
[Class 8 | Epoch 050] G_loss=0.9132  D_loss=0.6732  D_acc=0.572
No description has been provided for this image
=== Training DCGAN for class 9 ===
[Class 9 | Epoch 001] G_loss=1.0636  D_loss=0.6391  D_acc=0.681
[Class 9 | Epoch 002] G_loss=1.1021  D_loss=0.6654  D_acc=0.633
[Class 9 | Epoch 003] G_loss=1.1259  D_loss=0.6376  D_acc=0.643
[Class 9 | Epoch 004] G_loss=1.0588  D_loss=0.6671  D_acc=0.609
[Class 9 | Epoch 005] G_loss=1.0020  D_loss=0.6955  D_acc=0.584
[Class 9 | Epoch 006] G_loss=0.9932  D_loss=0.6872  D_acc=0.593
[Class 9 | Epoch 007] G_loss=1.0040  D_loss=0.6764  D_acc=0.596
[Class 9 | Epoch 008] G_loss=1.0052  D_loss=0.6678  D_acc=0.610
[Class 9 | Epoch 009] G_loss=1.0099  D_loss=0.6643  D_acc=0.612
[Class 9 | Epoch 010] G_loss=1.0166  D_loss=0.6543  D_acc=0.623
[Class 9 | Epoch 011] G_loss=1.0273  D_loss=0.6463  D_acc=0.629
[Class 9 | Epoch 012] G_loss=1.0179  D_loss=0.6441  D_acc=0.634
[Class 9 | Epoch 013] G_loss=1.0415  D_loss=0.6313  D_acc=0.652
[Class 9 | Epoch 014] G_loss=1.0607  D_loss=0.6263  D_acc=0.651
[Class 9 | Epoch 015] G_loss=1.0552  D_loss=0.6301  D_acc=0.649
[Class 9 | Epoch 016] G_loss=1.0337  D_loss=0.6322  D_acc=0.652
[Class 9 | Epoch 017] G_loss=1.0291  D_loss=0.6364  D_acc=0.639
[Class 9 | Epoch 018] G_loss=1.0404  D_loss=0.6301  D_acc=0.638
[Class 9 | Epoch 019] G_loss=1.0312  D_loss=0.6312  D_acc=0.649
[Class 9 | Epoch 020] G_loss=1.0282  D_loss=0.6289  D_acc=0.645
[Class 9 | Epoch 021] G_loss=1.0318  D_loss=0.6337  D_acc=0.647
[Class 9 | Epoch 022] G_loss=1.0065  D_loss=0.6394  D_acc=0.638
[Class 9 | Epoch 023] G_loss=1.0172  D_loss=0.6353  D_acc=0.642
[Class 9 | Epoch 024] G_loss=1.0131  D_loss=0.6487  D_acc=0.624
[Class 9 | Epoch 025] G_loss=1.0276  D_loss=0.6361  D_acc=0.640
[Class 9 | Epoch 026] G_loss=0.9976  D_loss=0.6429  D_acc=0.625
[Class 9 | Epoch 027] G_loss=1.0218  D_loss=0.6369  D_acc=0.627
[Class 9 | Epoch 028] G_loss=1.0006  D_loss=0.6436  D_acc=0.629
[Class 9 | Epoch 029] G_loss=1.0191  D_loss=0.6322  D_acc=0.643
[Class 9 | Epoch 030] G_loss=0.9982  D_loss=0.6447  D_acc=0.631
[Class 9 | Epoch 031] G_loss=1.0071  D_loss=0.6361  D_acc=0.633
[Class 9 | Epoch 032] G_loss=1.0098  D_loss=0.6385  D_acc=0.636
[Class 9 | Epoch 033] G_loss=0.9898  D_loss=0.6457  D_acc=0.631
[Class 9 | Epoch 034] G_loss=1.0157  D_loss=0.6378  D_acc=0.627
[Class 9 | Epoch 035] G_loss=1.0010  D_loss=0.6386  D_acc=0.632
[Class 9 | Epoch 036] G_loss=1.0015  D_loss=0.6487  D_acc=0.625
[Class 9 | Epoch 037] G_loss=0.9880  D_loss=0.6454  D_acc=0.627
[Class 9 | Epoch 038] G_loss=1.0013  D_loss=0.6403  D_acc=0.631
[Class 9 | Epoch 039] G_loss=0.9966  D_loss=0.6433  D_acc=0.629
[Class 9 | Epoch 040] G_loss=0.9884  D_loss=0.6463  D_acc=0.624
[Class 9 | Epoch 041] G_loss=0.9862  D_loss=0.6443  D_acc=0.625
[Class 9 | Epoch 042] G_loss=0.9985  D_loss=0.6390  D_acc=0.630
[Class 9 | Epoch 043] G_loss=0.9905  D_loss=0.6470  D_acc=0.625
[Class 9 | Epoch 044] G_loss=0.9928  D_loss=0.6414  D_acc=0.632
[Class 9 | Epoch 045] G_loss=0.9874  D_loss=0.6458  D_acc=0.620
[Class 9 | Epoch 046] G_loss=0.9800  D_loss=0.6501  D_acc=0.626
[Class 9 | Epoch 047] G_loss=0.9880  D_loss=0.6423  D_acc=0.625
[Class 9 | Epoch 048] G_loss=0.9827  D_loss=0.6419  D_acc=0.629
[Class 9 | Epoch 049] G_loss=0.9852  D_loss=0.6468  D_acc=0.628
[Class 9 | Epoch 050] G_loss=0.9781  D_loss=0.6445  D_acc=0.625
No description has been provided for this image
=== Training DCGAN for class 10 ===
[Class 10 | Epoch 001] G_loss=1.2368  D_loss=0.5623  D_acc=0.746
[Class 10 | Epoch 002] G_loss=1.1850  D_loss=0.6115  D_acc=0.692
[Class 10 | Epoch 003] G_loss=1.1789  D_loss=0.5993  D_acc=0.687
[Class 10 | Epoch 004] G_loss=1.1869  D_loss=0.6064  D_acc=0.681
[Class 10 | Epoch 005] G_loss=1.1201  D_loss=0.6298  D_acc=0.656
[Class 10 | Epoch 006] G_loss=1.1017  D_loss=0.6336  D_acc=0.649
[Class 10 | Epoch 007] G_loss=1.0831  D_loss=0.6363  D_acc=0.644
[Class 10 | Epoch 008] G_loss=1.0741  D_loss=0.6367  D_acc=0.645
[Class 10 | Epoch 009] G_loss=1.0307  D_loss=0.6509  D_acc=0.624
[Class 10 | Epoch 010] G_loss=1.0423  D_loss=0.6510  D_acc=0.625
[Class 10 | Epoch 011] G_loss=1.0326  D_loss=0.6512  D_acc=0.620
[Class 10 | Epoch 012] G_loss=1.0429  D_loss=0.6461  D_acc=0.631
[Class 10 | Epoch 013] G_loss=1.0125  D_loss=0.6595  D_acc=0.608
[Class 10 | Epoch 014] G_loss=1.0145  D_loss=0.6575  D_acc=0.624
[Class 10 | Epoch 015] G_loss=1.0146  D_loss=0.6528  D_acc=0.619
[Class 10 | Epoch 016] G_loss=0.9909  D_loss=0.6627  D_acc=0.611
[Class 10 | Epoch 017] G_loss=0.9817  D_loss=0.6644  D_acc=0.609
[Class 10 | Epoch 018] G_loss=0.9835  D_loss=0.6689  D_acc=0.599
[Class 10 | Epoch 019] G_loss=0.9753  D_loss=0.6703  D_acc=0.595
[Class 10 | Epoch 020] G_loss=0.9878  D_loss=0.6735  D_acc=0.588
[Class 10 | Epoch 021] G_loss=0.9696  D_loss=0.6746  D_acc=0.587
[Class 10 | Epoch 022] G_loss=0.9481  D_loss=0.6768  D_acc=0.585
[Class 10 | Epoch 023] G_loss=0.9340  D_loss=0.6909  D_acc=0.568
[Class 10 | Epoch 024] G_loss=0.9252  D_loss=0.6866  D_acc=0.568
[Class 10 | Epoch 025] G_loss=0.9118  D_loss=0.6925  D_acc=0.554
[Class 10 | Epoch 026] G_loss=0.9180  D_loss=0.6925  D_acc=0.559
[Class 10 | Epoch 027] G_loss=0.9237  D_loss=0.6857  D_acc=0.574
[Class 10 | Epoch 028] G_loss=0.9099  D_loss=0.6950  D_acc=0.556
[Class 10 | Epoch 029] G_loss=0.9421  D_loss=0.6782  D_acc=0.573
[Class 10 | Epoch 030] G_loss=0.9002  D_loss=0.6935  D_acc=0.561
[Class 10 | Epoch 031] G_loss=0.9236  D_loss=0.6822  D_acc=0.571
[Class 10 | Epoch 032] G_loss=0.9026  D_loss=0.6893  D_acc=0.561
[Class 10 | Epoch 033] G_loss=0.9092  D_loss=0.6882  D_acc=0.565
[Class 10 | Epoch 034] G_loss=0.8877  D_loss=0.6948  D_acc=0.550
[Class 10 | Epoch 035] G_loss=0.8863  D_loss=0.6952  D_acc=0.546
[Class 10 | Epoch 036] G_loss=0.8993  D_loss=0.6943  D_acc=0.555
[Class 10 | Epoch 037] G_loss=0.8787  D_loss=0.6949  D_acc=0.546
[Class 10 | Epoch 038] G_loss=0.8826  D_loss=0.6944  D_acc=0.544
[Class 10 | Epoch 039] G_loss=0.8760  D_loss=0.6928  D_acc=0.544
[Class 10 | Epoch 040] G_loss=0.8842  D_loss=0.6857  D_acc=0.566
[Class 10 | Epoch 041] G_loss=0.8740  D_loss=0.6982  D_acc=0.542
[Class 10 | Epoch 042] G_loss=0.8652  D_loss=0.6965  D_acc=0.539
[Class 10 | Epoch 043] G_loss=0.9041  D_loss=0.6734  D_acc=0.587
[Class 10 | Epoch 044] G_loss=0.8659  D_loss=0.7059  D_acc=0.534
[Class 10 | Epoch 045] G_loss=0.8858  D_loss=0.6933  D_acc=0.554
[Class 10 | Epoch 046] G_loss=0.8992  D_loss=0.6825  D_acc=0.574
[Class 10 | Epoch 047] G_loss=0.8673  D_loss=0.6948  D_acc=0.542
[Class 10 | Epoch 048] G_loss=0.8878  D_loss=0.6833  D_acc=0.561
[Class 10 | Epoch 049] G_loss=0.8526  D_loss=0.7079  D_acc=0.517
[Class 10 | Epoch 050] G_loss=0.8736  D_loss=0.6823  D_acc=0.563
No description has been provided for this image
=== Training DCGAN for class 11 ===
[Class 11 | Epoch 001] G_loss=1.1586  D_loss=0.5874  D_acc=0.718
[Class 11 | Epoch 002] G_loss=1.1426  D_loss=0.6499  D_acc=0.655
[Class 11 | Epoch 003] G_loss=1.2834  D_loss=0.5535  D_acc=0.736
[Class 11 | Epoch 004] G_loss=1.2393  D_loss=0.5747  D_acc=0.718
[Class 11 | Epoch 005] G_loss=1.1556  D_loss=0.6212  D_acc=0.678
[Class 11 | Epoch 006] G_loss=1.1314  D_loss=0.6325  D_acc=0.651
[Class 11 | Epoch 007] G_loss=1.0758  D_loss=0.6464  D_acc=0.643
[Class 11 | Epoch 008] G_loss=1.0773  D_loss=0.6418  D_acc=0.641
[Class 11 | Epoch 009] G_loss=1.0658  D_loss=0.6426  D_acc=0.642
[Class 11 | Epoch 010] G_loss=1.0619  D_loss=0.6454  D_acc=0.635
[Class 11 | Epoch 011] G_loss=1.0615  D_loss=0.6347  D_acc=0.650
[Class 11 | Epoch 012] G_loss=1.0406  D_loss=0.6359  D_acc=0.647
[Class 11 | Epoch 013] G_loss=1.0411  D_loss=0.6400  D_acc=0.642
[Class 11 | Epoch 014] G_loss=1.0572  D_loss=0.6254  D_acc=0.658
[Class 11 | Epoch 015] G_loss=1.0521  D_loss=0.6296  D_acc=0.653
[Class 11 | Epoch 016] G_loss=1.0548  D_loss=0.6272  D_acc=0.660
[Class 11 | Epoch 017] G_loss=1.0314  D_loss=0.6335  D_acc=0.641
[Class 11 | Epoch 018] G_loss=1.0286  D_loss=0.6277  D_acc=0.648
[Class 11 | Epoch 019] G_loss=1.0325  D_loss=0.6275  D_acc=0.650
[Class 11 | Epoch 020] G_loss=1.0185  D_loss=0.6439  D_acc=0.633
[Class 11 | Epoch 021] G_loss=0.9969  D_loss=0.6474  D_acc=0.627
[Class 11 | Epoch 022] G_loss=1.0058  D_loss=0.6415  D_acc=0.636
[Class 11 | Epoch 023] G_loss=0.9956  D_loss=0.6481  D_acc=0.623
[Class 11 | Epoch 024] G_loss=0.9821  D_loss=0.6555  D_acc=0.615
[Class 11 | Epoch 025] G_loss=0.9782  D_loss=0.6557  D_acc=0.615
[Class 11 | Epoch 026] G_loss=0.9842  D_loss=0.6577  D_acc=0.609
[Class 11 | Epoch 027] G_loss=0.9704  D_loss=0.6607  D_acc=0.609
[Class 11 | Epoch 028] G_loss=0.9703  D_loss=0.6633  D_acc=0.598
[Class 11 | Epoch 029] G_loss=0.9559  D_loss=0.6669  D_acc=0.593
[Class 11 | Epoch 030] G_loss=0.9570  D_loss=0.6628  D_acc=0.604
[Class 11 | Epoch 031] G_loss=0.9662  D_loss=0.6619  D_acc=0.609
[Class 11 | Epoch 032] G_loss=0.9535  D_loss=0.6653  D_acc=0.589
[Class 11 | Epoch 033] G_loss=0.9518  D_loss=0.6724  D_acc=0.593
[Class 11 | Epoch 034] G_loss=0.9654  D_loss=0.6576  D_acc=0.610
[Class 11 | Epoch 035] G_loss=0.9545  D_loss=0.6611  D_acc=0.598
[Class 11 | Epoch 036] G_loss=0.9518  D_loss=0.6623  D_acc=0.602
[Class 11 | Epoch 037] G_loss=0.9467  D_loss=0.6686  D_acc=0.596
[Class 11 | Epoch 038] G_loss=0.9556  D_loss=0.6585  D_acc=0.610
[Class 11 | Epoch 039] G_loss=0.9562  D_loss=0.6570  D_acc=0.611
[Class 11 | Epoch 040] G_loss=0.9422  D_loss=0.6653  D_acc=0.596
[Class 11 | Epoch 041] G_loss=0.9393  D_loss=0.6677  D_acc=0.590
[Class 11 | Epoch 042] G_loss=0.9419  D_loss=0.6702  D_acc=0.591
[Class 11 | Epoch 043] G_loss=0.9488  D_loss=0.6574  D_acc=0.607
[Class 11 | Epoch 044] G_loss=0.9675  D_loss=0.6603  D_acc=0.603
[Class 11 | Epoch 045] G_loss=0.9368  D_loss=0.6682  D_acc=0.591
[Class 11 | Epoch 046] G_loss=0.9490  D_loss=0.6616  D_acc=0.597
[Class 11 | Epoch 047] G_loss=0.9345  D_loss=0.6654  D_acc=0.585
[Class 11 | Epoch 048] G_loss=0.9353  D_loss=0.6639  D_acc=0.600
[Class 11 | Epoch 049] G_loss=0.9373  D_loss=0.6629  D_acc=0.600
[Class 11 | Epoch 050] G_loss=0.9365  D_loss=0.6561  D_acc=0.607
No description has been provided for this image
=== Training DCGAN for class 12 ===
[Class 12 | Epoch 001] G_loss=1.1934  D_loss=0.5469  D_acc=0.757
[Class 12 | Epoch 002] G_loss=1.0485  D_loss=0.6956  D_acc=0.625
[Class 12 | Epoch 003] G_loss=1.2280  D_loss=0.5822  D_acc=0.708
[Class 12 | Epoch 004] G_loss=1.2158  D_loss=0.6030  D_acc=0.689
[Class 12 | Epoch 005] G_loss=1.1449  D_loss=0.6203  D_acc=0.671
[Class 12 | Epoch 006] G_loss=1.0832  D_loss=0.6438  D_acc=0.658
[Class 12 | Epoch 007] G_loss=1.0473  D_loss=0.6571  D_acc=0.635
[Class 12 | Epoch 008] G_loss=1.0594  D_loss=0.6528  D_acc=0.640
[Class 12 | Epoch 009] G_loss=1.0523  D_loss=0.6419  D_acc=0.642
[Class 12 | Epoch 010] G_loss=1.0555  D_loss=0.6386  D_acc=0.652
[Class 12 | Epoch 011] G_loss=1.0860  D_loss=0.6311  D_acc=0.662
[Class 12 | Epoch 012] G_loss=1.0963  D_loss=0.6183  D_acc=0.672
[Class 12 | Epoch 013] G_loss=1.0667  D_loss=0.6345  D_acc=0.649
[Class 12 | Epoch 014] G_loss=1.0965  D_loss=0.6108  D_acc=0.676
[Class 12 | Epoch 015] G_loss=1.1105  D_loss=0.6048  D_acc=0.681
[Class 12 | Epoch 016] G_loss=1.1035  D_loss=0.6063  D_acc=0.681
[Class 12 | Epoch 017] G_loss=1.1176  D_loss=0.5982  D_acc=0.696
[Class 12 | Epoch 018] G_loss=1.1165  D_loss=0.5950  D_acc=0.693
[Class 12 | Epoch 019] G_loss=1.1229  D_loss=0.5875  D_acc=0.705
[Class 12 | Epoch 020] G_loss=1.1221  D_loss=0.5877  D_acc=0.704
[Class 12 | Epoch 021] G_loss=1.1249  D_loss=0.5903  D_acc=0.701
[Class 12 | Epoch 022] G_loss=1.1087  D_loss=0.5929  D_acc=0.694
[Class 12 | Epoch 023] G_loss=1.1085  D_loss=0.5945  D_acc=0.694
[Class 12 | Epoch 024] G_loss=1.1074  D_loss=0.5967  D_acc=0.692
[Class 12 | Epoch 025] G_loss=1.0903  D_loss=0.6019  D_acc=0.686
[Class 12 | Epoch 026] G_loss=1.0986  D_loss=0.5994  D_acc=0.692
[Class 12 | Epoch 027] G_loss=1.1069  D_loss=0.5981  D_acc=0.686
[Class 12 | Epoch 028] G_loss=1.0952  D_loss=0.6014  D_acc=0.685
[Class 12 | Epoch 029] G_loss=1.0962  D_loss=0.6021  D_acc=0.684
[Class 12 | Epoch 030] G_loss=1.1002  D_loss=0.6059  D_acc=0.679
[Class 12 | Epoch 031] G_loss=1.1041  D_loss=0.5990  D_acc=0.692
[Class 12 | Epoch 032] G_loss=1.0901  D_loss=0.6063  D_acc=0.677
[Class 12 | Epoch 033] G_loss=1.1018  D_loss=0.6090  D_acc=0.676
[Class 12 | Epoch 034] G_loss=1.1065  D_loss=0.6100  D_acc=0.675
[Class 12 | Epoch 035] G_loss=1.0906  D_loss=0.6131  D_acc=0.668
[Class 12 | Epoch 036] G_loss=1.1009  D_loss=0.6105  D_acc=0.673
[Class 12 | Epoch 037] G_loss=1.0716  D_loss=0.6161  D_acc=0.666
[Class 12 | Epoch 038] G_loss=1.0844  D_loss=0.6210  D_acc=0.662
[Class 12 | Epoch 039] G_loss=1.0805  D_loss=0.6131  D_acc=0.671
[Class 12 | Epoch 040] G_loss=1.0771  D_loss=0.6173  D_acc=0.668
[Class 12 | Epoch 041] G_loss=1.0982  D_loss=0.6076  D_acc=0.680
[Class 12 | Epoch 042] G_loss=1.0766  D_loss=0.6187  D_acc=0.657
[Class 12 | Epoch 043] G_loss=1.0842  D_loss=0.6151  D_acc=0.673
[Class 12 | Epoch 044] G_loss=1.0996  D_loss=0.6084  D_acc=0.680
[Class 12 | Epoch 045] G_loss=1.0728  D_loss=0.6257  D_acc=0.663
[Class 12 | Epoch 046] G_loss=1.0861  D_loss=0.6186  D_acc=0.667
[Class 12 | Epoch 047] G_loss=1.0848  D_loss=0.6119  D_acc=0.674
[Class 12 | Epoch 048] G_loss=1.0696  D_loss=0.6194  D_acc=0.656
[Class 12 | Epoch 049] G_loss=1.0621  D_loss=0.6194  D_acc=0.665
[Class 12 | Epoch 050] G_loss=1.0615  D_loss=0.6213  D_acc=0.654
No description has been provided for this image
=== Training DCGAN for class 13 ===
[Class 13 | Epoch 001] G_loss=1.0249  D_loss=0.6423  D_acc=0.665
[Class 13 | Epoch 002] G_loss=1.1391  D_loss=0.6388  D_acc=0.653
[Class 13 | Epoch 003] G_loss=1.1840  D_loss=0.6137  D_acc=0.676
[Class 13 | Epoch 004] G_loss=1.1519  D_loss=0.6094  D_acc=0.684
[Class 13 | Epoch 005] G_loss=1.1024  D_loss=0.6317  D_acc=0.665
[Class 13 | Epoch 006] G_loss=1.1040  D_loss=0.6259  D_acc=0.665
[Class 13 | Epoch 007] G_loss=1.0699  D_loss=0.6397  D_acc=0.646
[Class 13 | Epoch 008] G_loss=1.0667  D_loss=0.6373  D_acc=0.647
[Class 13 | Epoch 009] G_loss=1.0703  D_loss=0.6318  D_acc=0.656
[Class 13 | Epoch 010] G_loss=1.0843  D_loss=0.6236  D_acc=0.664
[Class 13 | Epoch 011] G_loss=1.0860  D_loss=0.6272  D_acc=0.655
[Class 13 | Epoch 012] G_loss=1.0875  D_loss=0.6133  D_acc=0.678
[Class 13 | Epoch 013] G_loss=1.0880  D_loss=0.6107  D_acc=0.676
[Class 13 | Epoch 014] G_loss=1.0871  D_loss=0.6079  D_acc=0.677
[Class 13 | Epoch 015] G_loss=1.0792  D_loss=0.6055  D_acc=0.683
[Class 13 | Epoch 016] G_loss=1.0879  D_loss=0.6048  D_acc=0.677
[Class 13 | Epoch 017] G_loss=1.0678  D_loss=0.6137  D_acc=0.670
[Class 13 | Epoch 018] G_loss=1.0727  D_loss=0.6125  D_acc=0.670
[Class 13 | Epoch 019] G_loss=1.0565  D_loss=0.6185  D_acc=0.665
[Class 13 | Epoch 020] G_loss=1.0381  D_loss=0.6212  D_acc=0.656
[Class 13 | Epoch 021] G_loss=1.0433  D_loss=0.6253  D_acc=0.658
[Class 13 | Epoch 022] G_loss=1.0211  D_loss=0.6321  D_acc=0.648
[Class 13 | Epoch 023] G_loss=1.0294  D_loss=0.6389  D_acc=0.637
[Class 13 | Epoch 024] G_loss=1.0061  D_loss=0.6422  D_acc=0.638
[Class 13 | Epoch 025] G_loss=1.0055  D_loss=0.6409  D_acc=0.635
[Class 13 | Epoch 026] G_loss=1.0113  D_loss=0.6408  D_acc=0.627
[Class 13 | Epoch 027] G_loss=0.9980  D_loss=0.6412  D_acc=0.629
[Class 13 | Epoch 028] G_loss=0.9874  D_loss=0.6463  D_acc=0.623
[Class 13 | Epoch 029] G_loss=0.9897  D_loss=0.6546  D_acc=0.608
[Class 13 | Epoch 030] G_loss=0.9893  D_loss=0.6529  D_acc=0.612
[Class 13 | Epoch 031] G_loss=0.9868  D_loss=0.6490  D_acc=0.620
[Class 13 | Epoch 032] G_loss=0.9692  D_loss=0.6572  D_acc=0.609
[Class 13 | Epoch 033] G_loss=0.9739  D_loss=0.6541  D_acc=0.611
[Class 13 | Epoch 034] G_loss=0.9711  D_loss=0.6612  D_acc=0.605
[Class 13 | Epoch 035] G_loss=0.9584  D_loss=0.6693  D_acc=0.598
[Class 13 | Epoch 036] G_loss=0.9655  D_loss=0.6639  D_acc=0.603
[Class 13 | Epoch 037] G_loss=0.9629  D_loss=0.6571  D_acc=0.604
[Class 13 | Epoch 038] G_loss=0.9607  D_loss=0.6625  D_acc=0.601
[Class 13 | Epoch 039] G_loss=0.9581  D_loss=0.6556  D_acc=0.604
[Class 13 | Epoch 040] G_loss=0.9467  D_loss=0.6631  D_acc=0.600
[Class 13 | Epoch 041] G_loss=0.9461  D_loss=0.6636  D_acc=0.595
[Class 13 | Epoch 042] G_loss=0.9494  D_loss=0.6583  D_acc=0.603
[Class 13 | Epoch 043] G_loss=0.9523  D_loss=0.6637  D_acc=0.607
[Class 13 | Epoch 044] G_loss=0.9460  D_loss=0.6644  D_acc=0.595
[Class 13 | Epoch 045] G_loss=0.9438  D_loss=0.6666  D_acc=0.591
[Class 13 | Epoch 046] G_loss=0.9548  D_loss=0.6542  D_acc=0.611
[Class 13 | Epoch 047] G_loss=0.9361  D_loss=0.6673  D_acc=0.586
[Class 13 | Epoch 048] G_loss=0.9367  D_loss=0.6693  D_acc=0.584
[Class 13 | Epoch 049] G_loss=0.9269  D_loss=0.6733  D_acc=0.583
[Class 13 | Epoch 050] G_loss=0.9356  D_loss=0.6652  D_acc=0.601
No description has been provided for this image
=== Training DCGAN for class 14 ===
[Class 14 | Epoch 001] G_loss=1.2222  D_loss=0.5612  D_acc=0.741
[Class 14 | Epoch 002] G_loss=1.1737  D_loss=0.6142  D_acc=0.693
[Class 14 | Epoch 003] G_loss=1.2380  D_loss=0.5674  D_acc=0.726
[Class 14 | Epoch 004] G_loss=1.1889  D_loss=0.5934  D_acc=0.702
[Class 14 | Epoch 005] G_loss=1.1168  D_loss=0.6274  D_acc=0.667
[Class 14 | Epoch 006] G_loss=1.0802  D_loss=0.6552  D_acc=0.635
[Class 14 | Epoch 007] G_loss=1.0129  D_loss=0.6735  D_acc=0.616
[Class 14 | Epoch 008] G_loss=0.9990  D_loss=0.6715  D_acc=0.607
[Class 14 | Epoch 009] G_loss=1.0059  D_loss=0.6672  D_acc=0.610
[Class 14 | Epoch 010] G_loss=1.0114  D_loss=0.6548  D_acc=0.624
[Class 14 | Epoch 011] G_loss=1.0135  D_loss=0.6523  D_acc=0.618
[Class 14 | Epoch 012] G_loss=1.0258  D_loss=0.6472  D_acc=0.632
[Class 14 | Epoch 013] G_loss=1.0211  D_loss=0.6375  D_acc=0.643
[Class 14 | Epoch 014] G_loss=1.0280  D_loss=0.6316  D_acc=0.653
[Class 14 | Epoch 015] G_loss=1.0087  D_loss=0.6385  D_acc=0.644
[Class 14 | Epoch 016] G_loss=1.0082  D_loss=0.6373  D_acc=0.644
[Class 14 | Epoch 017] G_loss=1.0064  D_loss=0.6431  D_acc=0.632
[Class 14 | Epoch 018] G_loss=1.0035  D_loss=0.6483  D_acc=0.630
[Class 14 | Epoch 019] G_loss=0.9939  D_loss=0.6448  D_acc=0.632
[Class 14 | Epoch 020] G_loss=0.9941  D_loss=0.6494  D_acc=0.626
[Class 14 | Epoch 021] G_loss=0.9891  D_loss=0.6491  D_acc=0.625
[Class 14 | Epoch 022] G_loss=0.9702  D_loss=0.6552  D_acc=0.615
[Class 14 | Epoch 023] G_loss=0.9621  D_loss=0.6635  D_acc=0.599
[Class 14 | Epoch 024] G_loss=0.9834  D_loss=0.6544  D_acc=0.619
[Class 14 | Epoch 025] G_loss=0.9546  D_loss=0.6709  D_acc=0.596
[Class 14 | Epoch 026] G_loss=0.9536  D_loss=0.6660  D_acc=0.598
[Class 14 | Epoch 027] G_loss=0.9554  D_loss=0.6669  D_acc=0.597
[Class 14 | Epoch 028] G_loss=0.9470  D_loss=0.6630  D_acc=0.606
[Class 14 | Epoch 029] G_loss=0.9403  D_loss=0.6791  D_acc=0.581
[Class 14 | Epoch 030] G_loss=0.9363  D_loss=0.6718  D_acc=0.588
[Class 14 | Epoch 031] G_loss=0.9274  D_loss=0.6737  D_acc=0.583
[Class 14 | Epoch 032] G_loss=0.9349  D_loss=0.6755  D_acc=0.584
[Class 14 | Epoch 033] G_loss=0.9280  D_loss=0.6737  D_acc=0.586
[Class 14 | Epoch 034] G_loss=0.9195  D_loss=0.6804  D_acc=0.573
[Class 14 | Epoch 035] G_loss=0.9080  D_loss=0.6872  D_acc=0.566
[Class 14 | Epoch 036] G_loss=0.9148  D_loss=0.6853  D_acc=0.568
[Class 14 | Epoch 037] G_loss=0.9169  D_loss=0.6767  D_acc=0.575
[Class 14 | Epoch 038] G_loss=0.9163  D_loss=0.6777  D_acc=0.571
[Class 14 | Epoch 039] G_loss=0.8836  D_loss=0.6922  D_acc=0.561
[Class 14 | Epoch 040] G_loss=0.8984  D_loss=0.6859  D_acc=0.558
[Class 14 | Epoch 041] G_loss=0.9021  D_loss=0.6814  D_acc=0.568
[Class 14 | Epoch 042] G_loss=0.8891  D_loss=0.6848  D_acc=0.558
[Class 14 | Epoch 043] G_loss=0.8844  D_loss=0.6856  D_acc=0.555
[Class 14 | Epoch 044] G_loss=0.9045  D_loss=0.6741  D_acc=0.575
[Class 14 | Epoch 045] G_loss=0.9113  D_loss=0.6733  D_acc=0.581
[Class 14 | Epoch 046] G_loss=0.8811  D_loss=0.6893  D_acc=0.549
[Class 14 | Epoch 047] G_loss=0.8839  D_loss=0.6893  D_acc=0.550
[Class 14 | Epoch 048] G_loss=0.8893  D_loss=0.6800  D_acc=0.569
[Class 14 | Epoch 049] G_loss=0.8721  D_loss=0.6888  D_acc=0.548
[Class 14 | Epoch 050] G_loss=0.8892  D_loss=0.6798  D_acc=0.561
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=== Training DCGAN for class 15 ===
[Class 15 | Epoch 001] G_loss=1.0956  D_loss=0.6064  D_acc=0.703
[Class 15 | Epoch 002] G_loss=1.1912  D_loss=0.6204  D_acc=0.676
[Class 15 | Epoch 003] G_loss=1.2514  D_loss=0.5723  D_acc=0.725
[Class 15 | Epoch 004] G_loss=1.1835  D_loss=0.6117  D_acc=0.682
[Class 15 | Epoch 005] G_loss=1.1204  D_loss=0.6407  D_acc=0.649
[Class 15 | Epoch 006] G_loss=1.0709  D_loss=0.6654  D_acc=0.627
[Class 15 | Epoch 007] G_loss=1.0298  D_loss=0.6814  D_acc=0.606
[Class 15 | Epoch 008] G_loss=0.9903  D_loss=0.6900  D_acc=0.595
[Class 15 | Epoch 009] G_loss=1.0039  D_loss=0.6728  D_acc=0.603
[Class 15 | Epoch 010] G_loss=1.0167  D_loss=0.6604  D_acc=0.618
[Class 15 | Epoch 011] G_loss=1.0127  D_loss=0.6625  D_acc=0.621
[Class 15 | Epoch 012] G_loss=1.0124  D_loss=0.6568  D_acc=0.623
[Class 15 | Epoch 013] G_loss=1.0277  D_loss=0.6492  D_acc=0.633
[Class 15 | Epoch 014] G_loss=1.0387  D_loss=0.6394  D_acc=0.642
[Class 15 | Epoch 015] G_loss=1.0334  D_loss=0.6390  D_acc=0.639
[Class 15 | Epoch 016] G_loss=1.0287  D_loss=0.6393  D_acc=0.645
[Class 15 | Epoch 017] G_loss=1.0273  D_loss=0.6351  D_acc=0.650
[Class 15 | Epoch 018] G_loss=1.0254  D_loss=0.6391  D_acc=0.641
[Class 15 | Epoch 019] G_loss=1.0302  D_loss=0.6292  D_acc=0.649
[Class 15 | Epoch 020] G_loss=1.0131  D_loss=0.6373  D_acc=0.644
[Class 15 | Epoch 021] G_loss=1.0001  D_loss=0.6431  D_acc=0.626
[Class 15 | Epoch 022] G_loss=0.9962  D_loss=0.6446  D_acc=0.631
[Class 15 | Epoch 023] G_loss=1.0025  D_loss=0.6536  D_acc=0.607
[Class 15 | Epoch 024] G_loss=0.9913  D_loss=0.6489  D_acc=0.631
[Class 15 | Epoch 025] G_loss=0.9921  D_loss=0.6520  D_acc=0.624
[Class 15 | Epoch 026] G_loss=0.9890  D_loss=0.6560  D_acc=0.611
[Class 15 | Epoch 027] G_loss=0.9837  D_loss=0.6575  D_acc=0.607
[Class 15 | Epoch 028] G_loss=0.9802  D_loss=0.6528  D_acc=0.615
[Class 15 | Epoch 029] G_loss=0.9847  D_loss=0.6570  D_acc=0.616
[Class 15 | Epoch 030] G_loss=0.9699  D_loss=0.6591  D_acc=0.608
[Class 15 | Epoch 031] G_loss=0.9578  D_loss=0.6599  D_acc=0.606
[Class 15 | Epoch 032] G_loss=0.9799  D_loss=0.6518  D_acc=0.619
[Class 15 | Epoch 033] G_loss=0.9524  D_loss=0.6681  D_acc=0.592
[Class 15 | Epoch 034] G_loss=0.9815  D_loss=0.6547  D_acc=0.612
[Class 15 | Epoch 035] G_loss=0.9512  D_loss=0.6672  D_acc=0.600
[Class 15 | Epoch 036] G_loss=0.9425  D_loss=0.6661  D_acc=0.593
[Class 15 | Epoch 037] G_loss=0.9510  D_loss=0.6639  D_acc=0.595
[Class 15 | Epoch 038] G_loss=0.9568  D_loss=0.6586  D_acc=0.601
[Class 15 | Epoch 039] G_loss=0.9585  D_loss=0.6559  D_acc=0.612
[Class 15 | Epoch 040] G_loss=0.9533  D_loss=0.6531  D_acc=0.615
[Class 15 | Epoch 041] G_loss=0.9318  D_loss=0.6699  D_acc=0.600
[Class 15 | Epoch 042] G_loss=0.9603  D_loss=0.6590  D_acc=0.601
[Class 15 | Epoch 043] G_loss=0.9449  D_loss=0.6628  D_acc=0.599
[Class 15 | Epoch 044] G_loss=0.9643  D_loss=0.6547  D_acc=0.614
[Class 15 | Epoch 045] G_loss=0.9483  D_loss=0.6613  D_acc=0.599
[Class 15 | Epoch 046] G_loss=0.9364  D_loss=0.6637  D_acc=0.593
[Class 15 | Epoch 047] G_loss=0.9284  D_loss=0.6702  D_acc=0.592
[Class 15 | Epoch 048] G_loss=0.9375  D_loss=0.6636  D_acc=0.596
[Class 15 | Epoch 049] G_loss=0.9379  D_loss=0.6671  D_acc=0.592
[Class 15 | Epoch 050] G_loss=0.9370  D_loss=0.6617  D_acc=0.597
No description has been provided for this image

In [61]:
def plot_all_classes(histories):
    num_classes = len(histories)
    fig, axes = plt.subplots(num_classes, 2, figsize=(12, 4*num_classes))

    for idx, c in enumerate(histories.keys()):
        e = range(1, len(histories[c]["g_loss"]) + 1)

        # Loss subplot
        axes[idx, 0].plot(e, histories[c]["g_loss"], label="G Loss")
        axes[idx, 0].plot(e, histories[c]["d_loss"], label="D Loss")
        axes[idx, 0].set_title(f"Class {c}: Loss")
        axes[idx, 0].set_xlabel("Epoch")
        axes[idx, 0].set_ylabel("Loss")
        axes[idx, 0].legend()
        axes[idx, 0].grid(True)

        # Accuracy subplot
        axes[idx, 1].plot(e, histories[c]["d_accuracy"], label="D Accuracy")
        axes[idx, 1].set_title(f"Class {c}: Accuracy")
        axes[idx, 1].set_xlabel("Epoch")
        axes[idx, 1].set_ylabel("Accuracy")
        axes[idx, 1].legend()
        axes[idx, 1].grid(True)

    plt.tight_layout()
    plt.show()
plot_all_classes(histories)
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In [55]:
def plot_overall_accuracy(histories):
    num_classes = len(histories)
    num_epochs = len(next(iter(histories.values()))["d_accuracy"])
    # average across classes per epoch
    avg_acc = [
        sum(histories[c]["d_accuracy"][ep] for c in histories) / num_classes
        for ep in range(num_epochs)
    ]
    plt.figure(figsize=(6,4))
    plt.plot(range(1, num_epochs+1), avg_acc, label="Avg D Accuracy (all classes)")
    plt.xlabel("Epoch"); plt.ylabel("Accuracy"); plt.title("Overall Discriminator Accuracy")
    plt.ylim(0,1); plt.legend(); plt.grid(True); plt.show()

# Example:
plot_overall_accuracy(histories)
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Generate Classwise Grid — Summary¶

Generates and saves a 16×10 grid of samples from trained class-specific DCGANs.

  • Rows = 16 classes, columns = 10 samples per class.
  • For each class:
    1. Get its trained generator.
    2. Create random noise (and labels if conditional).
    3. Generate images, rescale to [0, 1], and place in grid.
  • Saves output as "dcgan_16x10_grid.png" in save_dir for visual comparison across classes.
In [56]:
import matplotlib.pyplot as plt
import numpy as np
import os
import tensorflow as tf

def generate_classwise_grid(dcgan_models, latent_dim, save_dir="DCGAN_16Models/Baseline"):
    rows = 16  # number of classes
    cols = 10  # number of samples per class

    os.makedirs(save_dir, exist_ok=True)

    fig, axes = plt.subplots(rows, cols, figsize=(cols, rows))
    fig.subplots_adjust(hspace=0.1, wspace=0.1)

    for class_id in range(16):
        generator = dcgan_models[class_id].generator

        noise = tf.random.normal([cols, latent_dim])
        labels = tf.constant([[class_id]] * cols, dtype=tf.int32)
        generated_imgs = generator([noise, labels], training=False)

        generated_imgs = (generated_imgs + 1.0) / 2.0  # scale from [-1,1] to [0,1]

        for j in range(cols):
            ax = axes[class_id, j]
            ax.imshow(generated_imgs[j, :, :, 0], cmap='gray')
            ax.axis('off')

    save_path = os.path.join(save_dir, "dcgan_16x10_grid.png")
    plt.savefig(save_path, bbox_inches='tight', pad_inches=0.1)
    plt.close()
    print(f"Saved 160-image grid to: {save_path}")

Generate letters¶

generate_word — Summary

  • Purpose: Renders a word by sampling each character’s class-specific generator and displaying letters side-by-side.
  • Flow:
    1. Reverse the mapping to get char → class_id.
    2. For each character in word.upper():
      • Find its class_id, fetch the corresponding generator.
      • Sample noise of size latent_dim, generate the image, rescale to [0, 1].
      • Plot the letter (title = the character).
  • Notes:
    • Characters not in label_to_char (e.g., spaces/punctuation) are skipped.
    • Ensure dcgan_models keys match your class IDs used in label_to_char.
    • For reproducible results, set a seed once: tf.random.set_seed(42).
In [57]:
label_to_char = {
    0: 'A', 1: 'B', 2: 'D', 3: 'E',
    4: 'F', 5: 'G', 6: 'I', 7: 'J',
    8: 'L', 9: 'N', 10: 'O', 11: 'P',
    12: 'Q', 13: 'T', 14: 'X', 15: 'Z'
}
In [58]:
def generate_word(dcgan_models, word, latent_dim, label_to_char):
    # Reverse the label_to_char mapping
    char_to_label = {v: k for k, v in label_to_char.items()}

    fig, axs = plt.subplots(1, len(word), figsize=(len(word) * 1.5, 2))

    for i, char in enumerate(word.upper()):
        label = char_to_label.get(char, None)
        if label is None:
            print(f"Character '{char}' not found in label_to_char mapping. Skipping.")
            continue

        # Get the corresponding generator
        generator = dcgan_models[label].generator

        # Generate a noise vector and produce image
        noise = tf.random.normal([1, latent_dim])
        gen_img = generator(noise, training=False)
        img = (gen_img[0, :, :, 0] + 1.0) / 2.0  # Rescale from [-1, 1] to [0, 1]

        # Plot
        axs[i].imshow(img, cmap='gray')
        axs[i].axis('off')
        axs[i].set_title(char)

    plt.tight_layout()
    plt.show()

In [59]:
generate_word(dcgan_models, "DAAA", latent_dim, label_to_char)
generate_word(dcgan_models, "DEEP LEANING", latent_dim, label_to_char)
No description has been provided for this image
Character ' ' not found in label_to_char mapping. Skipping.
No description has been provided for this image

Model improvement 1¶

DCGAN Architecture Overview (Enhanced Generator)¶

Generator Architecture¶

Layer Type Output Shape Parameters / Description
Input (latent_dim,) Random noise vector
Dense (7, 7, 256) Fully connected layer reshaped into 7×7×256
BatchNormalization (7, 7, 256) Normalize activations
LeakyReLU (α=0.2) (7, 7, 256) Non-linearity
Conv2DTranspose (14, 14, 128) Kernel=4, Stride=2, Padding='same'
BatchNormalization (14, 14, 128)
LeakyReLU (α=0.2) (14, 14, 128)
Conv2DTranspose (28, 28, 64) Kernel=4, Stride=2, Padding='same'
BatchNormalization (28, 28, 64)
LeakyReLU (α=0.2) (28, 28, 64)
Conv2DTranspose (28, 28, 32) Kernel=3, Stride=1, Padding='same' (refinement layer)
BatchNormalization (28, 28, 32)
LeakyReLU (α=0.2) (28, 28, 32)
Conv2D (28, 28, 1) Final output layer with 1 channel
Activation (tanh) (28, 28, 1) Output scaled to [-1, 1]

Discriminator Architecture (Simplified)¶

Layer Type Output Shape Parameters / Description
Input (28, 28, 1) Real or generated grayscale image
Conv2D (14, 14, 64) Kernel=3, Stride=2, Padding='same'
LeakyReLU (α=0.2) (14, 14, 64)
Dropout (0.3) (14, 14, 64) Regularization
Conv2D (7, 7, 128) Kernel=3, Stride=2, Padding='same'
BatchNormalization (7, 7, 128)
LeakyReLU (α=0.2) (7, 7, 128)
Dropout (0.3) (7, 7, 128)
Conv2D (7, 7, 128) Kernel=3, Stride=1, Padding='same'
BatchNormalization (7, 7, 128)
LeakyReLU (α=0.2) (7, 7, 128)
Flatten (6272,) Flatten all features
Dense (64,) Intermediate dense layer
LeakyReLU (α=0.2) (64,)
Dense (1,) Sigmoid activation for real/fake prediction

Notes:

  • Generator uses tanh activation → scale training images to [-1, 1].
  • Discriminator uses sigmoid → output is probability of being real.
  • Enhanced generator should improve image quality, especially on more complex datasets.

Improved DCGAN Architecture — Detailed Summary

  • Generator (build_generator) — 9 layers total

    1. Dense (256×7×7 = 12544 units) — transforms noise vector into rich feature space.
    2. BatchNormalization — stabilizes activations after dense layer.
    3. LeakyReLU(0.2) — avoids dead neurons, keeps gradients for negative values.
    4. Reshape (7×7×256) — converts dense output into spatial feature map.
    5. Conv2DTranspose(128, 4×4, stride=2, same) — upsample to 14×14, learn coarse features.
    6. BatchNormalization
    7. LeakyReLU(0.2)
    8. Conv2DTranspose(64, 4×4, stride=2, same) — upsample to 28×28, add finer details.
    9. BatchNormalization → LeakyReLU(0.2)
    10. Conv2DTranspose(32, 3×3, stride=1, same) — refinement layer for extra sharpness.
    11. BatchNormalization → LeakyReLU(0.2)
    12. Conv2D(channels=1, 3×3, same) — final grayscale output.
    13. Activation(tanh) — scale output to [-1, 1].
  • Discriminator (build_discriminator) — 11 layers total

    1. Conv2D(64, 3×3, stride=2, same) — downsample to 14×14, learn low-level features.
    2. LeakyReLU(0.2)
    3. Dropout(0.3) — regularization to prevent overfitting.
    4. Conv2D(128, 3×3, stride=2, same) — downsample to 7×7, extract mid-level features.
    5. BatchNormalization — stabilize training.
    6. LeakyReLU(0.2)
    7. Dropout(0.3)
    8. Conv2D(128, 3×3, stride=1, same) — keep spatial size, learn deeper patterns.
    9. BatchNormalization → LeakyReLU(0.2)
    10. Flatten — convert 3D feature maps to 1D vector.
    11. Dense(64) — learn combined feature representation.
    12. LeakyReLU(0.2)
    13. Dense(1, sigmoid) — output probability (real/fake).
  • Why these design choices

    • Generator: gradual upsampling with multiple Conv2DTranspose layers creates smoother, sharper images; refinement layer adds fine detail.
    • Discriminator: multiple convolution blocks with dropout and batchnorm improve robustness, prevent overfitting, and keep gradients stable.
    • Layer counts and filter sizes are balanced for 28×28 grayscale images to avoid over-parameterization while still capturing detail.

tion while still capturing detail.

In [50]:
import os
import numpy as np
import tensorflow as tf
import matplotlib.pyplot as plt
from tensorflow.keras.layers import (Input, Dense, Reshape, Conv2DTranspose, BatchNormalization,
                                     Activation, Conv2D, LeakyReLU, Dropout, Flatten)
from tensorflow.keras.models import Model, Sequential
from tensorflow.keras.optimizers import Adam

# === Generator ===
def build_generator(latent_dim, channels=1):
    model = Sequential([
        Dense(256 * 7 * 7, input_dim=latent_dim),  # More neurons here
        BatchNormalization(),
        LeakyReLU(0.2),
        Reshape((7, 7, 256)),

        # Add more Conv2DTranspose blocks
        Conv2DTranspose(128, kernel_size=4, strides=2, padding='same'),  # → 14x14
        BatchNormalization(),
        LeakyReLU(0.2),

        Conv2DTranspose(64, kernel_size=4, strides=2, padding='same'),   # → 28x28
        BatchNormalization(),
        LeakyReLU(0.2),

        Conv2DTranspose(32, kernel_size=3, strides=1, padding='same'),   # refinement layer
        BatchNormalization(),
        LeakyReLU(0.2),

        Conv2D(channels, kernel_size=3, padding='same'),
        Activation('tanh')
    ])

    noise = Input(shape=(latent_dim,))
    img = model(noise)
    return Model(noise, img)

# === Discriminator ===
def build_discriminator(img_shape):
    model = Sequential([
        # Block 1
        Conv2D(64, kernel_size=3, strides=2, padding='same', input_shape=img_shape),
        LeakyReLU(0.2),
        Dropout(0.3),

        # Block 2
        Conv2D(128, kernel_size=3, strides=2, padding='same'),
        BatchNormalization(),
        LeakyReLU(0.2),
        Dropout(0.3),

        # Block 3
        Conv2D(128, kernel_size=3, strides=1, padding='same'),
        BatchNormalization(),
        LeakyReLU(0.2),

        Flatten(),
        Dense(64),
        LeakyReLU(0.2),
        Dense(1, activation='sigmoid')
    ])

    img = Input(shape=img_shape)
    validity = model(img)
    return Model(img, validity)
In [51]:
latent_dim = 128
img_shape = (28, 28, 1)
batch_size = 128
epochs = 500
num_classes = 16

class_datasets = prepare_class_datasets(images, mapped_labels, batch_size=batch_size, num_classes=num_classes)

# Build models
generator = build_generator(latent_dim, channels=1)
discriminator = build_discriminator(img_shape)

# Print summaries
print("=== Generator Summary ===")
generator.summary()

print("\n=== Discriminator Summary ===")
discriminator.summary()
=== Generator Summary ===
Model: "model_178"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_147 (InputLayer)      [(None, 128)]             0         
                                                                 
 sequential_146 (Sequential)  (None, 28, 28, 1)        2343553   
                                                                 
=================================================================
Total params: 2,343,553
Trainable params: 2,318,017
Non-trainable params: 25,536
_________________________________________________________________

=== Discriminator Summary ===
Model: "model_179"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_148 (InputLayer)      [(None, 28, 28, 1)]       0         
                                                                 
 sequential_147 (Sequential)  (None, 1)                624641    
                                                                 
=================================================================
Total params: 624,641
Trainable params: 624,129
Non-trainable params: 512
_________________________________________________________________
In [27]:
# === DCGAN Model Class ===
class DCGANModel(tf.keras.Model):
    def __init__(self, generator, discriminator, latent_dim):
        super().__init__()
        self.generator = generator          # Generator network
        self.discriminator = discriminator  # Discriminator network
        self.latent_dim = latent_dim         # Size of random noise vector (latent space)
        self.loss_fn = tf.keras.losses.BinaryCrossentropy(from_logits=False)  # Loss function for binary classification

    def compile(self, g_optimizer, d_optimizer):
        super().compile()
        self.g_optimizer = g_optimizer  # Optimizer for the generator
        self.d_optimizer = d_optimizer  # Optimizer for the discriminator

    # Generator loss: tries to make fake images look real (labels = 1)
    def generator_loss(self, fake_output):
        return self.loss_fn(tf.ones_like(fake_output), fake_output)

    # Discriminator loss: real images → label 1, fake images → label 0
    def discriminator_loss(self, real_output, fake_output):
        real_loss = self.loss_fn(tf.ones_like(real_output), real_output)  
        fake_loss = self.loss_fn(tf.zeros_like(fake_output), fake_output)
        return real_loss + fake_loss

    @tf.function
    def train_step(self, real_images):
        # 1. Get batch size and generate random noise
        batch_size = tf.shape(real_images)[0]
        noise = tf.random.normal([batch_size, self.latent_dim])

        # 2. Record gradients for both networks
        with tf.GradientTape() as disc_tape, tf.GradientTape() as gen_tape:
            # Generate fake images from noise
            generated_images = self.generator(noise, training=True)
            # Discriminator predictions for real and fake images
            real_output = self.discriminator(real_images, training=True)
            fake_output = self.discriminator(generated_images, training=True)
            # Calculate losses
            d_loss = self.discriminator_loss(real_output, fake_output)
            g_loss = self.generator_loss(fake_output)

        # 3. Compute and apply gradients for both networks
        grads_d = disc_tape.gradient(d_loss, self.discriminator.trainable_variables)
        grads_g = gen_tape.gradient(g_loss, self.generator.trainable_variables)
        self.d_optimizer.apply_gradients(zip(grads_d, self.discriminator.trainable_variables))
        self.g_optimizer.apply_gradients(zip(grads_g, self.generator.trainable_variables))

        # 4. Calculate discriminator accuracy:
        #    Real images → correctly classified as real (> 0.5)
        #    Fake images → correctly classified as fake (< 0.5)
        real_preds = tf.cast(real_output > 0.5, tf.float32)
        fake_preds = tf.cast(fake_output < 0.5, tf.float32)
        real_accuracy = tf.reduce_mean(real_preds)
        fake_accuracy = tf.reduce_mean(fake_preds)
        d_accuracy = 0.5 * (real_accuracy + fake_accuracy)

        # 5. Return training metrics
        return {
            "d_loss": d_loss,       # Discriminator loss
            "g_loss": g_loss,       # Generator loss
            "d_accuracy": d_accuracy # Discriminator accuracy
        }


# === Callback to Save Best Generator ===
class SaveBestGenerator(tf.keras.callbacks.Callback):
    def __init__(self, save_path):
        super().__init__()
        self.save_path = save_path
        self.best_loss = float('inf')  # Track best generator loss

    def on_epoch_end(self, epoch, logs=None):
        # Save generator weights if loss improved
        g_loss = logs.get('g_loss')
        if g_loss is not None and g_loss < self.best_loss:
            print(f"\nEpoch {epoch + 1}: Generator loss improved from {self.best_loss:.4f} to {g_loss:.4f}. Saving weights.")
            self.best_loss = g_loss
            self.model.generator.save_weights(self.save_path)


# === Callback to Print Images Every N Epochs ===
class PrintImagesEveryN(tf.keras.callbacks.Callback):
    def __init__(self, class_index, latent_dim, interval=250):
        super().__init__()
        self.class_index = class_index
        self.latent_dim = latent_dim
        self.interval = interval
        # Fixed noise seed to see consistent sample evolution over time
        self.seed = tf.random.normal([10, latent_dim])

    def on_epoch_end(self, epoch, logs=None):
        # Every N epochs, generate and show sample images
        if (epoch + 1) % self.interval == 0:
            generated_images = self.model.generator(self.seed, training=False)
            generated_images = 0.5 * generated_images + 0.5  # Rescale from [-1, 1] to [0, 1]
            print(f"\nClass {self.class_index} — Epoch {epoch + 1} preview:")
            fig, axes = plt.subplots(1, 10, figsize=(20, 2))
            for i in range(10):
                ax = axes[i]
                ax.imshow(generated_images[i, :, :, 0], cmap='gray')
                ax.axis('off')
            plt.show()


# === Prepare Dataset Per Class ===
def prepare_class_datasets(images, labels, batch_size=128, num_classes=16):
    """
    Creates a dictionary where each key is a class index and value is a tf.data.Dataset
    containing only images of that class.
    """
    class_datasets = {}
    for c in range(num_classes):
        class_imgs = images[labels == c]
        dataset = tf.data.Dataset.from_tensor_slices(class_imgs) \
                                 .shuffle(buffer_size=10000) \
                                 .batch(batch_size) \
                                 .prefetch(tf.data.AUTOTUNE)
        class_datasets[c] = dataset
    return class_datasets


# === Callback to Print Discriminator Accuracy ===
class PrintAccuracy(tf.keras.callbacks.Callback):
    def on_epoch_end(self, epoch, logs=None):
        # Display discriminator accuracy at the end of each epoch if available
        if logs and 'd_accuracy' in logs:
            print(f"Epoch {epoch + 1}: D Accuracy = {logs['d_accuracy']:.4f}")
In [28]:
# === Training ===

dcgan_models = {}
histories = {}

# Directory to save best weights
best_save_dir = "16Models_saved_generators_600epochs"
os.makedirs(best_save_dir, exist_ok=True)

for c in range(num_classes):
    print(f"Training DCGAN for class {c}...")

    generator = build_generator(latent_dim, channels=1)
    discriminator = build_discriminator(img_shape)

    dcgan = DCGANModel(generator, discriminator, latent_dim)
    dcgan.compile(
        g_optimizer=Adam(0.0002, beta_1=0.5),
        d_optimizer=Adam(0.0002, beta_1=0.5)
    )

    preview_callback = PrintImagesEveryN(class_index=c, latent_dim=latent_dim, interval=100)
    best_weight_path = os.path.join(best_save_dir, f"best_generator_class_{c}.h5")
    save_best_callback = SaveBestGenerator(save_path=best_weight_path)
    accuracy_callback = PrintAccuracy()  

    history = dcgan.fit(
        class_datasets[c],
        epochs=epochs,
        callbacks=[preview_callback, save_best_callback, accuracy_callback]
    )

    dcgan_models[c] = dcgan
    histories[c] = history

# === Save final generator weights for all 16 classes ===
final_save_dir = "16Models_saved_generators_600epochs(last)"
os.makedirs(final_save_dir, exist_ok=True)

for class_idx, dcgan in dcgan_models.items():
    gen = dcgan.generator
    weight_path = os.path.join(final_save_dir, f"final_generator_class_{class_idx}.h5")
    gen.save_weights(weight_path)
    print(f"Saved final generator weights for class {class_idx} to {weight_path}")
Training DCGAN for class 0...
Epoch 1/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6930 - g_loss: 2.3278 - d_accuracy: 0.9089
Epoch 1: Generator loss improved from inf to 3.3849. Saving weights.
Epoch 1: D Accuracy = 0.8750
27/27 [==============================] - 4s 40ms/step - d_loss: 0.6916 - g_loss: 2.3656 - d_accuracy: 0.9076
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5277 - g_loss: 3.7832 - d_accuracy: 0.9584Epoch 2: D Accuracy = 0.9926
27/27 [==============================] - 1s 32ms/step - d_loss: 0.5239 - g_loss: 3.7931 - d_accuracy: 0.9596
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9416 - g_loss: 2.7182 - d_accuracy: 0.8639
Epoch 3: Generator loss improved from 3.3849 to 1.4738. Saving weights.
Epoch 3: D Accuracy = 0.8529
27/27 [==============================] - 1s 33ms/step - d_loss: 0.9403 - g_loss: 2.6738 - d_accuracy: 0.8635
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7480 - g_loss: 2.3182 - d_accuracy: 0.8875Epoch 4: D Accuracy = 0.8971
27/27 [==============================] - 1s 32ms/step - d_loss: 0.7443 - g_loss: 2.3541 - d_accuracy: 0.8879
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5100 - g_loss: 3.3879 - d_accuracy: 0.9630Epoch 5: D Accuracy = 0.9853
27/27 [==============================] - 1s 33ms/step - d_loss: 0.5077 - g_loss: 3.4101 - d_accuracy: 0.9638
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4399 - g_loss: 4.1510 - d_accuracy: 0.9808Epoch 6: D Accuracy = 0.9926
27/27 [==============================] - 1s 32ms/step - d_loss: 0.4382 - g_loss: 4.1782 - d_accuracy: 0.9812
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4090 - g_loss: 4.4495 - d_accuracy: 0.9885Epoch 7: D Accuracy = 0.9779
27/27 [==============================] - 1s 32ms/step - d_loss: 0.4095 - g_loss: 4.4455 - d_accuracy: 0.9881
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4033 - g_loss: 4.5736 - d_accuracy: 0.9879Epoch 8: D Accuracy = 0.9779
27/27 [==============================] - 1s 32ms/step - d_loss: 0.4040 - g_loss: 4.5883 - d_accuracy: 0.9875
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1337 - g_loss: 2.0015 - d_accuracy: 0.7849Epoch 9: D Accuracy = 0.7206
27/27 [==============================] - 1s 32ms/step - d_loss: 1.1347 - g_loss: 1.9854 - d_accuracy: 0.7826
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2020 - g_loss: 1.1813 - d_accuracy: 0.6957
Epoch 10: Generator loss improved from 1.4738 to 1.0046. Saving weights.
Epoch 10: D Accuracy = 0.7574
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2000 - g_loss: 1.1750 - d_accuracy: 0.6979
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1784 - g_loss: 1.1461 - d_accuracy: 0.7003
Epoch 11: Generator loss improved from 1.0046 to 0.9565. Saving weights.
Epoch 11: D Accuracy = 0.7353
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1772 - g_loss: 1.1393 - d_accuracy: 0.7015
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1749 - g_loss: 1.1670 - d_accuracy: 0.6979Epoch 12: D Accuracy = 0.6912
27/27 [==============================] - 1s 32ms/step - d_loss: 1.1740 - g_loss: 1.1604 - d_accuracy: 0.6977
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1807 - g_loss: 1.1573 - d_accuracy: 0.7036Epoch 13: D Accuracy = 0.7132
27/27 [==============================] - 1s 32ms/step - d_loss: 1.1810 - g_loss: 1.1588 - d_accuracy: 0.7040
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1577 - g_loss: 1.1709 - d_accuracy: 0.7129
Epoch 14: Generator loss improved from 0.9565 to 0.8932. Saving weights.
Epoch 14: D Accuracy = 0.7353
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1600 - g_loss: 1.1610 - d_accuracy: 0.7137
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1286 - g_loss: 1.2353 - d_accuracy: 0.7254Epoch 15: D Accuracy = 0.6985
27/27 [==============================] - 1s 32ms/step - d_loss: 1.1283 - g_loss: 1.2429 - d_accuracy: 0.7244
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0858 - g_loss: 1.3060 - d_accuracy: 0.7458Epoch 16: D Accuracy = 0.8309
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0823 - g_loss: 1.3008 - d_accuracy: 0.7488
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0510 - g_loss: 1.3715 - d_accuracy: 0.7631Epoch 17: D Accuracy = 0.8456
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0484 - g_loss: 1.3608 - d_accuracy: 0.7660
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0106 - g_loss: 1.4503 - d_accuracy: 0.7799
Epoch 18: Generator loss improved from 0.8932 to 0.8818. Saving weights.
Epoch 18: D Accuracy = 0.7794
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0133 - g_loss: 1.4300 - d_accuracy: 0.7799
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0398 - g_loss: 1.5129 - d_accuracy: 0.7670Epoch 19: D Accuracy = 0.8603
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0356 - g_loss: 1.5088 - d_accuracy: 0.7703
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9752 - g_loss: 1.5060 - d_accuracy: 0.7934Epoch 20: D Accuracy = 0.8015
27/27 [==============================] - 1s 32ms/step - d_loss: 0.9726 - g_loss: 1.5134 - d_accuracy: 0.7937
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0298 - g_loss: 1.5028 - d_accuracy: 0.7709Epoch 21: D Accuracy = 0.7647
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0322 - g_loss: 1.4821 - d_accuracy: 0.7707
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0208 - g_loss: 1.4961 - d_accuracy: 0.7678Epoch 22: D Accuracy = 0.6691
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0224 - g_loss: 1.5096 - d_accuracy: 0.7643
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0695 - g_loss: 1.4359 - d_accuracy: 0.7499Epoch 23: D Accuracy = 0.7721
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0687 - g_loss: 1.4287 - d_accuracy: 0.7507
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0753 - g_loss: 1.4422 - d_accuracy: 0.7404Epoch 24: D Accuracy = 0.7574
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0734 - g_loss: 1.4376 - d_accuracy: 0.7410
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0696 - g_loss: 1.4247 - d_accuracy: 0.7440Epoch 25: D Accuracy = 0.6029
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0757 - g_loss: 1.4434 - d_accuracy: 0.7389
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0660 - g_loss: 1.3769 - d_accuracy: 0.7494Epoch 26: D Accuracy = 0.7647
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0661 - g_loss: 1.3651 - d_accuracy: 0.7499
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0617 - g_loss: 1.3987 - d_accuracy: 0.7551Epoch 27: D Accuracy = 0.7426
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0640 - g_loss: 1.3827 - d_accuracy: 0.7546
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0635 - g_loss: 1.3835 - d_accuracy: 0.7530Epoch 28: D Accuracy = 0.7721
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0609 - g_loss: 1.3964 - d_accuracy: 0.7537
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0880 - g_loss: 1.3605 - d_accuracy: 0.7447Epoch 29: D Accuracy = 0.8309
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0830 - g_loss: 1.3578 - d_accuracy: 0.7478
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0429 - g_loss: 1.3823 - d_accuracy: 0.7635Epoch 30: D Accuracy = 0.7206
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0460 - g_loss: 1.3651 - d_accuracy: 0.7620
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0608 - g_loss: 1.3912 - d_accuracy: 0.7479Epoch 31: D Accuracy = 0.7132
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0641 - g_loss: 1.3763 - d_accuracy: 0.7467
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0483 - g_loss: 1.3972 - d_accuracy: 0.7597Epoch 32: D Accuracy = 0.7941
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0460 - g_loss: 1.3978 - d_accuracy: 0.7610
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0628 - g_loss: 1.3930 - d_accuracy: 0.7559Epoch 33: D Accuracy = 0.7500
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0661 - g_loss: 1.3755 - d_accuracy: 0.7557
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0510 - g_loss: 1.4258 - d_accuracy: 0.7570Epoch 34: D Accuracy = 0.7868
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0500 - g_loss: 1.4219 - d_accuracy: 0.7581
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0509 - g_loss: 1.4083 - d_accuracy: 0.7631Epoch 35: D Accuracy = 0.8235
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0512 - g_loss: 1.3985 - d_accuracy: 0.7653
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0658 - g_loss: 1.4307 - d_accuracy: 0.7505Epoch 36: D Accuracy = 0.7721
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0626 - g_loss: 1.4373 - d_accuracy: 0.7513
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0560 - g_loss: 1.3963 - d_accuracy: 0.7611
Epoch 37: Generator loss improved from 0.8818 to 0.8202. Saving weights.
Epoch 37: D Accuracy = 0.6838
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0622 - g_loss: 1.3758 - d_accuracy: 0.7584
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0484 - g_loss: 1.4354 - d_accuracy: 0.7593Epoch 38: D Accuracy = 0.7941
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0478 - g_loss: 1.4224 - d_accuracy: 0.7605
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0427 - g_loss: 1.4475 - d_accuracy: 0.7670Epoch 39: D Accuracy = 0.7647
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0411 - g_loss: 1.4487 - d_accuracy: 0.7670
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0387 - g_loss: 1.4104 - d_accuracy: 0.7670Epoch 40: D Accuracy = 0.7794
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0377 - g_loss: 1.4017 - d_accuracy: 0.7674
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0715 - g_loss: 1.4462 - d_accuracy: 0.7451Epoch 41: D Accuracy = 0.7206
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0692 - g_loss: 1.4534 - d_accuracy: 0.7443
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0492 - g_loss: 1.4262 - d_accuracy: 0.7578Epoch 42: D Accuracy = 0.7132
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0494 - g_loss: 1.4421 - d_accuracy: 0.7562
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0840 - g_loss: 1.4190 - d_accuracy: 0.7393Epoch 43: D Accuracy = 0.7500
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0820 - g_loss: 1.4148 - d_accuracy: 0.7397
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0524 - g_loss: 1.3971 - d_accuracy: 0.7597Epoch 44: D Accuracy = 0.7279
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0562 - g_loss: 1.3819 - d_accuracy: 0.7586
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0725 - g_loss: 1.4290 - d_accuracy: 0.7481Epoch 45: D Accuracy = 0.8309
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0679 - g_loss: 1.4324 - d_accuracy: 0.7510
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0590 - g_loss: 1.4037 - d_accuracy: 0.7597Epoch 46: D Accuracy = 0.8088
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0564 - g_loss: 1.3997 - d_accuracy: 0.7615
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0886 - g_loss: 1.4067 - d_accuracy: 0.7434Epoch 47: D Accuracy = 0.7941
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0855 - g_loss: 1.3967 - d_accuracy: 0.7452
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0398 - g_loss: 1.4087 - d_accuracy: 0.7604Epoch 48: D Accuracy = 0.6471
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0431 - g_loss: 1.4259 - d_accuracy: 0.7563
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1103 - g_loss: 1.3816 - d_accuracy: 0.7388Epoch 49: D Accuracy = 0.7941
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1066 - g_loss: 1.3776 - d_accuracy: 0.7407
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0815 - g_loss: 1.4054 - d_accuracy: 0.7423Epoch 50: D Accuracy = 0.7206
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0809 - g_loss: 1.4270 - d_accuracy: 0.7415
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0738 - g_loss: 1.3880 - d_accuracy: 0.7504Epoch 51: D Accuracy = 0.7794
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0741 - g_loss: 1.3790 - d_accuracy: 0.7514
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0645 - g_loss: 1.4044 - d_accuracy: 0.7519Epoch 52: D Accuracy = 0.8162
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0603 - g_loss: 1.4048 - d_accuracy: 0.7542
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0669 - g_loss: 1.4358 - d_accuracy: 0.7482Epoch 53: D Accuracy = 0.8235
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0642 - g_loss: 1.4314 - d_accuracy: 0.7509
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0982 - g_loss: 1.4281 - d_accuracy: 0.7383Epoch 54: D Accuracy = 0.7500
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0962 - g_loss: 1.4300 - d_accuracy: 0.7387
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0826 - g_loss: 1.3820 - d_accuracy: 0.7361Epoch 55: D Accuracy = 0.7132
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0826 - g_loss: 1.3770 - d_accuracy: 0.7352
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0786 - g_loss: 1.4044 - d_accuracy: 0.7425Epoch 56: D Accuracy = 0.7574
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0804 - g_loss: 1.3873 - d_accuracy: 0.7430
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0630 - g_loss: 1.4010 - d_accuracy: 0.7452Epoch 57: D Accuracy = 0.6985
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0647 - g_loss: 1.3957 - d_accuracy: 0.7435
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0943 - g_loss: 1.4214 - d_accuracy: 0.7387Epoch 58: D Accuracy = 0.7721
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0964 - g_loss: 1.4055 - d_accuracy: 0.7399
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0592 - g_loss: 1.4132 - d_accuracy: 0.7569Epoch 59: D Accuracy = 0.7868
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0593 - g_loss: 1.4036 - d_accuracy: 0.7579
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0818 - g_loss: 1.4409 - d_accuracy: 0.7405Epoch 60: D Accuracy = 0.6029
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0889 - g_loss: 1.4712 - d_accuracy: 0.7356
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0636 - g_loss: 1.4001 - d_accuracy: 0.7537Epoch 61: D Accuracy = 0.7868
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0617 - g_loss: 1.3960 - d_accuracy: 0.7549
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0777 - g_loss: 1.4241 - d_accuracy: 0.7472Epoch 62: D Accuracy = 0.7868
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0735 - g_loss: 1.4289 - d_accuracy: 0.7486
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1052 - g_loss: 1.4180 - d_accuracy: 0.7284Epoch 63: D Accuracy = 0.7059
27/27 [==============================] - 1s 32ms/step - d_loss: 1.1034 - g_loss: 1.4256 - d_accuracy: 0.7276
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0851 - g_loss: 1.3840 - d_accuracy: 0.7383Epoch 64: D Accuracy = 0.7868
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0819 - g_loss: 1.3817 - d_accuracy: 0.7401
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0968 - g_loss: 1.3752 - d_accuracy: 0.7293Epoch 65: D Accuracy = 0.7574
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0979 - g_loss: 1.3605 - d_accuracy: 0.7303
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1031 - g_loss: 1.3874 - d_accuracy: 0.7275Epoch 66: D Accuracy = 0.7868
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0974 - g_loss: 1.3923 - d_accuracy: 0.7296
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0903 - g_loss: 1.3351 - d_accuracy: 0.7376Epoch 67: D Accuracy = 0.7132
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0938 - g_loss: 1.3271 - d_accuracy: 0.7368
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1086 - g_loss: 1.3868 - d_accuracy: 0.7332Epoch 68: D Accuracy = 0.8235
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1046 - g_loss: 1.3834 - d_accuracy: 0.7364
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1362 - g_loss: 1.3351 - d_accuracy: 0.7185Epoch 69: D Accuracy = 0.7500
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1356 - g_loss: 1.3308 - d_accuracy: 0.7196
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1298 - g_loss: 1.3200 - d_accuracy: 0.7128Epoch 70: D Accuracy = 0.7574
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1253 - g_loss: 1.3272 - d_accuracy: 0.7144
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0937 - g_loss: 1.3561 - d_accuracy: 0.7379Epoch 71: D Accuracy = 0.7059
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0945 - g_loss: 1.3712 - d_accuracy: 0.7368
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0964 - g_loss: 1.3376 - d_accuracy: 0.7373Epoch 72: D Accuracy = 0.7794
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0966 - g_loss: 1.3281 - d_accuracy: 0.7388
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1430 - g_loss: 1.3666 - d_accuracy: 0.7190Epoch 73: D Accuracy = 0.7574
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1400 - g_loss: 1.3677 - d_accuracy: 0.7204
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1176 - g_loss: 1.3055 - d_accuracy: 0.7258Epoch 74: D Accuracy = 0.7574
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1164 - g_loss: 1.3074 - d_accuracy: 0.7269
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1253 - g_loss: 1.3594 - d_accuracy: 0.7231Epoch 75: D Accuracy = 0.6029
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1289 - g_loss: 1.3659 - d_accuracy: 0.7188
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1214 - g_loss: 1.3013 - d_accuracy: 0.7264Epoch 76: D Accuracy = 0.7721
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1196 - g_loss: 1.2955 - d_accuracy: 0.7280
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1081 - g_loss: 1.3097 - d_accuracy: 0.7356Epoch 77: D Accuracy = 0.7941
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1061 - g_loss: 1.3068 - d_accuracy: 0.7377
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1057 - g_loss: 1.3135 - d_accuracy: 0.7270
Epoch 78: Generator loss improved from 0.8202 to 0.7898. Saving weights.
Epoch 78: D Accuracy = 0.7279
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1080 - g_loss: 1.2948 - d_accuracy: 0.7271
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1723 - g_loss: 1.3459 - d_accuracy: 0.7060Epoch 79: D Accuracy = 0.8309
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1657 - g_loss: 1.3484 - d_accuracy: 0.7104
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0958 - g_loss: 1.3105 - d_accuracy: 0.7372Epoch 80: D Accuracy = 0.6544
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0991 - g_loss: 1.3179 - d_accuracy: 0.7342
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1283 - g_loss: 1.3347 - d_accuracy: 0.7267Epoch 81: D Accuracy = 0.7647
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1253 - g_loss: 1.3308 - d_accuracy: 0.7280
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1481 - g_loss: 1.3065 - d_accuracy: 0.7036Epoch 82: D Accuracy = 0.8603
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1425 - g_loss: 1.3052 - d_accuracy: 0.7092
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0900 - g_loss: 1.3370 - d_accuracy: 0.7364Epoch 83: D Accuracy = 0.6176
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0962 - g_loss: 1.3444 - d_accuracy: 0.7322
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1263 - g_loss: 1.3187 - d_accuracy: 0.7230Epoch 84: D Accuracy = 0.6838
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1278 - g_loss: 1.3304 - d_accuracy: 0.7216
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1367 - g_loss: 1.2916 - d_accuracy: 0.7190Epoch 85: D Accuracy = 0.6838
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1363 - g_loss: 1.3023 - d_accuracy: 0.7178
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0928 - g_loss: 1.2899 - d_accuracy: 0.7387Epoch 86: D Accuracy = 0.7353
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0908 - g_loss: 1.3028 - d_accuracy: 0.7386
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1332 - g_loss: 1.3487 - d_accuracy: 0.7158Epoch 87: D Accuracy = 0.7132
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1340 - g_loss: 1.3551 - d_accuracy: 0.7157
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1304 - g_loss: 1.3029 - d_accuracy: 0.7168Epoch 88: D Accuracy = 0.7647
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1294 - g_loss: 1.2964 - d_accuracy: 0.7185
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1100 - g_loss: 1.3099 - d_accuracy: 0.7262Epoch 89: D Accuracy = 0.7721
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1060 - g_loss: 1.3179 - d_accuracy: 0.7279
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1454 - g_loss: 1.3118 - d_accuracy: 0.7128Epoch 90: D Accuracy = 0.7059
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1456 - g_loss: 1.3114 - d_accuracy: 0.7125
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1221 - g_loss: 1.3240 - d_accuracy: 0.7219Epoch 91: D Accuracy = 0.7500
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1202 - g_loss: 1.3202 - d_accuracy: 0.7229
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1497 - g_loss: 1.2817 - d_accuracy: 0.7162Epoch 92: D Accuracy = 0.8309
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1453 - g_loss: 1.2781 - d_accuracy: 0.7203
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1080 - g_loss: 1.3203 - d_accuracy: 0.7317
Epoch 93: Generator loss improved from 0.7898 to 0.5929. Saving weights.
Epoch 93: D Accuracy = 0.6397
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1196 - g_loss: 1.2943 - d_accuracy: 0.7284
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1466 - g_loss: 1.3227 - d_accuracy: 0.7148Epoch 94: D Accuracy = 0.7574
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1440 - g_loss: 1.3310 - d_accuracy: 0.7163
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0906 - g_loss: 1.2937 - d_accuracy: 0.7372Epoch 95: D Accuracy = 0.7132
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0923 - g_loss: 1.2884 - d_accuracy: 0.7364
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1332 - g_loss: 1.3292 - d_accuracy: 0.7146Epoch 96: D Accuracy = 0.7426
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1293 - g_loss: 1.3440 - d_accuracy: 0.7156
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1358 - g_loss: 1.2768 - d_accuracy: 0.7215Epoch 97: D Accuracy = 0.7500
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1354 - g_loss: 1.2645 - d_accuracy: 0.7225
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1390 - g_loss: 1.3170 - d_accuracy: 0.7100Epoch 98: D Accuracy = 0.7647
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1334 - g_loss: 1.3226 - d_accuracy: 0.7120
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1107 - g_loss: 1.3033 - d_accuracy: 0.7270Epoch 99: D Accuracy = 0.7279
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1096 - g_loss: 1.3090 - d_accuracy: 0.7271
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1202 - g_loss: 1.3082 - d_accuracy: 0.7201
Class 0 — Epoch 100 preview:
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Epoch 100: D Accuracy = 0.7426
27/27 [==============================] - 1s 40ms/step - d_loss: 1.1179 - g_loss: 1.3081 - d_accuracy: 0.7209
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0926 - g_loss: 1.3142 - d_accuracy: 0.7346Epoch 101: D Accuracy = 0.6544
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0969 - g_loss: 1.2989 - d_accuracy: 0.7317
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1624 - g_loss: 1.3391 - d_accuracy: 0.7055Epoch 102: D Accuracy = 0.6176
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1672 - g_loss: 1.3398 - d_accuracy: 0.7023
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1066 - g_loss: 1.3111 - d_accuracy: 0.7339Epoch 103: D Accuracy = 0.7721
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1034 - g_loss: 1.3142 - d_accuracy: 0.7353
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1187 - g_loss: 1.3241 - d_accuracy: 0.7167Epoch 104: D Accuracy = 0.6544
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1226 - g_loss: 1.3288 - d_accuracy: 0.7144
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1315 - g_loss: 1.3051 - d_accuracy: 0.7191Epoch 105: D Accuracy = 0.6765
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1308 - g_loss: 1.3247 - d_accuracy: 0.7175
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1383 - g_loss: 1.3186 - d_accuracy: 0.7135Epoch 106: D Accuracy = 0.6985
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1372 - g_loss: 1.3292 - d_accuracy: 0.7130
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0906 - g_loss: 1.3252 - d_accuracy: 0.7373Epoch 107: D Accuracy = 0.7574
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0880 - g_loss: 1.3325 - d_accuracy: 0.7380
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1191 - g_loss: 1.3233 - d_accuracy: 0.7192Epoch 108: D Accuracy = 0.6691
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1196 - g_loss: 1.3323 - d_accuracy: 0.7174
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1297 - g_loss: 1.3100 - d_accuracy: 0.7122Epoch 109: D Accuracy = 0.7206
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1293 - g_loss: 1.3044 - d_accuracy: 0.7125
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1089 - g_loss: 1.3178 - d_accuracy: 0.7283Epoch 110: D Accuracy = 0.6103
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1146 - g_loss: 1.3508 - d_accuracy: 0.7241
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1230 - g_loss: 1.2979 - d_accuracy: 0.7278Epoch 111: D Accuracy = 0.7279
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1204 - g_loss: 1.3047 - d_accuracy: 0.7278
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1182 - g_loss: 1.3203 - d_accuracy: 0.7228Epoch 112: D Accuracy = 0.7353
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1149 - g_loss: 1.3280 - d_accuracy: 0.7233
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1147 - g_loss: 1.3098 - d_accuracy: 0.7245Epoch 113: D Accuracy = 0.7500
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1163 - g_loss: 1.2961 - d_accuracy: 0.7254
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1099 - g_loss: 1.3475 - d_accuracy: 0.7311Epoch 114: D Accuracy = 0.7206
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1082 - g_loss: 1.3661 - d_accuracy: 0.7307
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1291 - g_loss: 1.3260 - d_accuracy: 0.7184Epoch 115: D Accuracy = 0.7794
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1247 - g_loss: 1.3266 - d_accuracy: 0.7206
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1039 - g_loss: 1.3087 - d_accuracy: 0.7351Epoch 116: D Accuracy = 0.8235
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0999 - g_loss: 1.3107 - d_accuracy: 0.7382
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1102 - g_loss: 1.3516 - d_accuracy: 0.7311Epoch 117: D Accuracy = 0.7868
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1062 - g_loss: 1.3513 - d_accuracy: 0.7331
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1105 - g_loss: 1.3150 - d_accuracy: 0.7238Epoch 118: D Accuracy = 0.7500
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1094 - g_loss: 1.3082 - d_accuracy: 0.7247
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1071 - g_loss: 1.3276 - d_accuracy: 0.7335Epoch 119: D Accuracy = 0.8088
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1055 - g_loss: 1.3293 - d_accuracy: 0.7362
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1247 - g_loss: 1.3338 - d_accuracy: 0.7247Epoch 120: D Accuracy = 0.6912
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1268 - g_loss: 1.3156 - d_accuracy: 0.7235
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1317 - g_loss: 1.3767 - d_accuracy: 0.7153Epoch 121: D Accuracy = 0.5588
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1386 - g_loss: 1.4142 - d_accuracy: 0.7097
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0829 - g_loss: 1.3230 - d_accuracy: 0.7395Epoch 122: D Accuracy = 0.7721
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0804 - g_loss: 1.3261 - d_accuracy: 0.7407
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1210 - g_loss: 1.3126 - d_accuracy: 0.7222Epoch 123: D Accuracy = 0.7794
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1195 - g_loss: 1.3022 - d_accuracy: 0.7242
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0910 - g_loss: 1.3345 - d_accuracy: 0.7323Epoch 124: D Accuracy = 0.7500
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0910 - g_loss: 1.3287 - d_accuracy: 0.7330
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1231 - g_loss: 1.3494 - d_accuracy: 0.7218Epoch 125: D Accuracy = 0.8015
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1184 - g_loss: 1.3469 - d_accuracy: 0.7247
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0682 - g_loss: 1.3463 - d_accuracy: 0.7493Epoch 126: D Accuracy = 0.7206
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0709 - g_loss: 1.3354 - d_accuracy: 0.7483
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1195 - g_loss: 1.3734 - d_accuracy: 0.7169Epoch 127: D Accuracy = 0.7206
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1185 - g_loss: 1.3855 - d_accuracy: 0.7171
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1007 - g_loss: 1.3457 - d_accuracy: 0.7306Epoch 128: D Accuracy = 0.7353
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1006 - g_loss: 1.3424 - d_accuracy: 0.7308
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0999 - g_loss: 1.3619 - d_accuracy: 0.7314Epoch 129: D Accuracy = 0.6618
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1002 - g_loss: 1.3741 - d_accuracy: 0.7289
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1160 - g_loss: 1.3686 - d_accuracy: 0.7238Epoch 130: D Accuracy = 0.6103
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1207 - g_loss: 1.3782 - d_accuracy: 0.7198
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1151 - g_loss: 1.3654 - d_accuracy: 0.7234Epoch 131: D Accuracy = 0.8015
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1127 - g_loss: 1.3566 - d_accuracy: 0.7262
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0911 - g_loss: 1.3590 - d_accuracy: 0.7389Epoch 132: D Accuracy = 0.7941
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0877 - g_loss: 1.3605 - d_accuracy: 0.7409
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1083 - g_loss: 1.3358 - d_accuracy: 0.7342Epoch 133: D Accuracy = 0.7574
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1061 - g_loss: 1.3334 - d_accuracy: 0.7350
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0829 - g_loss: 1.3598 - d_accuracy: 0.7403Epoch 134: D Accuracy = 0.6176
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0883 - g_loss: 1.3785 - d_accuracy: 0.7359
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1169 - g_loss: 1.3629 - d_accuracy: 0.7207Epoch 135: D Accuracy = 0.7353
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1157 - g_loss: 1.3625 - d_accuracy: 0.7212
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0896 - g_loss: 1.3746 - d_accuracy: 0.7377Epoch 136: D Accuracy = 0.7647
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0876 - g_loss: 1.3776 - d_accuracy: 0.7386
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0759 - g_loss: 1.3766 - d_accuracy: 0.7441Epoch 137: D Accuracy = 0.6618
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0820 - g_loss: 1.3693 - d_accuracy: 0.7412
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0889 - g_loss: 1.3451 - d_accuracy: 0.7332Epoch 138: D Accuracy = 0.6985
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0906 - g_loss: 1.3384 - d_accuracy: 0.7320
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0945 - g_loss: 1.3617 - d_accuracy: 0.7366Epoch 139: D Accuracy = 0.7353
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0916 - g_loss: 1.3695 - d_accuracy: 0.7365
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1105 - g_loss: 1.3526 - d_accuracy: 0.7236Epoch 140: D Accuracy = 0.7647
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1100 - g_loss: 1.3467 - d_accuracy: 0.7251
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0659 - g_loss: 1.3702 - d_accuracy: 0.7507Epoch 141: D Accuracy = 0.6397
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0699 - g_loss: 1.3774 - d_accuracy: 0.7467
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0793 - g_loss: 1.4041 - d_accuracy: 0.7424Epoch 142: D Accuracy = 0.5809
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0887 - g_loss: 1.4257 - d_accuracy: 0.7367
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1431 - g_loss: 1.4030 - d_accuracy: 0.7203Epoch 143: D Accuracy = 0.7206
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1481 - g_loss: 1.3791 - d_accuracy: 0.7203
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0595 - g_loss: 1.3688 - d_accuracy: 0.7543Epoch 144: D Accuracy = 0.7868
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0601 - g_loss: 1.3636 - d_accuracy: 0.7554
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0751 - g_loss: 1.3805 - d_accuracy: 0.7455Epoch 145: D Accuracy = 0.7353
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0729 - g_loss: 1.3846 - d_accuracy: 0.7452
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1130 - g_loss: 1.3463 - d_accuracy: 0.7277Epoch 146: D Accuracy = 0.7574
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1114 - g_loss: 1.3387 - d_accuracy: 0.7288
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0696 - g_loss: 1.3634 - d_accuracy: 0.7499Epoch 147: D Accuracy = 0.7279
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0677 - g_loss: 1.3811 - d_accuracy: 0.7491
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0894 - g_loss: 1.4050 - d_accuracy: 0.7339Epoch 148: D Accuracy = 0.7132
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0894 - g_loss: 1.4203 - d_accuracy: 0.7331
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1118 - g_loss: 1.3551 - d_accuracy: 0.7288Epoch 149: D Accuracy = 0.6471
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1160 - g_loss: 1.3395 - d_accuracy: 0.7259
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0988 - g_loss: 1.3867 - d_accuracy: 0.7244Epoch 150: D Accuracy = 0.6324
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1018 - g_loss: 1.3939 - d_accuracy: 0.7211
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0879 - g_loss: 1.3666 - d_accuracy: 0.7391Epoch 151: D Accuracy = 0.6324
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0972 - g_loss: 1.3925 - d_accuracy: 0.7353
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0830 - g_loss: 1.3692 - d_accuracy: 0.7369Epoch 152: D Accuracy = 0.7279
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0813 - g_loss: 1.3742 - d_accuracy: 0.7366
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0863 - g_loss: 1.3752 - d_accuracy: 0.7389Epoch 153: D Accuracy = 0.7794
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0858 - g_loss: 1.3629 - d_accuracy: 0.7404
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0982 - g_loss: 1.4001 - d_accuracy: 0.7274Epoch 154: D Accuracy = 0.7426
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0971 - g_loss: 1.3987 - d_accuracy: 0.7280
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0769 - g_loss: 1.3753 - d_accuracy: 0.7503Epoch 155: D Accuracy = 0.7353
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0768 - g_loss: 1.3716 - d_accuracy: 0.7498
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0756 - g_loss: 1.3797 - d_accuracy: 0.7465Epoch 156: D Accuracy = 0.6912
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0849 - g_loss: 1.3564 - d_accuracy: 0.7445
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0875 - g_loss: 1.3886 - d_accuracy: 0.7359Epoch 157: D Accuracy = 0.7794
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0851 - g_loss: 1.3956 - d_accuracy: 0.7375
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0757 - g_loss: 1.4067 - d_accuracy: 0.7379Epoch 158: D Accuracy = 0.7206
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0744 - g_loss: 1.4110 - d_accuracy: 0.7373
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0710 - g_loss: 1.3885 - d_accuracy: 0.7459Epoch 159: D Accuracy = 0.8382
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0685 - g_loss: 1.3782 - d_accuracy: 0.7492
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0828 - g_loss: 1.3903 - d_accuracy: 0.7433Epoch 160: D Accuracy = 0.6985
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0859 - g_loss: 1.3692 - d_accuracy: 0.7417
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0663 - g_loss: 1.4086 - d_accuracy: 0.7488Epoch 161: D Accuracy = 0.6544
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0665 - g_loss: 1.4288 - d_accuracy: 0.7454
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0835 - g_loss: 1.3843 - d_accuracy: 0.7366
Epoch 162: Generator loss improved from 0.5929 to 0.5337. Saving weights.
Epoch 162: D Accuracy = 0.6176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0964 - g_loss: 1.3539 - d_accuracy: 0.7323
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0590 - g_loss: 1.4525 - d_accuracy: 0.7493Epoch 163: D Accuracy = 0.6250
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0639 - g_loss: 1.4748 - d_accuracy: 0.7448
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0692 - g_loss: 1.3902 - d_accuracy: 0.7422Epoch 164: D Accuracy = 0.6765
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0722 - g_loss: 1.3994 - d_accuracy: 0.7399
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0559 - g_loss: 1.3998 - d_accuracy: 0.7562Epoch 165: D Accuracy = 0.7721
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0555 - g_loss: 1.3966 - d_accuracy: 0.7567
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0884 - g_loss: 1.4238 - d_accuracy: 0.7311Epoch 166: D Accuracy = 0.7279
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0890 - g_loss: 1.4036 - d_accuracy: 0.7310
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0733 - g_loss: 1.3859 - d_accuracy: 0.7429Epoch 167: D Accuracy = 0.7426
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0766 - g_loss: 1.3690 - d_accuracy: 0.7429
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0623 - g_loss: 1.4225 - d_accuracy: 0.7480Epoch 168: D Accuracy = 0.7574
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0637 - g_loss: 1.4150 - d_accuracy: 0.7483
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0857 - g_loss: 1.4193 - d_accuracy: 0.7376Epoch 169: D Accuracy = 0.7353
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0893 - g_loss: 1.4083 - d_accuracy: 0.7375
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0664 - g_loss: 1.4235 - d_accuracy: 0.7467Epoch 170: D Accuracy = 0.7868
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0650 - g_loss: 1.4188 - d_accuracy: 0.7482
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0523 - g_loss: 1.4270 - d_accuracy: 0.7531Epoch 171: D Accuracy = 0.6471
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0554 - g_loss: 1.4483 - d_accuracy: 0.7493
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0511 - g_loss: 1.4328 - d_accuracy: 0.7528Epoch 172: D Accuracy = 0.7721
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0520 - g_loss: 1.4236 - d_accuracy: 0.7535
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0763 - g_loss: 1.4232 - d_accuracy: 0.7431Epoch 173: D Accuracy = 0.7868
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0746 - g_loss: 1.4207 - d_accuracy: 0.7447
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0740 - g_loss: 1.4359 - d_accuracy: 0.7439Epoch 174: D Accuracy = 0.7794
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0738 - g_loss: 1.4226 - d_accuracy: 0.7451
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0611 - g_loss: 1.4367 - d_accuracy: 0.7458Epoch 175: D Accuracy = 0.7721
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0570 - g_loss: 1.4462 - d_accuracy: 0.7467
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0606 - g_loss: 1.4605 - d_accuracy: 0.7479Epoch 176: D Accuracy = 0.8309
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0544 - g_loss: 1.4664 - d_accuracy: 0.7509
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0324 - g_loss: 1.4685 - d_accuracy: 0.7645Epoch 177: D Accuracy = 0.6838
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0336 - g_loss: 1.4823 - d_accuracy: 0.7616
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0992 - g_loss: 1.4335 - d_accuracy: 0.7329Epoch 178: D Accuracy = 0.6544
27/27 [==============================] - 1s 33ms/step - d_loss: 1.1029 - g_loss: 1.4594 - d_accuracy: 0.7301
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0549 - g_loss: 1.4008 - d_accuracy: 0.7531Epoch 179: D Accuracy = 0.7426
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0545 - g_loss: 1.3985 - d_accuracy: 0.7527
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0186 - g_loss: 1.4381 - d_accuracy: 0.7726Epoch 180: D Accuracy = 0.7941
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0169 - g_loss: 1.4404 - d_accuracy: 0.7734
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0982 - g_loss: 1.4483 - d_accuracy: 0.7308Epoch 181: D Accuracy = 0.7206
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0982 - g_loss: 1.4459 - d_accuracy: 0.7305
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0516 - g_loss: 1.4443 - d_accuracy: 0.7550Epoch 182: D Accuracy = 0.7647
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0491 - g_loss: 1.4653 - d_accuracy: 0.7554
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0553 - g_loss: 1.4406 - d_accuracy: 0.7514Epoch 183: D Accuracy = 0.7500
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0515 - g_loss: 1.4560 - d_accuracy: 0.7514
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0656 - g_loss: 1.4769 - d_accuracy: 0.7455Epoch 184: D Accuracy = 0.6985
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0649 - g_loss: 1.4854 - d_accuracy: 0.7438
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0466 - g_loss: 1.4435 - d_accuracy: 0.7586Epoch 185: D Accuracy = 0.7059
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0501 - g_loss: 1.4262 - d_accuracy: 0.7568
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0815 - g_loss: 1.4773 - d_accuracy: 0.7378Epoch 186: D Accuracy = 0.7132
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0823 - g_loss: 1.4729 - d_accuracy: 0.7369
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0649 - g_loss: 1.4580 - d_accuracy: 0.7507Epoch 187: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0662 - g_loss: 1.4664 - d_accuracy: 0.7481
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0239 - g_loss: 1.4430 - d_accuracy: 0.7745Epoch 188: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0221 - g_loss: 1.4452 - d_accuracy: 0.7757
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0606 - g_loss: 1.4454 - d_accuracy: 0.7487Epoch 189: D Accuracy = 0.7426
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0592 - g_loss: 1.4525 - d_accuracy: 0.7485
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0300 - g_loss: 1.4424 - d_accuracy: 0.7664Epoch 190: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0282 - g_loss: 1.4330 - d_accuracy: 0.7690
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0766 - g_loss: 1.4619 - d_accuracy: 0.7423Epoch 191: D Accuracy = 0.7721
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0771 - g_loss: 1.4536 - d_accuracy: 0.7433
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0714 - g_loss: 1.4980 - d_accuracy: 0.7448Epoch 192: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0668 - g_loss: 1.5091 - d_accuracy: 0.7455
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0238 - g_loss: 1.4524 - d_accuracy: 0.7696Epoch 193: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0221 - g_loss: 1.4572 - d_accuracy: 0.7707
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0340 - g_loss: 1.4926 - d_accuracy: 0.7635Epoch 194: D Accuracy = 0.7132
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0411 - g_loss: 1.4710 - d_accuracy: 0.7617
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0078 - g_loss: 1.4934 - d_accuracy: 0.7763Epoch 195: D Accuracy = 0.7794
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0052 - g_loss: 1.4982 - d_accuracy: 0.7764
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0755 - g_loss: 1.4812 - d_accuracy: 0.7442Epoch 196: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0735 - g_loss: 1.4852 - d_accuracy: 0.7444
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0252 - g_loss: 1.4794 - d_accuracy: 0.7650Epoch 197: D Accuracy = 0.7059
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0285 - g_loss: 1.4638 - d_accuracy: 0.7629
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0952 - g_loss: 1.5110 - d_accuracy: 0.7286Epoch 198: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0922 - g_loss: 1.5202 - d_accuracy: 0.7265
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0145 - g_loss: 1.4617 - d_accuracy: 0.7766Epoch 199: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0138 - g_loss: 1.4621 - d_accuracy: 0.7762
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0224 - g_loss: 1.4729 - d_accuracy: 0.7723
Class 0 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.8603
27/27 [==============================] - 1s 42ms/step - d_loss: 1.0186 - g_loss: 1.4656 - d_accuracy: 0.7755
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0181 - g_loss: 1.5039 - d_accuracy: 0.7735Epoch 201: D Accuracy = 0.7279
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0211 - g_loss: 1.5040 - d_accuracy: 0.7719
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0242 - g_loss: 1.5306 - d_accuracy: 0.7647Epoch 202: D Accuracy = 0.7868
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0231 - g_loss: 1.5385 - d_accuracy: 0.7655
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0464 - g_loss: 1.5174 - d_accuracy: 0.7557Epoch 203: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0445 - g_loss: 1.5143 - d_accuracy: 0.7563
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0365 - g_loss: 1.4905 - d_accuracy: 0.7628Epoch 204: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0360 - g_loss: 1.4957 - d_accuracy: 0.7632
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0577 - g_loss: 1.5009 - d_accuracy: 0.7543Epoch 205: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0526 - g_loss: 1.4992 - d_accuracy: 0.7573
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0645 - g_loss: 1.4983 - d_accuracy: 0.7507Epoch 206: D Accuracy = 0.7132
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0628 - g_loss: 1.5098 - d_accuracy: 0.7493
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0230 - g_loss: 1.4853 - d_accuracy: 0.7701Epoch 207: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0198 - g_loss: 1.4841 - d_accuracy: 0.7734
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0691 - g_loss: 1.5133 - d_accuracy: 0.7416Epoch 208: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0684 - g_loss: 1.5184 - d_accuracy: 0.7424
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0107 - g_loss: 1.4975 - d_accuracy: 0.7775Epoch 209: D Accuracy = 0.8529
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0063 - g_loss: 1.5017 - d_accuracy: 0.7802
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0326 - g_loss: 1.4963 - d_accuracy: 0.7676Epoch 210: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0329 - g_loss: 1.4919 - d_accuracy: 0.7675
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0367 - g_loss: 1.5069 - d_accuracy: 0.7593Epoch 211: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0385 - g_loss: 1.5152 - d_accuracy: 0.7561
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0615 - g_loss: 1.4711 - d_accuracy: 0.7541Epoch 212: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0611 - g_loss: 1.4553 - d_accuracy: 0.7548
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0254 - g_loss: 1.5307 - d_accuracy: 0.7647Epoch 213: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0216 - g_loss: 1.5413 - d_accuracy: 0.7650
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0344 - g_loss: 1.5308 - d_accuracy: 0.7555Epoch 214: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0327 - g_loss: 1.5322 - d_accuracy: 0.7548
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0010 - g_loss: 1.5296 - d_accuracy: 0.7861Epoch 215: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9976 - g_loss: 1.5253 - d_accuracy: 0.7887
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0377 - g_loss: 1.5576 - d_accuracy: 0.7550Epoch 216: D Accuracy = 0.6618
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0431 - g_loss: 1.5727 - d_accuracy: 0.7516
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0494 - g_loss: 1.5074 - d_accuracy: 0.7500Epoch 217: D Accuracy = 0.7647
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0486 - g_loss: 1.5019 - d_accuracy: 0.7505
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0079 - g_loss: 1.5348 - d_accuracy: 0.7747Epoch 218: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0098 - g_loss: 1.5245 - d_accuracy: 0.7743
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0093 - g_loss: 1.5535 - d_accuracy: 0.7769Epoch 219: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0105 - g_loss: 1.5455 - d_accuracy: 0.7755
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9860 - g_loss: 1.5213 - d_accuracy: 0.7866Epoch 220: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9805 - g_loss: 1.5302 - d_accuracy: 0.7895
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0228 - g_loss: 1.5462 - d_accuracy: 0.7751Epoch 221: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0178 - g_loss: 1.5434 - d_accuracy: 0.7776
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9796 - g_loss: 1.5625 - d_accuracy: 0.7847Epoch 222: D Accuracy = 0.7426
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9799 - g_loss: 1.5730 - d_accuracy: 0.7832
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0272 - g_loss: 1.5578 - d_accuracy: 0.7691Epoch 223: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0270 - g_loss: 1.5486 - d_accuracy: 0.7689
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9994 - g_loss: 1.5353 - d_accuracy: 0.7784Epoch 224: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0022 - g_loss: 1.5569 - d_accuracy: 0.7747
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0135 - g_loss: 1.5455 - d_accuracy: 0.7727Epoch 225: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0109 - g_loss: 1.5495 - d_accuracy: 0.7738
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9990 - g_loss: 1.5536 - d_accuracy: 0.7873Epoch 226: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9957 - g_loss: 1.5501 - d_accuracy: 0.7902
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0045 - g_loss: 1.5895 - d_accuracy: 0.7836Epoch 227: D Accuracy = 0.6544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0107 - g_loss: 1.6048 - d_accuracy: 0.7790
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0128 - g_loss: 1.6343 - d_accuracy: 0.7695Epoch 228: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0105 - g_loss: 1.6486 - d_accuracy: 0.7691
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9954 - g_loss: 1.5577 - d_accuracy: 0.7840Epoch 229: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9975 - g_loss: 1.5557 - d_accuracy: 0.7828
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9978 - g_loss: 1.5621 - d_accuracy: 0.7857Epoch 230: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0028 - g_loss: 1.5521 - d_accuracy: 0.7833
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9889 - g_loss: 1.6079 - d_accuracy: 0.7793Epoch 231: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9944 - g_loss: 1.6205 - d_accuracy: 0.7746
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0136 - g_loss: 1.5638 - d_accuracy: 0.7755Epoch 232: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0112 - g_loss: 1.5648 - d_accuracy: 0.7764
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9995 - g_loss: 1.5826 - d_accuracy: 0.7875Epoch 233: D Accuracy = 0.7941
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9979 - g_loss: 1.5906 - d_accuracy: 0.7877
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0004 - g_loss: 1.5978 - d_accuracy: 0.7773Epoch 234: D Accuracy = 0.7500
27/27 [==============================] - 1s 33ms/step - d_loss: 1.0009 - g_loss: 1.5946 - d_accuracy: 0.7764
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9924 - g_loss: 1.5969 - d_accuracy: 0.7808Epoch 235: D Accuracy = 0.8235
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9914 - g_loss: 1.6004 - d_accuracy: 0.7823
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0115 - g_loss: 1.5967 - d_accuracy: 0.7762Epoch 236: D Accuracy = 0.7941
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0114 - g_loss: 1.5930 - d_accuracy: 0.7769
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9795 - g_loss: 1.5790 - d_accuracy: 0.7900Epoch 237: D Accuracy = 0.7941
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9806 - g_loss: 1.5649 - d_accuracy: 0.7901
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0379 - g_loss: 1.5948 - d_accuracy: 0.7565Epoch 238: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0348 - g_loss: 1.6044 - d_accuracy: 0.7570
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9821 - g_loss: 1.5887 - d_accuracy: 0.7841Epoch 239: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9789 - g_loss: 1.6098 - d_accuracy: 0.7832
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0059 - g_loss: 1.6134 - d_accuracy: 0.7746Epoch 240: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0109 - g_loss: 1.6271 - d_accuracy: 0.7693
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0044 - g_loss: 1.5797 - d_accuracy: 0.7763Epoch 241: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0065 - g_loss: 1.5780 - d_accuracy: 0.7743
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9476 - g_loss: 1.6010 - d_accuracy: 0.8110Epoch 242: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9503 - g_loss: 1.5888 - d_accuracy: 0.8112
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9931 - g_loss: 1.6001 - d_accuracy: 0.7789Epoch 243: D Accuracy = 0.7794
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9900 - g_loss: 1.6045 - d_accuracy: 0.7789
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9506 - g_loss: 1.6385 - d_accuracy: 0.8050Epoch 244: D Accuracy = 0.7426
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9535 - g_loss: 1.6402 - d_accuracy: 0.8028
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0222 - g_loss: 1.6143 - d_accuracy: 0.7622Epoch 245: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0191 - g_loss: 1.6137 - d_accuracy: 0.7636
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9999 - g_loss: 1.6277 - d_accuracy: 0.7774Epoch 246: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9998 - g_loss: 1.6212 - d_accuracy: 0.7772
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0061 - g_loss: 1.6484 - d_accuracy: 0.7757Epoch 247: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0085 - g_loss: 1.6351 - d_accuracy: 0.7756
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9744 - g_loss: 1.6360 - d_accuracy: 0.7906Epoch 248: D Accuracy = 0.8529
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9724 - g_loss: 1.6291 - d_accuracy: 0.7928
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9583 - g_loss: 1.6129 - d_accuracy: 0.7950Epoch 249: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9595 - g_loss: 1.6185 - d_accuracy: 0.7936
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9956 - g_loss: 1.6453 - d_accuracy: 0.7798Epoch 250: D Accuracy = 0.6985
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0073 - g_loss: 1.6146 - d_accuracy: 0.7769
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9778 - g_loss: 1.6411 - d_accuracy: 0.7876Epoch 251: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9755 - g_loss: 1.6371 - d_accuracy: 0.7894
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9384 - g_loss: 1.6927 - d_accuracy: 0.8023Epoch 252: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9411 - g_loss: 1.7229 - d_accuracy: 0.7994
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9811 - g_loss: 1.6406 - d_accuracy: 0.7868Epoch 253: D Accuracy = 0.7426
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9821 - g_loss: 1.6381 - d_accuracy: 0.7852
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9814 - g_loss: 1.6546 - d_accuracy: 0.7852Epoch 254: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9803 - g_loss: 1.6524 - d_accuracy: 0.7858
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9743 - g_loss: 1.6854 - d_accuracy: 0.7887Epoch 255: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9722 - g_loss: 1.7107 - d_accuracy: 0.7881
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9646 - g_loss: 1.6705 - d_accuracy: 0.7909Epoch 256: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9629 - g_loss: 1.6837 - d_accuracy: 0.7902
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9529 - g_loss: 1.6707 - d_accuracy: 0.8007Epoch 257: D Accuracy = 0.8309
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9525 - g_loss: 1.6622 - d_accuracy: 0.8018
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9483 - g_loss: 1.6588 - d_accuracy: 0.8021Epoch 258: D Accuracy = 0.8235
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9498 - g_loss: 1.6421 - d_accuracy: 0.8028
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9740 - g_loss: 1.6627 - d_accuracy: 0.7851Epoch 259: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9737 - g_loss: 1.6512 - d_accuracy: 0.7846
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9888 - g_loss: 1.7042 - d_accuracy: 0.7797Epoch 260: D Accuracy = 0.7279
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9918 - g_loss: 1.6878 - d_accuracy: 0.7779
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9802 - g_loss: 1.6817 - d_accuracy: 0.7862Epoch 261: D Accuracy = 0.7868
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9788 - g_loss: 1.6780 - d_accuracy: 0.7862
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9745 - g_loss: 1.7128 - d_accuracy: 0.7890Epoch 262: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9715 - g_loss: 1.7046 - d_accuracy: 0.7910
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9715 - g_loss: 1.6510 - d_accuracy: 0.7938Epoch 263: D Accuracy = 0.8235
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9708 - g_loss: 1.6371 - d_accuracy: 0.7949
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9702 - g_loss: 1.7148 - d_accuracy: 0.7918Epoch 264: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9716 - g_loss: 1.7183 - d_accuracy: 0.7908
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9845 - g_loss: 1.6828 - d_accuracy: 0.7831Epoch 265: D Accuracy = 0.8235
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9816 - g_loss: 1.6883 - d_accuracy: 0.7845
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9740 - g_loss: 1.6600 - d_accuracy: 0.7930Epoch 266: D Accuracy = 0.7794
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9767 - g_loss: 1.6402 - d_accuracy: 0.7926
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9327 - g_loss: 1.6832 - d_accuracy: 0.8069Epoch 267: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9305 - g_loss: 1.6771 - d_accuracy: 0.8088
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9669 - g_loss: 1.7048 - d_accuracy: 0.7913Epoch 268: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9760 - g_loss: 1.6732 - d_accuracy: 0.7893
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9935 - g_loss: 1.7304 - d_accuracy: 0.7779Epoch 269: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9898 - g_loss: 1.7441 - d_accuracy: 0.7788
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9641 - g_loss: 1.6739 - d_accuracy: 0.7975Epoch 270: D Accuracy = 0.7941
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9629 - g_loss: 1.6669 - d_accuracy: 0.7974
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9357 - g_loss: 1.7244 - d_accuracy: 0.8064Epoch 271: D Accuracy = 0.8235
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9376 - g_loss: 1.7038 - d_accuracy: 0.8070
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9490 - g_loss: 1.7102 - d_accuracy: 0.7952Epoch 272: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9464 - g_loss: 1.7133 - d_accuracy: 0.7968
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9235 - g_loss: 1.7200 - d_accuracy: 0.8153Epoch 273: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9229 - g_loss: 1.7313 - d_accuracy: 0.8148
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9645 - g_loss: 1.7781 - d_accuracy: 0.7890Epoch 274: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9652 - g_loss: 1.7946 - d_accuracy: 0.7865
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9526 - g_loss: 1.7167 - d_accuracy: 0.8021Epoch 275: D Accuracy = 0.9265
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9450 - g_loss: 1.7185 - d_accuracy: 0.8066
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9212 - g_loss: 1.7525 - d_accuracy: 0.8135Epoch 276: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9231 - g_loss: 1.7704 - d_accuracy: 0.8115
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0172 - g_loss: 1.7225 - d_accuracy: 0.7682Epoch 277: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0123 - g_loss: 1.7219 - d_accuracy: 0.7699
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8942 - g_loss: 1.7518 - d_accuracy: 0.8269Epoch 278: D Accuracy = 0.8897
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8925 - g_loss: 1.7489 - d_accuracy: 0.8292
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9142 - g_loss: 1.7311 - d_accuracy: 0.8153Epoch 279: D Accuracy = 0.7279
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9221 - g_loss: 1.7067 - d_accuracy: 0.8122
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9801 - g_loss: 1.7245 - d_accuracy: 0.7820Epoch 280: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9748 - g_loss: 1.7257 - d_accuracy: 0.7848
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9415 - g_loss: 1.7332 - d_accuracy: 0.8041Epoch 281: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9388 - g_loss: 1.7281 - d_accuracy: 0.8064
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9130 - g_loss: 1.7367 - d_accuracy: 0.8176Epoch 282: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9129 - g_loss: 1.7294 - d_accuracy: 0.8186
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8969 - g_loss: 1.7575 - d_accuracy: 0.8248Epoch 283: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8982 - g_loss: 1.7385 - d_accuracy: 0.8261
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9455 - g_loss: 1.8097 - d_accuracy: 0.7939Epoch 284: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9450 - g_loss: 1.8206 - d_accuracy: 0.7918
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9760 - g_loss: 1.7759 - d_accuracy: 0.7929Epoch 285: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9838 - g_loss: 1.7475 - d_accuracy: 0.7919
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9251 - g_loss: 1.8030 - d_accuracy: 0.8086Epoch 286: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9284 - g_loss: 1.7876 - d_accuracy: 0.8084
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9282 - g_loss: 1.7556 - d_accuracy: 0.8133Epoch 287: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9361 - g_loss: 1.7306 - d_accuracy: 0.8116
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9337 - g_loss: 1.8029 - d_accuracy: 0.7979Epoch 288: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9310 - g_loss: 1.8049 - d_accuracy: 0.7983
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9138 - g_loss: 1.7947 - d_accuracy: 0.8124Epoch 289: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9142 - g_loss: 1.8059 - d_accuracy: 0.8101
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9285 - g_loss: 1.7850 - d_accuracy: 0.8076Epoch 290: D Accuracy = 0.7868
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9292 - g_loss: 1.7878 - d_accuracy: 0.8069
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9019 - g_loss: 1.7718 - d_accuracy: 0.8201Epoch 291: D Accuracy = 0.8971
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8960 - g_loss: 1.7786 - d_accuracy: 0.8229
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9339 - g_loss: 1.8089 - d_accuracy: 0.8047Epoch 292: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9300 - g_loss: 1.8162 - d_accuracy: 0.8070
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9199 - g_loss: 1.8270 - d_accuracy: 0.8114Epoch 293: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9195 - g_loss: 1.8174 - d_accuracy: 0.8131
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9661 - g_loss: 1.8025 - d_accuracy: 0.7961Epoch 294: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9598 - g_loss: 1.8100 - d_accuracy: 0.7978
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9166 - g_loss: 1.7761 - d_accuracy: 0.8162Epoch 295: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9156 - g_loss: 1.7728 - d_accuracy: 0.8177
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9602 - g_loss: 1.8112 - d_accuracy: 0.7921Epoch 296: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9618 - g_loss: 1.8235 - d_accuracy: 0.7908
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9351 - g_loss: 1.7906 - d_accuracy: 0.8056Epoch 297: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9376 - g_loss: 1.8211 - d_accuracy: 0.8026
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9018 - g_loss: 1.7940 - d_accuracy: 0.8198Epoch 298: D Accuracy = 0.7868
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9025 - g_loss: 1.8099 - d_accuracy: 0.8186
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9371 - g_loss: 1.8094 - d_accuracy: 0.8056Epoch 299: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9328 - g_loss: 1.8003 - d_accuracy: 0.8080
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9082 - g_loss: 1.8245 - d_accuracy: 0.8195
Class 0 — Epoch 300 preview:
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Epoch 300: D Accuracy = 0.8676
27/27 [==============================] - 1s 39ms/step - d_loss: 0.9041 - g_loss: 1.8275 - d_accuracy: 0.8212
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9393 - g_loss: 1.8776 - d_accuracy: 0.8094Epoch 301: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9396 - g_loss: 1.8996 - d_accuracy: 0.8076
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9117 - g_loss: 1.8472 - d_accuracy: 0.8130Epoch 302: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9134 - g_loss: 1.8282 - d_accuracy: 0.8139
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9289 - g_loss: 1.8179 - d_accuracy: 0.8043Epoch 303: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9361 - g_loss: 1.7883 - d_accuracy: 0.8044
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9140 - g_loss: 1.8275 - d_accuracy: 0.8145Epoch 304: D Accuracy = 0.8309
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9144 - g_loss: 1.8112 - d_accuracy: 0.8151
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9174 - g_loss: 1.8960 - d_accuracy: 0.8087Epoch 305: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9243 - g_loss: 1.8645 - d_accuracy: 0.8087
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9398 - g_loss: 1.8703 - d_accuracy: 0.8030Epoch 306: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9382 - g_loss: 1.8863 - d_accuracy: 0.8032
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8762 - g_loss: 1.7875 - d_accuracy: 0.8376Epoch 307: D Accuracy = 0.8309
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8788 - g_loss: 1.7681 - d_accuracy: 0.8374
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9006 - g_loss: 1.8837 - d_accuracy: 0.8180Epoch 308: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8994 - g_loss: 1.8677 - d_accuracy: 0.8200
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9296 - g_loss: 1.8678 - d_accuracy: 0.8037Epoch 309: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9268 - g_loss: 1.8671 - d_accuracy: 0.8052
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8966 - g_loss: 1.8559 - d_accuracy: 0.8225Epoch 310: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8938 - g_loss: 1.8523 - d_accuracy: 0.8244
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8865 - g_loss: 1.8243 - d_accuracy: 0.8302Epoch 311: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8894 - g_loss: 1.8041 - d_accuracy: 0.8305
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9554 - g_loss: 1.9011 - d_accuracy: 0.7905Epoch 312: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9598 - g_loss: 1.9195 - d_accuracy: 0.7865
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8985 - g_loss: 1.8353 - d_accuracy: 0.8233Epoch 313: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8977 - g_loss: 1.8426 - d_accuracy: 0.8238
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9061 - g_loss: 1.8716 - d_accuracy: 0.8182Epoch 314: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9069 - g_loss: 1.8757 - d_accuracy: 0.8176
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8972 - g_loss: 1.8822 - d_accuracy: 0.8186Epoch 315: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8964 - g_loss: 1.8659 - d_accuracy: 0.8196
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8859 - g_loss: 1.9125 - d_accuracy: 0.8260Epoch 316: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8864 - g_loss: 1.9033 - d_accuracy: 0.8275
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8707 - g_loss: 1.8720 - d_accuracy: 0.8371Epoch 317: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8701 - g_loss: 1.8613 - d_accuracy: 0.8382
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9029 - g_loss: 1.9508 - d_accuracy: 0.8147Epoch 318: D Accuracy = 0.6912
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9071 - g_loss: 1.9781 - d_accuracy: 0.8103
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9071 - g_loss: 1.8634 - d_accuracy: 0.8222Epoch 319: D Accuracy = 0.8897
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9042 - g_loss: 1.8506 - d_accuracy: 0.8246
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8987 - g_loss: 1.8783 - d_accuracy: 0.8254Epoch 320: D Accuracy = 0.8235
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8996 - g_loss: 1.8689 - d_accuracy: 0.8253
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8926 - g_loss: 1.9412 - d_accuracy: 0.8171Epoch 321: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8927 - g_loss: 1.9283 - d_accuracy: 0.8178
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8663 - g_loss: 1.9430 - d_accuracy: 0.8313Epoch 322: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8669 - g_loss: 1.9333 - d_accuracy: 0.8324
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0307 - g_loss: 1.9640 - d_accuracy: 0.7742Epoch 323: D Accuracy = 0.6103
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0401 - g_loss: 2.0060 - d_accuracy: 0.7683
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9096 - g_loss: 1.8790 - d_accuracy: 0.8144Epoch 324: D Accuracy = 0.7426
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9129 - g_loss: 1.8725 - d_accuracy: 0.8118
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9019 - g_loss: 1.8544 - d_accuracy: 0.8188Epoch 325: D Accuracy = 0.7868
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9045 - g_loss: 1.8455 - d_accuracy: 0.8176
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8596 - g_loss: 1.9106 - d_accuracy: 0.8426Epoch 326: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8558 - g_loss: 1.9251 - d_accuracy: 0.8435
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8846 - g_loss: 1.9200 - d_accuracy: 0.8299Epoch 327: D Accuracy = 0.8529
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8840 - g_loss: 1.9181 - d_accuracy: 0.8307
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8660 - g_loss: 1.9179 - d_accuracy: 0.8344Epoch 328: D Accuracy = 0.8971
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8646 - g_loss: 1.9120 - d_accuracy: 0.8367
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8599 - g_loss: 1.9184 - d_accuracy: 0.8401Epoch 329: D Accuracy = 0.8971
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8547 - g_loss: 1.9323 - d_accuracy: 0.8421
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9226 - g_loss: 1.9741 - d_accuracy: 0.8034Epoch 330: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9263 - g_loss: 1.9996 - d_accuracy: 0.7986
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8781 - g_loss: 1.9104 - d_accuracy: 0.8283Epoch 331: D Accuracy = 0.9118
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8741 - g_loss: 1.9106 - d_accuracy: 0.8313
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8592 - g_loss: 1.9196 - d_accuracy: 0.8384Epoch 332: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8599 - g_loss: 1.9130 - d_accuracy: 0.8392
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8488 - g_loss: 1.9558 - d_accuracy: 0.8449Epoch 333: D Accuracy = 0.8824
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8466 - g_loss: 1.9579 - d_accuracy: 0.8462
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8761 - g_loss: 1.9562 - d_accuracy: 0.8275Epoch 334: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8761 - g_loss: 1.9530 - d_accuracy: 0.8271
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8364 - g_loss: 1.9678 - d_accuracy: 0.8497Epoch 335: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8372 - g_loss: 1.9684 - d_accuracy: 0.8485
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8732 - g_loss: 1.9688 - d_accuracy: 0.8302Epoch 336: D Accuracy = 0.7794
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8752 - g_loss: 1.9746 - d_accuracy: 0.8284
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2602 - g_loss: 2.0584 - d_accuracy: 0.7694Epoch 337: D Accuracy = 0.8897
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2420 - g_loss: 2.0642 - d_accuracy: 0.7737
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8582 - g_loss: 1.8868 - d_accuracy: 0.8432Epoch 338: D Accuracy = 0.7941
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8615 - g_loss: 1.8771 - d_accuracy: 0.8415
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8412 - g_loss: 1.9150 - d_accuracy: 0.8473Epoch 339: D Accuracy = 0.8235
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8407 - g_loss: 1.9239 - d_accuracy: 0.8465
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8674 - g_loss: 1.9093 - d_accuracy: 0.8335Epoch 340: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8669 - g_loss: 1.9024 - d_accuracy: 0.8347
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8545 - g_loss: 1.9323 - d_accuracy: 0.8389Epoch 341: D Accuracy = 0.7868
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8583 - g_loss: 1.9329 - d_accuracy: 0.8370
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8744 - g_loss: 1.9430 - d_accuracy: 0.8322Epoch 342: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8750 - g_loss: 1.9299 - d_accuracy: 0.8327
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8341 - g_loss: 1.9693 - d_accuracy: 0.8530Epoch 343: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8352 - g_loss: 1.9553 - d_accuracy: 0.8535
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8399 - g_loss: 2.0076 - d_accuracy: 0.8416Epoch 344: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8401 - g_loss: 2.0287 - d_accuracy: 0.8404
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8687 - g_loss: 1.9536 - d_accuracy: 0.8307Epoch 345: D Accuracy = 0.8235
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8683 - g_loss: 1.9515 - d_accuracy: 0.8304
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8606 - g_loss: 1.9795 - d_accuracy: 0.8351Epoch 346: D Accuracy = 0.9044
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8560 - g_loss: 1.9782 - d_accuracy: 0.8376
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8965 - g_loss: 1.9831 - d_accuracy: 0.8208Epoch 347: D Accuracy = 0.7868
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8964 - g_loss: 1.9851 - d_accuracy: 0.8196
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8362 - g_loss: 2.0126 - d_accuracy: 0.8470Epoch 348: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8343 - g_loss: 2.0419 - d_accuracy: 0.8474
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8473 - g_loss: 1.9664 - d_accuracy: 0.8481Epoch 349: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8519 - g_loss: 1.9434 - d_accuracy: 0.8469
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8514 - g_loss: 2.0132 - d_accuracy: 0.8350Epoch 350: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8527 - g_loss: 1.9978 - d_accuracy: 0.8338
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8544 - g_loss: 2.0285 - d_accuracy: 0.8375Epoch 351: D Accuracy = 0.8309
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8548 - g_loss: 2.0405 - d_accuracy: 0.8373
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8990 - g_loss: 2.0189 - d_accuracy: 0.8169Epoch 352: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9001 - g_loss: 1.9910 - d_accuracy: 0.8184
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8892 - g_loss: 1.9885 - d_accuracy: 0.8193Epoch 353: D Accuracy = 0.8897
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8858 - g_loss: 1.9828 - d_accuracy: 0.8218
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8462 - g_loss: 1.9725 - d_accuracy: 0.8425Epoch 354: D Accuracy = 0.8529
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8480 - g_loss: 1.9545 - d_accuracy: 0.8429
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8261 - g_loss: 2.0617 - d_accuracy: 0.8483Epoch 355: D Accuracy = 0.7868
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8279 - g_loss: 2.0908 - d_accuracy: 0.8461
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8862 - g_loss: 2.0278 - d_accuracy: 0.8264Epoch 356: D Accuracy = 0.7868
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8857 - g_loss: 2.0456 - d_accuracy: 0.8250
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8530 - g_loss: 2.0555 - d_accuracy: 0.8371Epoch 357: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8525 - g_loss: 2.0848 - d_accuracy: 0.8345
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8878 - g_loss: 1.9973 - d_accuracy: 0.8279Epoch 358: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8853 - g_loss: 1.9916 - d_accuracy: 0.8293
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8546 - g_loss: 2.0722 - d_accuracy: 0.8367Epoch 359: D Accuracy = 0.9191
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8483 - g_loss: 2.0736 - d_accuracy: 0.8396
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8389 - g_loss: 2.0282 - d_accuracy: 0.8457Epoch 360: D Accuracy = 0.8309
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8418 - g_loss: 2.0048 - d_accuracy: 0.8452
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8167 - g_loss: 2.0553 - d_accuracy: 0.8607Epoch 361: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8205 - g_loss: 2.0350 - d_accuracy: 0.8612
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8441 - g_loss: 2.0860 - d_accuracy: 0.8417Epoch 362: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8453 - g_loss: 2.0879 - d_accuracy: 0.8408
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8086 - g_loss: 2.0602 - d_accuracy: 0.8573Epoch 363: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8068 - g_loss: 2.0558 - d_accuracy: 0.8580
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8824 - g_loss: 2.0346 - d_accuracy: 0.8251Epoch 364: D Accuracy = 0.8235
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8868 - g_loss: 2.0078 - d_accuracy: 0.8250
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8530 - g_loss: 2.0817 - d_accuracy: 0.8337Epoch 365: D Accuracy = 0.8235
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8506 - g_loss: 2.0904 - d_accuracy: 0.8334
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8665 - g_loss: 2.0619 - d_accuracy: 0.8331Epoch 366: D Accuracy = 0.9191
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8621 - g_loss: 2.0506 - d_accuracy: 0.8362
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8346 - g_loss: 2.0398 - d_accuracy: 0.8479Epoch 367: D Accuracy = 0.8309
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8363 - g_loss: 2.0425 - d_accuracy: 0.8473
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8355 - g_loss: 2.0966 - d_accuracy: 0.8420Epoch 368: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8368 - g_loss: 2.1242 - d_accuracy: 0.8382
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8168 - g_loss: 2.0600 - d_accuracy: 0.8534Epoch 369: D Accuracy = 0.9118
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8144 - g_loss: 2.0520 - d_accuracy: 0.8554
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8635 - g_loss: 2.0816 - d_accuracy: 0.8318Epoch 370: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8602 - g_loss: 2.0947 - d_accuracy: 0.8323
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8404 - g_loss: 2.0738 - d_accuracy: 0.8414Epoch 371: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8404 - g_loss: 2.0688 - d_accuracy: 0.8413
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8702 - g_loss: 2.0877 - d_accuracy: 0.8252Epoch 372: D Accuracy = 0.8897
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8651 - g_loss: 2.0849 - d_accuracy: 0.8275
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9090 - g_loss: 2.0259 - d_accuracy: 0.8139Epoch 373: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9087 - g_loss: 2.0263 - d_accuracy: 0.8124
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8635 - g_loss: 2.0841 - d_accuracy: 0.8337Epoch 374: D Accuracy = 0.8971
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8605 - g_loss: 2.0823 - d_accuracy: 0.8360
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8128 - g_loss: 2.0682 - d_accuracy: 0.8564Epoch 375: D Accuracy = 0.8971
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8122 - g_loss: 2.0658 - d_accuracy: 0.8579
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8537 - g_loss: 2.0788 - d_accuracy: 0.8324Epoch 376: D Accuracy = 0.7132
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8590 - g_loss: 2.1074 - d_accuracy: 0.8281
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8427 - g_loss: 2.0867 - d_accuracy: 0.8415Epoch 377: D Accuracy = 0.9044
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8375 - g_loss: 2.0969 - d_accuracy: 0.8438
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8094 - g_loss: 2.1353 - d_accuracy: 0.8559Epoch 378: D Accuracy = 0.7426
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8136 - g_loss: 2.1488 - d_accuracy: 0.8519
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8265 - g_loss: 2.1083 - d_accuracy: 0.8502Epoch 379: D Accuracy = 0.8529
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8254 - g_loss: 2.1130 - d_accuracy: 0.8503
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8595 - g_loss: 2.1399 - d_accuracy: 0.8292Epoch 380: D Accuracy = 0.7279
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8620 - g_loss: 2.1656 - d_accuracy: 0.8256
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8653 - g_loss: 2.0672 - d_accuracy: 0.8315Epoch 381: D Accuracy = 0.8971
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8603 - g_loss: 2.0699 - d_accuracy: 0.8339
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8975 - g_loss: 2.0967 - d_accuracy: 0.8166Epoch 382: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8949 - g_loss: 2.0912 - d_accuracy: 0.8181
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8222 - g_loss: 2.0908 - d_accuracy: 0.8543Epoch 383: D Accuracy = 0.8971
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8196 - g_loss: 2.0837 - d_accuracy: 0.8558
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8363 - g_loss: 2.1095 - d_accuracy: 0.8465Epoch 384: D Accuracy = 0.8309
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8345 - g_loss: 2.1231 - d_accuracy: 0.8459
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8435 - g_loss: 2.0938 - d_accuracy: 0.8411Epoch 385: D Accuracy = 0.8529
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8445 - g_loss: 2.0996 - d_accuracy: 0.8415
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8330 - g_loss: 2.1456 - d_accuracy: 0.8493Epoch 386: D Accuracy = 0.6544
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8462 - g_loss: 2.1640 - d_accuracy: 0.8424
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8372 - g_loss: 2.0988 - d_accuracy: 0.8456Epoch 387: D Accuracy = 0.8897
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8352 - g_loss: 2.0886 - d_accuracy: 0.8472
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8104 - g_loss: 2.1115 - d_accuracy: 0.8616Epoch 388: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8128 - g_loss: 2.0933 - d_accuracy: 0.8615
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7974 - g_loss: 2.1625 - d_accuracy: 0.8590Epoch 389: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7979 - g_loss: 2.1577 - d_accuracy: 0.8585
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8258 - g_loss: 2.1517 - d_accuracy: 0.8466Epoch 390: D Accuracy = 0.9559
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8215 - g_loss: 2.1460 - d_accuracy: 0.8505
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9157 - g_loss: 2.1272 - d_accuracy: 0.8143Epoch 391: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9119 - g_loss: 2.1215 - d_accuracy: 0.8159
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8219 - g_loss: 2.1322 - d_accuracy: 0.8490Epoch 392: D Accuracy = 0.9338
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8158 - g_loss: 2.1354 - d_accuracy: 0.8520
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8190 - g_loss: 2.1543 - d_accuracy: 0.8520Epoch 393: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8166 - g_loss: 2.1586 - d_accuracy: 0.8528
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8019 - g_loss: 2.1379 - d_accuracy: 0.8630Epoch 394: D Accuracy = 0.8824
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8012 - g_loss: 2.1311 - d_accuracy: 0.8637
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8194 - g_loss: 2.1762 - d_accuracy: 0.8492Epoch 395: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8201 - g_loss: 2.1870 - d_accuracy: 0.8488
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8427 - g_loss: 2.1279 - d_accuracy: 0.8441Epoch 396: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8423 - g_loss: 2.1177 - d_accuracy: 0.8447
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8334 - g_loss: 2.1778 - d_accuracy: 0.8414Epoch 397: D Accuracy = 0.8971
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8330 - g_loss: 2.1576 - d_accuracy: 0.8434
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8200 - g_loss: 2.1700 - d_accuracy: 0.8514Epoch 398: D Accuracy = 0.9412
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8146 - g_loss: 2.1717 - d_accuracy: 0.8546
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8060 - g_loss: 2.1755 - d_accuracy: 0.8550Epoch 399: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8052 - g_loss: 2.1622 - d_accuracy: 0.8557
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8131 - g_loss: 2.1956 - d_accuracy: 0.8488
Class 0 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.8235
27/27 [==============================] - 1s 40ms/step - d_loss: 0.8192 - g_loss: 2.1635 - d_accuracy: 0.8479
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8547 - g_loss: 2.1811 - d_accuracy: 0.8370Epoch 401: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8551 - g_loss: 2.1583 - d_accuracy: 0.8378
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8082 - g_loss: 2.1693 - d_accuracy: 0.8559Epoch 402: D Accuracy = 0.9485
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8041 - g_loss: 2.1691 - d_accuracy: 0.8592
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8072 - g_loss: 2.1733 - d_accuracy: 0.8562Epoch 403: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8094 - g_loss: 2.1850 - d_accuracy: 0.8548
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8414 - g_loss: 2.1836 - d_accuracy: 0.8423Epoch 404: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8415 - g_loss: 2.1910 - d_accuracy: 0.8411
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8171 - g_loss: 2.2165 - d_accuracy: 0.8507Epoch 405: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8170 - g_loss: 2.2062 - d_accuracy: 0.8513
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8244 - g_loss: 2.1826 - d_accuracy: 0.8505Epoch 406: D Accuracy = 0.9485
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8217 - g_loss: 2.1670 - d_accuracy: 0.8540
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9946 - g_loss: 2.2296 - d_accuracy: 0.7946Epoch 407: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9911 - g_loss: 2.2094 - d_accuracy: 0.7969
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7979 - g_loss: 2.1278 - d_accuracy: 0.8633Epoch 408: D Accuracy = 0.8824
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7968 - g_loss: 2.1307 - d_accuracy: 0.8639
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7876 - g_loss: 2.1700 - d_accuracy: 0.8641Epoch 409: D Accuracy = 0.8971
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7852 - g_loss: 2.1657 - d_accuracy: 0.8653
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7883 - g_loss: 2.2478 - d_accuracy: 0.8672Epoch 410: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7844 - g_loss: 2.2704 - d_accuracy: 0.8672
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7899 - g_loss: 2.1940 - d_accuracy: 0.8689Epoch 411: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7889 - g_loss: 2.1896 - d_accuracy: 0.8691
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8168 - g_loss: 2.2013 - d_accuracy: 0.8536Epoch 412: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8229 - g_loss: 2.1690 - d_accuracy: 0.8539
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8235 - g_loss: 2.2561 - d_accuracy: 0.8464Epoch 413: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8356 - g_loss: 2.2933 - d_accuracy: 0.8393
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8106 - g_loss: 2.1961 - d_accuracy: 0.8548Epoch 414: D Accuracy = 0.9338
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8072 - g_loss: 2.1889 - d_accuracy: 0.8576
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8159 - g_loss: 2.1927 - d_accuracy: 0.8526Epoch 415: D Accuracy = 0.8824
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8192 - g_loss: 2.1610 - d_accuracy: 0.8536
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8200 - g_loss: 2.2819 - d_accuracy: 0.8504Epoch 416: D Accuracy = 0.9191
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8175 - g_loss: 2.2787 - d_accuracy: 0.8529
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7838 - g_loss: 2.2275 - d_accuracy: 0.8613Epoch 417: D Accuracy = 0.9265
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7818 - g_loss: 2.2155 - d_accuracy: 0.8636
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7704 - g_loss: 2.2628 - d_accuracy: 0.8724Epoch 418: D Accuracy = 0.8529
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7733 - g_loss: 2.2476 - d_accuracy: 0.8718
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7768 - g_loss: 2.2452 - d_accuracy: 0.8710Epoch 419: D Accuracy = 0.9265
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7746 - g_loss: 2.2455 - d_accuracy: 0.8730
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8080 - g_loss: 2.2418 - d_accuracy: 0.8545Epoch 420: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8094 - g_loss: 2.2256 - d_accuracy: 0.8540
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7567 - g_loss: 2.2515 - d_accuracy: 0.8784Epoch 421: D Accuracy = 0.9044
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7560 - g_loss: 2.2492 - d_accuracy: 0.8793
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8210 - g_loss: 2.3386 - d_accuracy: 0.8427Epoch 422: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8228 - g_loss: 2.3662 - d_accuracy: 0.8394
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8222 - g_loss: 2.2984 - d_accuracy: 0.8442Epoch 423: D Accuracy = 0.7426
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8247 - g_loss: 2.3342 - d_accuracy: 0.8406
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8005 - g_loss: 2.1861 - d_accuracy: 0.8555Epoch 424: D Accuracy = 0.6838
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8094 - g_loss: 2.2017 - d_accuracy: 0.8493
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7903 - g_loss: 2.2632 - d_accuracy: 0.8632Epoch 425: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7968 - g_loss: 2.2688 - d_accuracy: 0.8597
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7854 - g_loss: 2.2453 - d_accuracy: 0.8683Epoch 426: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7940 - g_loss: 2.2163 - d_accuracy: 0.8672
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8206 - g_loss: 2.3157 - d_accuracy: 0.8465Epoch 427: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8213 - g_loss: 2.3425 - d_accuracy: 0.8452
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8096 - g_loss: 2.2368 - d_accuracy: 0.8569Epoch 428: D Accuracy = 0.8824
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8075 - g_loss: 2.2389 - d_accuracy: 0.8578
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7744 - g_loss: 2.2699 - d_accuracy: 0.8696Epoch 429: D Accuracy = 0.9118
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7716 - g_loss: 2.2723 - d_accuracy: 0.8711
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7650 - g_loss: 2.2388 - d_accuracy: 0.8761Epoch 430: D Accuracy = 0.8971
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7673 - g_loss: 2.2190 - d_accuracy: 0.8769
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7899 - g_loss: 2.3069 - d_accuracy: 0.8626Epoch 431: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7865 - g_loss: 2.3215 - d_accuracy: 0.8630
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8243 - g_loss: 2.2730 - d_accuracy: 0.8470Epoch 432: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8277 - g_loss: 2.3304 - d_accuracy: 0.8430
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7873 - g_loss: 2.2155 - d_accuracy: 0.8690Epoch 433: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7891 - g_loss: 2.2074 - d_accuracy: 0.8686
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7915 - g_loss: 2.2983 - d_accuracy: 0.8628Epoch 434: D Accuracy = 0.8824
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7904 - g_loss: 2.2951 - d_accuracy: 0.8635
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7993 - g_loss: 2.2961 - d_accuracy: 0.8568Epoch 435: D Accuracy = 0.8529
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7989 - g_loss: 2.2985 - d_accuracy: 0.8567
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7645 - g_loss: 2.2936 - d_accuracy: 0.8752Epoch 436: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7658 - g_loss: 2.2722 - d_accuracy: 0.8746
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7799 - g_loss: 2.3285 - d_accuracy: 0.8661Epoch 437: D Accuracy = 0.8971
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7780 - g_loss: 2.3257 - d_accuracy: 0.8672
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7925 - g_loss: 2.3214 - d_accuracy: 0.8591Epoch 438: D Accuracy = 0.7426
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7970 - g_loss: 2.3271 - d_accuracy: 0.8549
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7713 - g_loss: 2.2907 - d_accuracy: 0.8734Epoch 439: D Accuracy = 0.9412
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7696 - g_loss: 2.2741 - d_accuracy: 0.8758
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7772 - g_loss: 2.3493 - d_accuracy: 0.8648Epoch 440: D Accuracy = 0.7868
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7801 - g_loss: 2.3719 - d_accuracy: 0.8620
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7998 - g_loss: 2.3249 - d_accuracy: 0.8546Epoch 441: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8079 - g_loss: 2.2873 - d_accuracy: 0.8530
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7874 - g_loss: 2.3306 - d_accuracy: 0.8604Epoch 442: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7883 - g_loss: 2.3116 - d_accuracy: 0.8607
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7436 - g_loss: 2.3503 - d_accuracy: 0.8814Epoch 443: D Accuracy = 0.9338
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7401 - g_loss: 2.3500 - d_accuracy: 0.8832
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8265 - g_loss: 2.3444 - d_accuracy: 0.8400Epoch 444: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8321 - g_loss: 2.3527 - d_accuracy: 0.8363
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8557 - g_loss: 2.3252 - d_accuracy: 0.8383Epoch 445: D Accuracy = 0.9044
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8488 - g_loss: 2.3338 - d_accuracy: 0.8407
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7410 - g_loss: 2.3318 - d_accuracy: 0.8825Epoch 446: D Accuracy = 0.9265
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7400 - g_loss: 2.3349 - d_accuracy: 0.8841
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8027 - g_loss: 2.3443 - d_accuracy: 0.8546Epoch 447: D Accuracy = 0.9191
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7993 - g_loss: 2.3391 - d_accuracy: 0.8569
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7564 - g_loss: 2.3545 - d_accuracy: 0.8716Epoch 448: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7588 - g_loss: 2.3807 - d_accuracy: 0.8691
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8258 - g_loss: 2.3474 - d_accuracy: 0.8449Epoch 449: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8257 - g_loss: 2.3658 - d_accuracy: 0.8436
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0282 - g_loss: 2.4079 - d_accuracy: 0.7938Epoch 450: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0226 - g_loss: 2.4024 - d_accuracy: 0.7944
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7683 - g_loss: 2.2784 - d_accuracy: 0.8713Epoch 451: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7678 - g_loss: 2.2882 - d_accuracy: 0.8711
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7601 - g_loss: 2.3132 - d_accuracy: 0.8753Epoch 452: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7602 - g_loss: 2.3425 - d_accuracy: 0.8732
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7531 - g_loss: 2.2999 - d_accuracy: 0.8819Epoch 453: D Accuracy = 0.8897
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7529 - g_loss: 2.2955 - d_accuracy: 0.8822
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7680 - g_loss: 2.3669 - d_accuracy: 0.8679Epoch 454: D Accuracy = 0.9412
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7635 - g_loss: 2.3696 - d_accuracy: 0.8705
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7491 - g_loss: 2.3670 - d_accuracy: 0.8850Epoch 455: D Accuracy = 0.8824
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7516 - g_loss: 2.3493 - d_accuracy: 0.8849
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7899 - g_loss: 2.3721 - d_accuracy: 0.8577Epoch 456: D Accuracy = 0.9118
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7863 - g_loss: 2.3853 - d_accuracy: 0.8596
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7763 - g_loss: 2.3354 - d_accuracy: 0.8661Epoch 457: D Accuracy = 0.9044
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7741 - g_loss: 2.3177 - d_accuracy: 0.8675
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7686 - g_loss: 2.3613 - d_accuracy: 0.8710Epoch 458: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7690 - g_loss: 2.3717 - d_accuracy: 0.8701
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7781 - g_loss: 2.3601 - d_accuracy: 0.8639Epoch 459: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7751 - g_loss: 2.3754 - d_accuracy: 0.8640
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7564 - g_loss: 2.3887 - d_accuracy: 0.8759Epoch 460: D Accuracy = 0.6912
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7644 - g_loss: 2.4185 - d_accuracy: 0.8693
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8051 - g_loss: 2.3453 - d_accuracy: 0.8611Epoch 461: D Accuracy = 0.9559
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7970 - g_loss: 2.3547 - d_accuracy: 0.8645
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7509 - g_loss: 2.4414 - d_accuracy: 0.8767Epoch 462: D Accuracy = 0.7059
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7593 - g_loss: 2.5028 - d_accuracy: 0.8706
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7772 - g_loss: 2.4009 - d_accuracy: 0.8655Epoch 463: D Accuracy = 0.9118
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7748 - g_loss: 2.3948 - d_accuracy: 0.8672
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7862 - g_loss: 2.4278 - d_accuracy: 0.8598Epoch 464: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7905 - g_loss: 2.4381 - d_accuracy: 0.8566
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7476 - g_loss: 2.3878 - d_accuracy: 0.8775Epoch 465: D Accuracy = 0.9338
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7444 - g_loss: 2.3831 - d_accuracy: 0.8795
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7446 - g_loss: 2.3600 - d_accuracy: 0.8823Epoch 466: D Accuracy = 0.9118
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7414 - g_loss: 2.3709 - d_accuracy: 0.8833
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7793 - g_loss: 2.4006 - d_accuracy: 0.8562Epoch 467: D Accuracy = 0.7941
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7847 - g_loss: 2.3719 - d_accuracy: 0.8540
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7368 - g_loss: 2.4431 - d_accuracy: 0.8822Epoch 468: D Accuracy = 0.8309
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7376 - g_loss: 2.4697 - d_accuracy: 0.8804
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7934 - g_loss: 2.3892 - d_accuracy: 0.8621Epoch 469: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7932 - g_loss: 2.4047 - d_accuracy: 0.8612
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7444 - g_loss: 2.4050 - d_accuracy: 0.8827Epoch 470: D Accuracy = 0.9044
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7445 - g_loss: 2.3915 - d_accuracy: 0.8835
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7460 - g_loss: 2.3716 - d_accuracy: 0.8828Epoch 471: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7498 - g_loss: 2.3463 - d_accuracy: 0.8825
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8280 - g_loss: 2.4806 - d_accuracy: 0.8405Epoch 472: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8276 - g_loss: 2.4585 - d_accuracy: 0.8407
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7487 - g_loss: 2.4337 - d_accuracy: 0.8735Epoch 473: D Accuracy = 0.8824
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7467 - g_loss: 2.4395 - d_accuracy: 0.8739
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7292 - g_loss: 2.4853 - d_accuracy: 0.8847Epoch 474: D Accuracy = 0.9485
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7265 - g_loss: 2.4833 - d_accuracy: 0.8869
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7436 - g_loss: 2.4699 - d_accuracy: 0.8801Epoch 475: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7494 - g_loss: 2.4426 - d_accuracy: 0.8787
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7477 - g_loss: 2.4065 - d_accuracy: 0.8802Epoch 476: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7499 - g_loss: 2.3826 - d_accuracy: 0.8800
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8303 - g_loss: 2.4145 - d_accuracy: 0.8424Epoch 477: D Accuracy = 0.9118
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8297 - g_loss: 2.3846 - d_accuracy: 0.8448
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8078 - g_loss: 2.4820 - d_accuracy: 0.8480Epoch 478: D Accuracy = 0.7794
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8092 - g_loss: 2.5027 - d_accuracy: 0.8456
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7381 - g_loss: 2.4478 - d_accuracy: 0.8840Epoch 479: D Accuracy = 0.9412
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7343 - g_loss: 2.4652 - d_accuracy: 0.8860
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7333 - g_loss: 2.4855 - d_accuracy: 0.8825Epoch 480: D Accuracy = 0.8824
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7329 - g_loss: 2.4889 - d_accuracy: 0.8825
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7424 - g_loss: 2.4827 - d_accuracy: 0.8816Epoch 481: D Accuracy = 0.9044
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7389 - g_loss: 2.4899 - d_accuracy: 0.8824
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7623 - g_loss: 2.4131 - d_accuracy: 0.8727Epoch 482: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7662 - g_loss: 2.3821 - d_accuracy: 0.8725
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7478 - g_loss: 2.4862 - d_accuracy: 0.8756Epoch 483: D Accuracy = 0.9412
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7435 - g_loss: 2.4805 - d_accuracy: 0.8779
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2938 - g_loss: 2.6809 - d_accuracy: 0.7919Epoch 484: D Accuracy = 0.5882
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3046 - g_loss: 2.7118 - d_accuracy: 0.7846
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8577 - g_loss: 2.1159 - d_accuracy: 0.8392Epoch 485: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8519 - g_loss: 2.1347 - d_accuracy: 0.8399
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7845 - g_loss: 2.3155 - d_accuracy: 0.8682Epoch 486: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7836 - g_loss: 2.3043 - d_accuracy: 0.8684
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7432 - g_loss: 2.3701 - d_accuracy: 0.8808Epoch 487: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7447 - g_loss: 2.3909 - d_accuracy: 0.8780
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7513 - g_loss: 2.3908 - d_accuracy: 0.8807Epoch 488: D Accuracy = 0.9265
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7515 - g_loss: 2.3756 - d_accuracy: 0.8823
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7331 - g_loss: 2.4164 - d_accuracy: 0.8856Epoch 489: D Accuracy = 0.9044
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7337 - g_loss: 2.4079 - d_accuracy: 0.8863
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7704 - g_loss: 2.3900 - d_accuracy: 0.8717Epoch 490: D Accuracy = 0.9338
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7657 - g_loss: 2.4019 - d_accuracy: 0.8739
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7480 - g_loss: 2.4007 - d_accuracy: 0.8772Epoch 491: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7492 - g_loss: 2.3995 - d_accuracy: 0.8768
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7290 - g_loss: 2.5005 - d_accuracy: 0.8834Epoch 492: D Accuracy = 0.8897
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7273 - g_loss: 2.5125 - d_accuracy: 0.8836
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7615 - g_loss: 2.4111 - d_accuracy: 0.8718Epoch 493: D Accuracy = 0.8971
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7604 - g_loss: 2.3980 - d_accuracy: 0.8727
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7777 - g_loss: 2.4591 - d_accuracy: 0.8603Epoch 494: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7767 - g_loss: 2.4646 - d_accuracy: 0.8605
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7438 - g_loss: 2.4979 - d_accuracy: 0.8737Epoch 495: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7438 - g_loss: 2.4893 - d_accuracy: 0.8737
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7320 - g_loss: 2.4599 - d_accuracy: 0.8864Epoch 496: D Accuracy = 0.8824
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7337 - g_loss: 2.4460 - d_accuracy: 0.8863
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7741 - g_loss: 2.4355 - d_accuracy: 0.8675Epoch 497: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7797 - g_loss: 2.3961 - d_accuracy: 0.8654
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7658 - g_loss: 2.4175 - d_accuracy: 0.8724Epoch 498: D Accuracy = 0.9191
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7658 - g_loss: 2.3960 - d_accuracy: 0.8741
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7064 - g_loss: 2.5046 - d_accuracy: 0.8988Epoch 499: D Accuracy = 0.9118
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7040 - g_loss: 2.5275 - d_accuracy: 0.8992
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7446 - g_loss: 2.4452 - d_accuracy: 0.8820
Class 0 — Epoch 500 preview:
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Epoch 500: D Accuracy = 0.7868
27/27 [==============================] - 1s 40ms/step - d_loss: 0.7466 - g_loss: 2.4843 - d_accuracy: 0.8786
Training DCGAN for class 1...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 0.9567 - g_loss: 1.5800 - d_accuracy: 0.8063WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0162s vs `on_train_batch_end` time: 0.0181s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 0.7153 - g_loss: 2.3404 - d_accuracy: 0.9003
Epoch 1: Generator loss improved from inf to 3.0120. Saving weights.
Epoch 1: D Accuracy = 0.9632
27/27 [==============================] - 2s 35ms/step - d_loss: 0.7099 - g_loss: 2.3644 - d_accuracy: 0.9025
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7299 - g_loss: 2.9845 - d_accuracy: 0.8862Epoch 2: D Accuracy = 0.8971
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7265 - g_loss: 2.9894 - d_accuracy: 0.8866
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7230 - g_loss: 2.6501 - d_accuracy: 0.8926Epoch 3: D Accuracy = 0.9706
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7142 - g_loss: 2.6925 - d_accuracy: 0.8954
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4916 - g_loss: 3.4700 - d_accuracy: 0.9682Epoch 4: D Accuracy = 0.9853
27/27 [==============================] - 1s 34ms/step - d_loss: 0.4897 - g_loss: 3.4861 - d_accuracy: 0.9688
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4368 - g_loss: 4.2486 - d_accuracy: 0.9830Epoch 5: D Accuracy = 0.9632
27/27 [==============================] - 1s 34ms/step - d_loss: 0.4387 - g_loss: 4.2661 - d_accuracy: 0.9823
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4121 - g_loss: 4.7879 - d_accuracy: 0.9863Epoch 6: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.4109 - g_loss: 4.7882 - d_accuracy: 0.9867
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4019 - g_loss: 4.7611 - d_accuracy: 0.9913
Epoch 7: Generator loss improved from 3.0120 to 1.7273. Saving weights.
Epoch 7: D Accuracy = 0.9338
27/27 [==============================] - 1s 35ms/step - d_loss: 0.4130 - g_loss: 4.6527 - d_accuracy: 0.9893
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3092 - g_loss: 1.6060 - d_accuracy: 0.7448
Epoch 8: Generator loss improved from 1.7273 to 1.6266. Saving weights.
Epoch 8: D Accuracy = 0.7279
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3038 - g_loss: 1.6067 - d_accuracy: 0.7442
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1292 - g_loss: 1.2618 - d_accuracy: 0.7463
Epoch 9: Generator loss improved from 1.6266 to 1.3266. Saving weights.
Epoch 9: D Accuracy = 0.7426
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1281 - g_loss: 1.2641 - d_accuracy: 0.7461
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1178 - g_loss: 1.2634 - d_accuracy: 0.7330
Epoch 10: Generator loss improved from 1.3266 to 1.1810. Saving weights.
Epoch 10: D Accuracy = 0.7941
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1148 - g_loss: 1.2605 - d_accuracy: 0.7352
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1474 - g_loss: 1.2991 - d_accuracy: 0.7132Epoch 11: D Accuracy = 0.6618
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1479 - g_loss: 1.2992 - d_accuracy: 0.7113
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1261 - g_loss: 1.2739 - d_accuracy: 0.7260
Epoch 12: Generator loss improved from 1.1810 to 1.0625. Saving weights.
Epoch 12: D Accuracy = 0.8088
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1233 - g_loss: 1.2664 - d_accuracy: 0.7290
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1183 - g_loss: 1.2806 - d_accuracy: 0.7222
Epoch 13: Generator loss improved from 1.0625 to 0.6629. Saving weights.
Epoch 13: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1242 - g_loss: 1.2586 - d_accuracy: 0.7206
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1254 - g_loss: 1.2957 - d_accuracy: 0.7296Epoch 14: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1196 - g_loss: 1.2948 - d_accuracy: 0.7327
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1027 - g_loss: 1.3892 - d_accuracy: 0.7420Epoch 15: D Accuracy = 0.7794
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0999 - g_loss: 1.3819 - d_accuracy: 0.7433
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0253 - g_loss: 1.3897 - d_accuracy: 0.7792Epoch 16: D Accuracy = 0.8897
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0207 - g_loss: 1.3917 - d_accuracy: 0.7831
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0409 - g_loss: 1.5026 - d_accuracy: 0.7560Epoch 17: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0372 - g_loss: 1.5093 - d_accuracy: 0.7566
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9755 - g_loss: 1.5439 - d_accuracy: 0.7960Epoch 18: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9723 - g_loss: 1.5618 - d_accuracy: 0.7951
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0129 - g_loss: 1.6156 - d_accuracy: 0.7815Epoch 19: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0133 - g_loss: 1.6049 - d_accuracy: 0.7828
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9472 - g_loss: 1.6504 - d_accuracy: 0.8035Epoch 20: D Accuracy = 0.6544
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9517 - g_loss: 1.6747 - d_accuracy: 0.7981
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9118 - g_loss: 1.6391 - d_accuracy: 0.8237Epoch 21: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9112 - g_loss: 1.6293 - d_accuracy: 0.8245
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0273 - g_loss: 1.6366 - d_accuracy: 0.7781Epoch 22: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0239 - g_loss: 1.6441 - d_accuracy: 0.7792
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9867 - g_loss: 1.6358 - d_accuracy: 0.7854Epoch 23: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9948 - g_loss: 1.6675 - d_accuracy: 0.7797
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0256 - g_loss: 1.5623 - d_accuracy: 0.7666Epoch 24: D Accuracy = 0.6618
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0321 - g_loss: 1.5800 - d_accuracy: 0.7628
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0363 - g_loss: 1.5403 - d_accuracy: 0.7653Epoch 25: D Accuracy = 0.7868
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0327 - g_loss: 1.5572 - d_accuracy: 0.7660
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0439 - g_loss: 1.4889 - d_accuracy: 0.7650Epoch 26: D Accuracy = 0.7868
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0420 - g_loss: 1.4774 - d_accuracy: 0.7657
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0233 - g_loss: 1.5050 - d_accuracy: 0.7678Epoch 27: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0264 - g_loss: 1.4888 - d_accuracy: 0.7667
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0649 - g_loss: 1.5209 - d_accuracy: 0.7524Epoch 28: D Accuracy = 0.8309
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0621 - g_loss: 1.5070 - d_accuracy: 0.7552
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0286 - g_loss: 1.4668 - d_accuracy: 0.7651Epoch 29: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0288 - g_loss: 1.4511 - d_accuracy: 0.7664
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0539 - g_loss: 1.4956 - d_accuracy: 0.7524Epoch 30: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0517 - g_loss: 1.5043 - d_accuracy: 0.7531
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0204 - g_loss: 1.4649 - d_accuracy: 0.7727Epoch 31: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0202 - g_loss: 1.4622 - d_accuracy: 0.7719
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0597 - g_loss: 1.4924 - d_accuracy: 0.7481Epoch 32: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0637 - g_loss: 1.5129 - d_accuracy: 0.7437
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0442 - g_loss: 1.4654 - d_accuracy: 0.7661
Epoch 33: Generator loss improved from 0.6629 to 0.4692. Saving weights.
Epoch 33: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0643 - g_loss: 1.4298 - d_accuracy: 0.7603
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0582 - g_loss: 1.5197 - d_accuracy: 0.7578Epoch 34: D Accuracy = 0.8971
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0514 - g_loss: 1.5191 - d_accuracy: 0.7627
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9848 - g_loss: 1.4790 - d_accuracy: 0.7929Epoch 35: D Accuracy = 0.8235
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9865 - g_loss: 1.4666 - d_accuracy: 0.7940
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0681 - g_loss: 1.5132 - d_accuracy: 0.7534Epoch 36: D Accuracy = 0.7868
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0679 - g_loss: 1.4956 - d_accuracy: 0.7546
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0438 - g_loss: 1.5288 - d_accuracy: 0.7598Epoch 37: D Accuracy = 0.5735
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0510 - g_loss: 1.5630 - d_accuracy: 0.7532
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0245 - g_loss: 1.4674 - d_accuracy: 0.7722Epoch 38: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0263 - g_loss: 1.4522 - d_accuracy: 0.7720
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0298 - g_loss: 1.4894 - d_accuracy: 0.7666Epoch 39: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0356 - g_loss: 1.4690 - d_accuracy: 0.7649
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0352 - g_loss: 1.4700 - d_accuracy: 0.7681Epoch 40: D Accuracy = 0.7279
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0410 - g_loss: 1.4491 - d_accuracy: 0.7667
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0720 - g_loss: 1.5222 - d_accuracy: 0.7451Epoch 41: D Accuracy = 0.7941
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0690 - g_loss: 1.5184 - d_accuracy: 0.7469
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0311 - g_loss: 1.5015 - d_accuracy: 0.7651Epoch 42: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0330 - g_loss: 1.5218 - d_accuracy: 0.7617
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0583 - g_loss: 1.4710 - d_accuracy: 0.7541Epoch 43: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0576 - g_loss: 1.4804 - d_accuracy: 0.7534
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0412 - g_loss: 1.4736 - d_accuracy: 0.7604Epoch 44: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0384 - g_loss: 1.4836 - d_accuracy: 0.7619
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0590 - g_loss: 1.4984 - d_accuracy: 0.7553Epoch 45: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0716 - g_loss: 1.5171 - d_accuracy: 0.7509
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0475 - g_loss: 1.4688 - d_accuracy: 0.7561Epoch 46: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0556 - g_loss: 1.4793 - d_accuracy: 0.7530
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1003 - g_loss: 1.4590 - d_accuracy: 0.7389Epoch 47: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0977 - g_loss: 1.4477 - d_accuracy: 0.7411
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0638 - g_loss: 1.4654 - d_accuracy: 0.7447Epoch 48: D Accuracy = 0.7794
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0635 - g_loss: 1.4563 - d_accuracy: 0.7460
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0595 - g_loss: 1.4492 - d_accuracy: 0.7508Epoch 49: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0561 - g_loss: 1.4492 - d_accuracy: 0.7513
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1050 - g_loss: 1.4557 - d_accuracy: 0.7303Epoch 50: D Accuracy = 0.5662
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1163 - g_loss: 1.4873 - d_accuracy: 0.7245
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0876 - g_loss: 1.4197 - d_accuracy: 0.7414Epoch 51: D Accuracy = 0.7279
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0867 - g_loss: 1.4275 - d_accuracy: 0.7409
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0471 - g_loss: 1.4518 - d_accuracy: 0.7583Epoch 52: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0433 - g_loss: 1.4557 - d_accuracy: 0.7601
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0669 - g_loss: 1.4669 - d_accuracy: 0.7558Epoch 53: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0645 - g_loss: 1.4584 - d_accuracy: 0.7579
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0737 - g_loss: 1.4752 - d_accuracy: 0.7481Epoch 54: D Accuracy = 0.7794
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0720 - g_loss: 1.4884 - d_accuracy: 0.7492
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0699 - g_loss: 1.4402 - d_accuracy: 0.7478Epoch 55: D Accuracy = 0.7794
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0683 - g_loss: 1.4368 - d_accuracy: 0.7489
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0784 - g_loss: 1.4224 - d_accuracy: 0.7445Epoch 56: D Accuracy = 0.7059
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0804 - g_loss: 1.4315 - d_accuracy: 0.7431
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0697 - g_loss: 1.4477 - d_accuracy: 0.7429Epoch 57: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0687 - g_loss: 1.4566 - d_accuracy: 0.7432
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0705 - g_loss: 1.4358 - d_accuracy: 0.7454Epoch 58: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0738 - g_loss: 1.4361 - d_accuracy: 0.7432
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0984 - g_loss: 1.4411 - d_accuracy: 0.7362Epoch 59: D Accuracy = 0.7059
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0983 - g_loss: 1.4416 - d_accuracy: 0.7351
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0750 - g_loss: 1.4542 - d_accuracy: 0.7430Epoch 60: D Accuracy = 0.7132
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0754 - g_loss: 1.4768 - d_accuracy: 0.7419
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1047 - g_loss: 1.4009 - d_accuracy: 0.7379Epoch 61: D Accuracy = 0.7132
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1084 - g_loss: 1.3899 - d_accuracy: 0.7371
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0910 - g_loss: 1.3946 - d_accuracy: 0.7423Epoch 62: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0946 - g_loss: 1.3723 - d_accuracy: 0.7415
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1169 - g_loss: 1.4542 - d_accuracy: 0.7174Epoch 63: D Accuracy = 0.6912
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1148 - g_loss: 1.4642 - d_accuracy: 0.7165
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0853 - g_loss: 1.4020 - d_accuracy: 0.7443Epoch 64: D Accuracy = 0.6029
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0905 - g_loss: 1.4236 - d_accuracy: 0.7392
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1088 - g_loss: 1.3870 - d_accuracy: 0.7305Epoch 65: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1091 - g_loss: 1.3970 - d_accuracy: 0.7302
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0761 - g_loss: 1.3822 - d_accuracy: 0.7396Epoch 66: D Accuracy = 0.6912
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0768 - g_loss: 1.3952 - d_accuracy: 0.7378
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0803 - g_loss: 1.4105 - d_accuracy: 0.7409Epoch 67: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0842 - g_loss: 1.4336 - d_accuracy: 0.7367
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0993 - g_loss: 1.3938 - d_accuracy: 0.7345Epoch 68: D Accuracy = 0.7794
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0983 - g_loss: 1.3829 - d_accuracy: 0.7361
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1178 - g_loss: 1.3906 - d_accuracy: 0.7220Epoch 69: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1198 - g_loss: 1.3720 - d_accuracy: 0.7236
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1064 - g_loss: 1.3873 - d_accuracy: 0.7291Epoch 70: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1065 - g_loss: 1.3868 - d_accuracy: 0.7288
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1070 - g_loss: 1.3631 - d_accuracy: 0.7321Epoch 71: D Accuracy = 0.7426
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1086 - g_loss: 1.3543 - d_accuracy: 0.7325
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1083 - g_loss: 1.3842 - d_accuracy: 0.7285Epoch 72: D Accuracy = 0.6618
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1161 - g_loss: 1.3603 - d_accuracy: 0.7261
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1508 - g_loss: 1.4181 - d_accuracy: 0.7205Epoch 73: D Accuracy = 0.6985
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1520 - g_loss: 1.4234 - d_accuracy: 0.7197
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0932 - g_loss: 1.3738 - d_accuracy: 0.7322Epoch 74: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0922 - g_loss: 1.3681 - d_accuracy: 0.7328
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0968 - g_loss: 1.3797 - d_accuracy: 0.7364Epoch 75: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0982 - g_loss: 1.3722 - d_accuracy: 0.7364
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1158 - g_loss: 1.4066 - d_accuracy: 0.7301Epoch 76: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1234 - g_loss: 1.3819 - d_accuracy: 0.7281
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1419 - g_loss: 1.3666 - d_accuracy: 0.7114Epoch 77: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1438 - g_loss: 1.3686 - d_accuracy: 0.7101
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1000 - g_loss: 1.3491 - d_accuracy: 0.7277Epoch 78: D Accuracy = 0.6912
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1004 - g_loss: 1.3630 - d_accuracy: 0.7264
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1455 - g_loss: 1.3066 - d_accuracy: 0.7084Epoch 79: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1473 - g_loss: 1.2906 - d_accuracy: 0.7070
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1216 - g_loss: 1.3509 - d_accuracy: 0.7232Epoch 80: D Accuracy = 0.8824
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1164 - g_loss: 1.3446 - d_accuracy: 0.7289
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1452 - g_loss: 1.3265 - d_accuracy: 0.7074Epoch 81: D Accuracy = 0.7059
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1425 - g_loss: 1.3265 - d_accuracy: 0.7074
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1015 - g_loss: 1.3248 - d_accuracy: 0.7292Epoch 82: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1001 - g_loss: 1.3356 - d_accuracy: 0.7289
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0938 - g_loss: 1.3476 - d_accuracy: 0.7337Epoch 83: D Accuracy = 0.7941
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0916 - g_loss: 1.3468 - d_accuracy: 0.7359
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1160 - g_loss: 1.3958 - d_accuracy: 0.7270Epoch 84: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1135 - g_loss: 1.3940 - d_accuracy: 0.7281
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1020 - g_loss: 1.3510 - d_accuracy: 0.7268Epoch 85: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0984 - g_loss: 1.3588 - d_accuracy: 0.7284
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1419 - g_loss: 1.3672 - d_accuracy: 0.7298Epoch 86: D Accuracy = 0.7426
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1429 - g_loss: 1.3517 - d_accuracy: 0.7302
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1250 - g_loss: 1.3935 - d_accuracy: 0.7245Epoch 87: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1212 - g_loss: 1.3980 - d_accuracy: 0.7262
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1546 - g_loss: 1.3339 - d_accuracy: 0.7188Epoch 88: D Accuracy = 0.7868
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1478 - g_loss: 1.3361 - d_accuracy: 0.7212
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0967 - g_loss: 1.3729 - d_accuracy: 0.7366Epoch 89: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0978 - g_loss: 1.3971 - d_accuracy: 0.7339
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1080 - g_loss: 1.3346 - d_accuracy: 0.7275Epoch 90: D Accuracy = 0.8382
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1028 - g_loss: 1.3324 - d_accuracy: 0.7315
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0974 - g_loss: 1.3544 - d_accuracy: 0.7282Epoch 91: D Accuracy = 0.7132
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0973 - g_loss: 1.3474 - d_accuracy: 0.7277
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0920 - g_loss: 1.3613 - d_accuracy: 0.7380Epoch 92: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0968 - g_loss: 1.3468 - d_accuracy: 0.7366
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1054 - g_loss: 1.3590 - d_accuracy: 0.7263Epoch 93: D Accuracy = 0.7353
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1052 - g_loss: 1.3602 - d_accuracy: 0.7266
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1322 - g_loss: 1.4013 - d_accuracy: 0.7163Epoch 94: D Accuracy = 0.7353
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1313 - g_loss: 1.3896 - d_accuracy: 0.7170
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1221 - g_loss: 1.3906 - d_accuracy: 0.7186Epoch 95: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1245 - g_loss: 1.4246 - d_accuracy: 0.7150
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1223 - g_loss: 1.3626 - d_accuracy: 0.7146Epoch 96: D Accuracy = 0.8088
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1169 - g_loss: 1.3661 - d_accuracy: 0.7179
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0899 - g_loss: 1.3439 - d_accuracy: 0.7368Epoch 97: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0943 - g_loss: 1.3421 - d_accuracy: 0.7349
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1505 - g_loss: 1.3363 - d_accuracy: 0.7015Epoch 98: D Accuracy = 0.5956
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1607 - g_loss: 1.3098 - d_accuracy: 0.6977
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1178 - g_loss: 1.3487 - d_accuracy: 0.7260Epoch 99: D Accuracy = 0.8088
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1132 - g_loss: 1.3441 - d_accuracy: 0.7290
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1424 - g_loss: 1.3832 - d_accuracy: 0.7125
Class 1 — Epoch 100 preview:
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Epoch 100: D Accuracy = 0.7647
27/27 [==============================] - 1s 44ms/step - d_loss: 1.1451 - g_loss: 1.3675 - d_accuracy: 0.7144
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0787 - g_loss: 1.3815 - d_accuracy: 0.7375Epoch 101: D Accuracy = 0.6397
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0808 - g_loss: 1.3984 - d_accuracy: 0.7340
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1249 - g_loss: 1.3638 - d_accuracy: 0.7203Epoch 102: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1251 - g_loss: 1.3501 - d_accuracy: 0.7216
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1253 - g_loss: 1.3658 - d_accuracy: 0.7290Epoch 103: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1257 - g_loss: 1.3600 - d_accuracy: 0.7300
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0984 - g_loss: 1.3421 - d_accuracy: 0.7372Epoch 104: D Accuracy = 0.7868
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0963 - g_loss: 1.3433 - d_accuracy: 0.7390
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1013 - g_loss: 1.3628 - d_accuracy: 0.7316Epoch 105: D Accuracy = 0.7132
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1002 - g_loss: 1.3714 - d_accuracy: 0.7309
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1199 - g_loss: 1.3772 - d_accuracy: 0.7254Epoch 106: D Accuracy = 0.7059
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1220 - g_loss: 1.3557 - d_accuracy: 0.7247
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1034 - g_loss: 1.3714 - d_accuracy: 0.7262Epoch 107: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1021 - g_loss: 1.3647 - d_accuracy: 0.7265
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1242 - g_loss: 1.3787 - d_accuracy: 0.7166Epoch 108: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1154 - g_loss: 1.3842 - d_accuracy: 0.7217
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0934 - g_loss: 1.3424 - d_accuracy: 0.7301Epoch 109: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0907 - g_loss: 1.3488 - d_accuracy: 0.7314
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0865 - g_loss: 1.3469 - d_accuracy: 0.7341Epoch 110: D Accuracy = 0.7353
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0887 - g_loss: 1.3392 - d_accuracy: 0.7342
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1326 - g_loss: 1.3700 - d_accuracy: 0.7224Epoch 111: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1338 - g_loss: 1.3753 - d_accuracy: 0.7208
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0739 - g_loss: 1.3617 - d_accuracy: 0.7425Epoch 112: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0741 - g_loss: 1.3577 - d_accuracy: 0.7409
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1245 - g_loss: 1.3593 - d_accuracy: 0.7196Epoch 113: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1256 - g_loss: 1.3424 - d_accuracy: 0.7183
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0985 - g_loss: 1.3645 - d_accuracy: 0.7296Epoch 114: D Accuracy = 0.7647
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0975 - g_loss: 1.3544 - d_accuracy: 0.7308
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1199 - g_loss: 1.3805 - d_accuracy: 0.7197Epoch 115: D Accuracy = 0.8456
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1126 - g_loss: 1.3834 - d_accuracy: 0.7242
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1383 - g_loss: 1.3720 - d_accuracy: 0.7139Epoch 116: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1392 - g_loss: 1.3859 - d_accuracy: 0.7120
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0670 - g_loss: 1.3847 - d_accuracy: 0.7466Epoch 117: D Accuracy = 0.7941
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0665 - g_loss: 1.3772 - d_accuracy: 0.7483
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1043 - g_loss: 1.3832 - d_accuracy: 0.7247Epoch 118: D Accuracy = 0.7426
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1014 - g_loss: 1.3928 - d_accuracy: 0.7253
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1389 - g_loss: 1.3767 - d_accuracy: 0.7104Epoch 119: D Accuracy = 0.6544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1400 - g_loss: 1.3801 - d_accuracy: 0.7084
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0913 - g_loss: 1.3724 - d_accuracy: 0.7410Epoch 120: D Accuracy = 0.7721
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0912 - g_loss: 1.3735 - d_accuracy: 0.7421
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1125 - g_loss: 1.3581 - d_accuracy: 0.7236Epoch 121: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1078 - g_loss: 1.3486 - d_accuracy: 0.7277
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0909 - g_loss: 1.3931 - d_accuracy: 0.7332Epoch 122: D Accuracy = 0.7721
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0907 - g_loss: 1.3806 - d_accuracy: 0.7346
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1067 - g_loss: 1.4078 - d_accuracy: 0.7255Epoch 123: D Accuracy = 0.6544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1092 - g_loss: 1.4184 - d_accuracy: 0.7229
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0967 - g_loss: 1.3594 - d_accuracy: 0.7345Epoch 124: D Accuracy = 0.7059
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0956 - g_loss: 1.3618 - d_accuracy: 0.7335
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1565 - g_loss: 1.3867 - d_accuracy: 0.7015Epoch 125: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1579 - g_loss: 1.3958 - d_accuracy: 0.6990
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0907 - g_loss: 1.3367 - d_accuracy: 0.7389Epoch 126: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0990 - g_loss: 1.3131 - d_accuracy: 0.7364
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0715 - g_loss: 1.4077 - d_accuracy: 0.7437Epoch 127: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0765 - g_loss: 1.3974 - d_accuracy: 0.7413
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1222 - g_loss: 1.3861 - d_accuracy: 0.7233Epoch 128: D Accuracy = 0.6103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1243 - g_loss: 1.4046 - d_accuracy: 0.7192
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0833 - g_loss: 1.3696 - d_accuracy: 0.7401Epoch 129: D Accuracy = 0.7794
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0820 - g_loss: 1.3676 - d_accuracy: 0.7415
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1073 - g_loss: 1.3760 - d_accuracy: 0.7243Epoch 130: D Accuracy = 0.7941
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1036 - g_loss: 1.3788 - d_accuracy: 0.7268
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0675 - g_loss: 1.3735 - d_accuracy: 0.7499Epoch 131: D Accuracy = 0.7941
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0646 - g_loss: 1.3775 - d_accuracy: 0.7515
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1291 - g_loss: 1.3854 - d_accuracy: 0.7181Epoch 132: D Accuracy = 0.7206
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1318 - g_loss: 1.3663 - d_accuracy: 0.7182
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0962 - g_loss: 1.3677 - d_accuracy: 0.7283Epoch 133: D Accuracy = 0.7426
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0975 - g_loss: 1.3535 - d_accuracy: 0.7288
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0983 - g_loss: 1.4402 - d_accuracy: 0.7276Epoch 134: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1002 - g_loss: 1.4697 - d_accuracy: 0.7237
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1241 - g_loss: 1.3971 - d_accuracy: 0.7175Epoch 135: D Accuracy = 0.7426
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1260 - g_loss: 1.3770 - d_accuracy: 0.7184
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1207 - g_loss: 1.4449 - d_accuracy: 0.7221Epoch 136: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1220 - g_loss: 1.4539 - d_accuracy: 0.7200
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0600 - g_loss: 1.3820 - d_accuracy: 0.7443Epoch 137: D Accuracy = 0.7868
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0556 - g_loss: 1.3918 - d_accuracy: 0.7458
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1350 - g_loss: 1.3871 - d_accuracy: 0.7232Epoch 138: D Accuracy = 0.7794
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1330 - g_loss: 1.3804 - d_accuracy: 0.7252
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1049 - g_loss: 1.4135 - d_accuracy: 0.7262Epoch 139: D Accuracy = 0.7647
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1019 - g_loss: 1.4155 - d_accuracy: 0.7276
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1207 - g_loss: 1.3824 - d_accuracy: 0.7276Epoch 140: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1293 - g_loss: 1.3570 - d_accuracy: 0.7255
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1047 - g_loss: 1.3989 - d_accuracy: 0.7335Epoch 141: D Accuracy = 0.7574
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1020 - g_loss: 1.4064 - d_accuracy: 0.7343
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1011 - g_loss: 1.3820 - d_accuracy: 0.7305Epoch 142: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1028 - g_loss: 1.3918 - d_accuracy: 0.7288
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0985 - g_loss: 1.3709 - d_accuracy: 0.7349Epoch 143: D Accuracy = 0.7794
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0967 - g_loss: 1.3732 - d_accuracy: 0.7365
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0734 - g_loss: 1.3751 - d_accuracy: 0.7506Epoch 144: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0745 - g_loss: 1.3594 - d_accuracy: 0.7506
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1062 - g_loss: 1.4413 - d_accuracy: 0.7227Epoch 145: D Accuracy = 0.6029
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1069 - g_loss: 1.4816 - d_accuracy: 0.7184
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1073 - g_loss: 1.4147 - d_accuracy: 0.7275Epoch 146: D Accuracy = 0.6103
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1118 - g_loss: 1.4478 - d_accuracy: 0.7233
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1144 - g_loss: 1.3758 - d_accuracy: 0.7236Epoch 147: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1103 - g_loss: 1.3850 - d_accuracy: 0.7235
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0830 - g_loss: 1.3748 - d_accuracy: 0.7386Epoch 148: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0795 - g_loss: 1.3644 - d_accuracy: 0.7430
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0619 - g_loss: 1.3847 - d_accuracy: 0.7499Epoch 149: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0632 - g_loss: 1.3793 - d_accuracy: 0.7499
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0807 - g_loss: 1.4325 - d_accuracy: 0.7445Epoch 150: D Accuracy = 0.6103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0894 - g_loss: 1.4484 - d_accuracy: 0.7397
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1215 - g_loss: 1.3873 - d_accuracy: 0.7234Epoch 151: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1284 - g_loss: 1.3647 - d_accuracy: 0.7220
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0909 - g_loss: 1.4073 - d_accuracy: 0.7304Epoch 152: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0919 - g_loss: 1.4173 - d_accuracy: 0.7279
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0875 - g_loss: 1.3835 - d_accuracy: 0.7328Epoch 153: D Accuracy = 0.8235
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0841 - g_loss: 1.3811 - d_accuracy: 0.7360
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0410 - g_loss: 1.4289 - d_accuracy: 0.7620Epoch 154: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0473 - g_loss: 1.4541 - d_accuracy: 0.7574
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1229 - g_loss: 1.3623 - d_accuracy: 0.7189Epoch 155: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1248 - g_loss: 1.3480 - d_accuracy: 0.7172
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0795 - g_loss: 1.4403 - d_accuracy: 0.7347Epoch 156: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0735 - g_loss: 1.4363 - d_accuracy: 0.7387
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0935 - g_loss: 1.4444 - d_accuracy: 0.7299Epoch 157: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0945 - g_loss: 1.4260 - d_accuracy: 0.7309
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0882 - g_loss: 1.4126 - d_accuracy: 0.7335Epoch 158: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0850 - g_loss: 1.4152 - d_accuracy: 0.7346
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0818 - g_loss: 1.3966 - d_accuracy: 0.7457Epoch 159: D Accuracy = 0.7941
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0778 - g_loss: 1.3964 - d_accuracy: 0.7474
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1090 - g_loss: 1.3969 - d_accuracy: 0.7328Epoch 160: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1044 - g_loss: 1.3969 - d_accuracy: 0.7353
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0722 - g_loss: 1.4013 - d_accuracy: 0.7441Epoch 161: D Accuracy = 0.7426
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0726 - g_loss: 1.3971 - d_accuracy: 0.7440
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0736 - g_loss: 1.4359 - d_accuracy: 0.7372Epoch 162: D Accuracy = 0.7794
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0698 - g_loss: 1.4411 - d_accuracy: 0.7387
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1171 - g_loss: 1.4593 - d_accuracy: 0.7194Epoch 163: D Accuracy = 0.8529
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1098 - g_loss: 1.4585 - d_accuracy: 0.7241
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0418 - g_loss: 1.4431 - d_accuracy: 0.7580Epoch 164: D Accuracy = 0.7132
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0457 - g_loss: 1.4361 - d_accuracy: 0.7564
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0505 - g_loss: 1.4256 - d_accuracy: 0.7485Epoch 165: D Accuracy = 0.7206
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0500 - g_loss: 1.4319 - d_accuracy: 0.7475
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0825 - g_loss: 1.4132 - d_accuracy: 0.7411Epoch 166: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0882 - g_loss: 1.4092 - d_accuracy: 0.7357
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1289 - g_loss: 1.4537 - d_accuracy: 0.7176Epoch 167: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1274 - g_loss: 1.4388 - d_accuracy: 0.7192
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1207 - g_loss: 1.3869 - d_accuracy: 0.7244Epoch 168: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1180 - g_loss: 1.3825 - d_accuracy: 0.7258
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0584 - g_loss: 1.3946 - d_accuracy: 0.7493Epoch 169: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0681 - g_loss: 1.3747 - d_accuracy: 0.7467
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0792 - g_loss: 1.4408 - d_accuracy: 0.7378Epoch 170: D Accuracy = 0.5735
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0864 - g_loss: 1.4556 - d_accuracy: 0.7320
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0833 - g_loss: 1.4287 - d_accuracy: 0.7360Epoch 171: D Accuracy = 0.7426
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0857 - g_loss: 1.4136 - d_accuracy: 0.7362
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0762 - g_loss: 1.4302 - d_accuracy: 0.7408Epoch 172: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0775 - g_loss: 1.4281 - d_accuracy: 0.7406
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0819 - g_loss: 1.4462 - d_accuracy: 0.7438Epoch 173: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0824 - g_loss: 1.4257 - d_accuracy: 0.7442
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0767 - g_loss: 1.4944 - d_accuracy: 0.7402Epoch 174: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0823 - g_loss: 1.5323 - d_accuracy: 0.7348
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1029 - g_loss: 1.4255 - d_accuracy: 0.7359Epoch 175: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1093 - g_loss: 1.4319 - d_accuracy: 0.7311
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0601 - g_loss: 1.4106 - d_accuracy: 0.7529Epoch 176: D Accuracy = 0.7647
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0618 - g_loss: 1.3943 - d_accuracy: 0.7533
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0866 - g_loss: 1.4354 - d_accuracy: 0.7444Epoch 177: D Accuracy = 0.8750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0793 - g_loss: 1.4331 - d_accuracy: 0.7490
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0775 - g_loss: 1.4618 - d_accuracy: 0.7424Epoch 178: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0774 - g_loss: 1.4587 - d_accuracy: 0.7421
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0667 - g_loss: 1.4347 - d_accuracy: 0.7488Epoch 179: D Accuracy = 0.6985
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0673 - g_loss: 1.4429 - d_accuracy: 0.7470
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0858 - g_loss: 1.4662 - d_accuracy: 0.7428Epoch 180: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0920 - g_loss: 1.4416 - d_accuracy: 0.7420
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0529 - g_loss: 1.4453 - d_accuracy: 0.7562Epoch 181: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0531 - g_loss: 1.4397 - d_accuracy: 0.7562
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0590 - g_loss: 1.4834 - d_accuracy: 0.7435Epoch 182: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0641 - g_loss: 1.5123 - d_accuracy: 0.7393
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0782 - g_loss: 1.4293 - d_accuracy: 0.7407Epoch 183: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0787 - g_loss: 1.4224 - d_accuracy: 0.7411
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1206 - g_loss: 1.4738 - d_accuracy: 0.7186Epoch 184: D Accuracy = 0.5809
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1272 - g_loss: 1.5023 - d_accuracy: 0.7136
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0344 - g_loss: 1.4189 - d_accuracy: 0.7705Epoch 185: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0421 - g_loss: 1.3980 - d_accuracy: 0.7677
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0639 - g_loss: 1.4449 - d_accuracy: 0.7472Epoch 186: D Accuracy = 0.7794
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0606 - g_loss: 1.4546 - d_accuracy: 0.7483
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0694 - g_loss: 1.4465 - d_accuracy: 0.7387Epoch 187: D Accuracy = 0.7721
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0725 - g_loss: 1.4244 - d_accuracy: 0.7399
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0502 - g_loss: 1.4687 - d_accuracy: 0.7594Epoch 188: D Accuracy = 0.8088
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0480 - g_loss: 1.4735 - d_accuracy: 0.7612
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0861 - g_loss: 1.5042 - d_accuracy: 0.7452Epoch 189: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0826 - g_loss: 1.5127 - d_accuracy: 0.7454
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0377 - g_loss: 1.4509 - d_accuracy: 0.7614Epoch 190: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0344 - g_loss: 1.4525 - d_accuracy: 0.7631
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0140 - g_loss: 1.4820 - d_accuracy: 0.7745Epoch 191: D Accuracy = 0.6838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0204 - g_loss: 1.4657 - d_accuracy: 0.7712
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1050 - g_loss: 1.4506 - d_accuracy: 0.7218Epoch 192: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1061 - g_loss: 1.4623 - d_accuracy: 0.7209
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0861 - g_loss: 1.4594 - d_accuracy: 0.7324Epoch 193: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0843 - g_loss: 1.4461 - d_accuracy: 0.7339
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0590 - g_loss: 1.4488 - d_accuracy: 0.7500Epoch 194: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0587 - g_loss: 1.4487 - d_accuracy: 0.7495
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0471 - g_loss: 1.4825 - d_accuracy: 0.7565Epoch 195: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0489 - g_loss: 1.5135 - d_accuracy: 0.7521
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0750 - g_loss: 1.4666 - d_accuracy: 0.7355Epoch 196: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0750 - g_loss: 1.4717 - d_accuracy: 0.7342
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0892 - g_loss: 1.4814 - d_accuracy: 0.7287Epoch 197: D Accuracy = 0.7426
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0881 - g_loss: 1.4704 - d_accuracy: 0.7292
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0756 - g_loss: 1.4884 - d_accuracy: 0.7413Epoch 198: D Accuracy = 0.6544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0796 - g_loss: 1.4854 - d_accuracy: 0.7381
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0840 - g_loss: 1.4685 - d_accuracy: 0.7366Epoch 199: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0790 - g_loss: 1.4626 - d_accuracy: 0.7405
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0666 - g_loss: 1.4757 - d_accuracy: 0.7465
Class 1 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.7500
27/27 [==============================] - 1s 40ms/step - d_loss: 1.0707 - g_loss: 1.4596 - d_accuracy: 0.7467
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0346 - g_loss: 1.4814 - d_accuracy: 0.7607Epoch 201: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0340 - g_loss: 1.4798 - d_accuracy: 0.7611
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0350 - g_loss: 1.4624 - d_accuracy: 0.7667Epoch 202: D Accuracy = 0.7794
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0367 - g_loss: 1.4502 - d_accuracy: 0.7672
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0359 - g_loss: 1.4984 - d_accuracy: 0.7622Epoch 203: D Accuracy = 0.7426
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0370 - g_loss: 1.5149 - d_accuracy: 0.7615
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0451 - g_loss: 1.4668 - d_accuracy: 0.7640Epoch 204: D Accuracy = 0.6985
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0535 - g_loss: 1.4399 - d_accuracy: 0.7617
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0464 - g_loss: 1.5114 - d_accuracy: 0.7501Epoch 205: D Accuracy = 0.6397
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0524 - g_loss: 1.5190 - d_accuracy: 0.7462
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0577 - g_loss: 1.4860 - d_accuracy: 0.7513Epoch 206: D Accuracy = 0.7574
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0566 - g_loss: 1.4826 - d_accuracy: 0.7515
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1204 - g_loss: 1.5184 - d_accuracy: 0.7172Epoch 207: D Accuracy = 0.6765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1205 - g_loss: 1.5199 - d_accuracy: 0.7157
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0499 - g_loss: 1.4646 - d_accuracy: 0.7540Epoch 208: D Accuracy = 0.6544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0535 - g_loss: 1.4791 - d_accuracy: 0.7504
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0504 - g_loss: 1.4922 - d_accuracy: 0.7490Epoch 209: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0461 - g_loss: 1.5085 - d_accuracy: 0.7490
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0656 - g_loss: 1.5075 - d_accuracy: 0.7480Epoch 210: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0621 - g_loss: 1.5075 - d_accuracy: 0.7504
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0248 - g_loss: 1.4813 - d_accuracy: 0.7666Epoch 211: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0257 - g_loss: 1.4775 - d_accuracy: 0.7663
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0706 - g_loss: 1.5040 - d_accuracy: 0.7456Epoch 212: D Accuracy = 0.7941
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0681 - g_loss: 1.4982 - d_accuracy: 0.7473
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0491 - g_loss: 1.5046 - d_accuracy: 0.7515Epoch 213: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0501 - g_loss: 1.4961 - d_accuracy: 0.7504
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0631 - g_loss: 1.4969 - d_accuracy: 0.7451Epoch 214: D Accuracy = 0.6103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0693 - g_loss: 1.5241 - d_accuracy: 0.7403
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0831 - g_loss: 1.4727 - d_accuracy: 0.7476Epoch 215: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0828 - g_loss: 1.4785 - d_accuracy: 0.7471
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0918 - g_loss: 1.5383 - d_accuracy: 0.7374Epoch 216: D Accuracy = 0.6103
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0994 - g_loss: 1.5715 - d_accuracy: 0.7329
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0383 - g_loss: 1.4560 - d_accuracy: 0.7611Epoch 217: D Accuracy = 0.8088
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0366 - g_loss: 1.4531 - d_accuracy: 0.7629
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0618 - g_loss: 1.5132 - d_accuracy: 0.7390Epoch 218: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0669 - g_loss: 1.5404 - d_accuracy: 0.7349
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0723 - g_loss: 1.4966 - d_accuracy: 0.7420Epoch 219: D Accuracy = 0.8162
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0667 - g_loss: 1.5083 - d_accuracy: 0.7447
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0110 - g_loss: 1.5160 - d_accuracy: 0.7736Epoch 220: D Accuracy = 0.8235
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0116 - g_loss: 1.4990 - d_accuracy: 0.7753
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0128 - g_loss: 1.4967 - d_accuracy: 0.7700Epoch 221: D Accuracy = 0.7206
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0162 - g_loss: 1.4968 - d_accuracy: 0.7683
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1009 - g_loss: 1.5157 - d_accuracy: 0.7297Epoch 222: D Accuracy = 0.7868
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0937 - g_loss: 1.5336 - d_accuracy: 0.7317
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0261 - g_loss: 1.5395 - d_accuracy: 0.7668Epoch 223: D Accuracy = 0.8529
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0212 - g_loss: 1.5376 - d_accuracy: 0.7699
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0213 - g_loss: 1.5014 - d_accuracy: 0.7649Epoch 224: D Accuracy = 0.7574
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0238 - g_loss: 1.4839 - d_accuracy: 0.7646
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0369 - g_loss: 1.5639 - d_accuracy: 0.7638Epoch 225: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0423 - g_loss: 1.5731 - d_accuracy: 0.7602
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0498 - g_loss: 1.5084 - d_accuracy: 0.7528Epoch 226: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0565 - g_loss: 1.4870 - d_accuracy: 0.7491
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0403 - g_loss: 1.5149 - d_accuracy: 0.7560Epoch 227: D Accuracy = 0.7279
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0420 - g_loss: 1.5100 - d_accuracy: 0.7550
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0418 - g_loss: 1.5130 - d_accuracy: 0.7550Epoch 228: D Accuracy = 0.6397
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0485 - g_loss: 1.5032 - d_accuracy: 0.7509
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0629 - g_loss: 1.5196 - d_accuracy: 0.7400Epoch 229: D Accuracy = 0.8235
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0592 - g_loss: 1.5117 - d_accuracy: 0.7430
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0471 - g_loss: 1.5395 - d_accuracy: 0.7528Epoch 230: D Accuracy = 0.7353
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0488 - g_loss: 1.5416 - d_accuracy: 0.7522
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0254 - g_loss: 1.5233 - d_accuracy: 0.7636Epoch 231: D Accuracy = 0.8088
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0227 - g_loss: 1.5224 - d_accuracy: 0.7652
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0600 - g_loss: 1.5296 - d_accuracy: 0.7479Epoch 232: D Accuracy = 0.7132
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0628 - g_loss: 1.5218 - d_accuracy: 0.7467
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0525 - g_loss: 1.5570 - d_accuracy: 0.7456Epoch 233: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0542 - g_loss: 1.5781 - d_accuracy: 0.7426
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0317 - g_loss: 1.5361 - d_accuracy: 0.7635Epoch 234: D Accuracy = 0.6544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0387 - g_loss: 1.5376 - d_accuracy: 0.7596
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0540 - g_loss: 1.5257 - d_accuracy: 0.7526Epoch 235: D Accuracy = 0.7059
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0543 - g_loss: 1.5476 - d_accuracy: 0.7509
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0463 - g_loss: 1.5034 - d_accuracy: 0.7582Epoch 236: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0466 - g_loss: 1.4950 - d_accuracy: 0.7582
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0539 - g_loss: 1.5353 - d_accuracy: 0.7465Epoch 237: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0531 - g_loss: 1.5224 - d_accuracy: 0.7467
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0200 - g_loss: 1.5730 - d_accuracy: 0.7658Epoch 238: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0238 - g_loss: 1.5813 - d_accuracy: 0.7642
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0116 - g_loss: 1.4987 - d_accuracy: 0.7756Epoch 239: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0209 - g_loss: 1.4786 - d_accuracy: 0.7721
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0952 - g_loss: 1.6076 - d_accuracy: 0.7357Epoch 240: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0972 - g_loss: 1.5885 - d_accuracy: 0.7352
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0037 - g_loss: 1.5516 - d_accuracy: 0.7749Epoch 241: D Accuracy = 0.7353
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9998 - g_loss: 1.5735 - d_accuracy: 0.7735
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0214 - g_loss: 1.5857 - d_accuracy: 0.7641Epoch 242: D Accuracy = 0.7941
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0198 - g_loss: 1.5757 - d_accuracy: 0.7651
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0566 - g_loss: 1.5257 - d_accuracy: 0.7473Epoch 243: D Accuracy = 0.7868
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0516 - g_loss: 1.5323 - d_accuracy: 0.7487
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0188 - g_loss: 1.5760 - d_accuracy: 0.7638Epoch 244: D Accuracy = 0.6544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0232 - g_loss: 1.5798 - d_accuracy: 0.7599
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0357 - g_loss: 1.5443 - d_accuracy: 0.7615Epoch 245: D Accuracy = 0.7794
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0354 - g_loss: 1.5345 - d_accuracy: 0.7621
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0445 - g_loss: 1.5535 - d_accuracy: 0.7568Epoch 246: D Accuracy = 0.7059
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0444 - g_loss: 1.5546 - d_accuracy: 0.7549
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0074 - g_loss: 1.5480 - d_accuracy: 0.7729Epoch 247: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0057 - g_loss: 1.5475 - d_accuracy: 0.7744
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0112 - g_loss: 1.5994 - d_accuracy: 0.7679Epoch 248: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0072 - g_loss: 1.6132 - d_accuracy: 0.7697
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0070 - g_loss: 1.5736 - d_accuracy: 0.7737Epoch 249: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0078 - g_loss: 1.5847 - d_accuracy: 0.7718
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0485 - g_loss: 1.5554 - d_accuracy: 0.7556Epoch 250: D Accuracy = 0.7868
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0463 - g_loss: 1.5443 - d_accuracy: 0.7567
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0048 - g_loss: 1.5798 - d_accuracy: 0.7731Epoch 251: D Accuracy = 0.7721
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0068 - g_loss: 1.5617 - d_accuracy: 0.7731
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0248 - g_loss: 1.5729 - d_accuracy: 0.7666Epoch 252: D Accuracy = 0.7868
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0233 - g_loss: 1.5702 - d_accuracy: 0.7673
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0064 - g_loss: 1.5918 - d_accuracy: 0.7733Epoch 253: D Accuracy = 0.7059
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0106 - g_loss: 1.5809 - d_accuracy: 0.7708
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9780 - g_loss: 1.5589 - d_accuracy: 0.7908Epoch 254: D Accuracy = 0.7574
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9846 - g_loss: 1.5375 - d_accuracy: 0.7896
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0675 - g_loss: 1.6387 - d_accuracy: 0.7445Epoch 255: D Accuracy = 0.8309
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0624 - g_loss: 1.6434 - d_accuracy: 0.7475
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9872 - g_loss: 1.5491 - d_accuracy: 0.7853Epoch 256: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9882 - g_loss: 1.5477 - d_accuracy: 0.7840
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0342 - g_loss: 1.6123 - d_accuracy: 0.7586Epoch 257: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0367 - g_loss: 1.6583 - d_accuracy: 0.7554
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0433 - g_loss: 1.5916 - d_accuracy: 0.7522Epoch 258: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0371 - g_loss: 1.5943 - d_accuracy: 0.7563
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9928 - g_loss: 1.5977 - d_accuracy: 0.7767Epoch 259: D Accuracy = 0.7721
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9935 - g_loss: 1.5846 - d_accuracy: 0.7765
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0356 - g_loss: 1.6207 - d_accuracy: 0.7514Epoch 260: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0314 - g_loss: 1.6130 - d_accuracy: 0.7545
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0347 - g_loss: 1.5909 - d_accuracy: 0.7537Epoch 261: D Accuracy = 0.8382
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0302 - g_loss: 1.5951 - d_accuracy: 0.7567
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0490 - g_loss: 1.5686 - d_accuracy: 0.7436Epoch 262: D Accuracy = 0.7132
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0485 - g_loss: 1.5795 - d_accuracy: 0.7425
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0412 - g_loss: 1.5584 - d_accuracy: 0.7589Epoch 263: D Accuracy = 0.7868
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0372 - g_loss: 1.5665 - d_accuracy: 0.7599
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0162 - g_loss: 1.6138 - d_accuracy: 0.7698Epoch 264: D Accuracy = 0.8162
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0121 - g_loss: 1.6204 - d_accuracy: 0.7715
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0352 - g_loss: 1.5985 - d_accuracy: 0.7583Epoch 265: D Accuracy = 0.7721
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0326 - g_loss: 1.6056 - d_accuracy: 0.7588
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0157 - g_loss: 1.5834 - d_accuracy: 0.7709Epoch 266: D Accuracy = 0.7941
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0190 - g_loss: 1.5670 - d_accuracy: 0.7717
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0170 - g_loss: 1.6090 - d_accuracy: 0.7700Epoch 267: D Accuracy = 0.8456
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0123 - g_loss: 1.6193 - d_accuracy: 0.7727
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0293 - g_loss: 1.5741 - d_accuracy: 0.7639Epoch 268: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0339 - g_loss: 1.5640 - d_accuracy: 0.7608
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9862 - g_loss: 1.6092 - d_accuracy: 0.7828Epoch 269: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9857 - g_loss: 1.6227 - d_accuracy: 0.7819
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0312 - g_loss: 1.6344 - d_accuracy: 0.7571Epoch 270: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0354 - g_loss: 1.6407 - d_accuracy: 0.7526
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0115 - g_loss: 1.5991 - d_accuracy: 0.7693Epoch 271: D Accuracy = 0.6838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0142 - g_loss: 1.6062 - d_accuracy: 0.7662
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9755 - g_loss: 1.5939 - d_accuracy: 0.7944Epoch 272: D Accuracy = 0.8309
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9733 - g_loss: 1.5994 - d_accuracy: 0.7957
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0178 - g_loss: 1.6053 - d_accuracy: 0.7657Epoch 273: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0191 - g_loss: 1.6088 - d_accuracy: 0.7622
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0449 - g_loss: 1.5939 - d_accuracy: 0.7600Epoch 274: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0490 - g_loss: 1.6038 - d_accuracy: 0.7554
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9839 - g_loss: 1.6062 - d_accuracy: 0.7816Epoch 275: D Accuracy = 0.8603
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9796 - g_loss: 1.6063 - d_accuracy: 0.7844
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9979 - g_loss: 1.6547 - d_accuracy: 0.7786Epoch 276: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0010 - g_loss: 1.6606 - d_accuracy: 0.7776
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9735 - g_loss: 1.6136 - d_accuracy: 0.7866Epoch 277: D Accuracy = 0.7647
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9730 - g_loss: 1.6119 - d_accuracy: 0.7858
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0072 - g_loss: 1.6599 - d_accuracy: 0.7685Epoch 278: D Accuracy = 0.7059
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0063 - g_loss: 1.6804 - d_accuracy: 0.7662
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9672 - g_loss: 1.6219 - d_accuracy: 0.7946Epoch 279: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9719 - g_loss: 1.6029 - d_accuracy: 0.7925
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9867 - g_loss: 1.6727 - d_accuracy: 0.7832Epoch 280: D Accuracy = 0.7941
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9896 - g_loss: 1.6524 - d_accuracy: 0.7836
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0106 - g_loss: 1.6735 - d_accuracy: 0.7670Epoch 281: D Accuracy = 0.7279
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0111 - g_loss: 1.6885 - d_accuracy: 0.7656
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0168 - g_loss: 1.6228 - d_accuracy: 0.7700Epoch 282: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0192 - g_loss: 1.6085 - d_accuracy: 0.7693
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9905 - g_loss: 1.6514 - d_accuracy: 0.7790Epoch 283: D Accuracy = 0.7206
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9908 - g_loss: 1.6756 - d_accuracy: 0.7769
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9785 - g_loss: 1.6418 - d_accuracy: 0.7896Epoch 284: D Accuracy = 0.7868
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9782 - g_loss: 1.6582 - d_accuracy: 0.7895
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9808 - g_loss: 1.6895 - d_accuracy: 0.7841Epoch 285: D Accuracy = 0.7574
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9802 - g_loss: 1.7040 - d_accuracy: 0.7832
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0439 - g_loss: 1.6392 - d_accuracy: 0.7634Epoch 286: D Accuracy = 0.8309
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0399 - g_loss: 1.6373 - d_accuracy: 0.7658
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0179 - g_loss: 1.6160 - d_accuracy: 0.7673Epoch 287: D Accuracy = 0.7132
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0188 - g_loss: 1.6149 - d_accuracy: 0.7654
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9672 - g_loss: 1.6247 - d_accuracy: 0.7969Epoch 288: D Accuracy = 0.7868
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9686 - g_loss: 1.6222 - d_accuracy: 0.7966
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9593 - g_loss: 1.6547 - d_accuracy: 0.7896Epoch 289: D Accuracy = 0.6985
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9638 - g_loss: 1.6414 - d_accuracy: 0.7864
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0224 - g_loss: 1.6857 - d_accuracy: 0.7589Epoch 290: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0248 - g_loss: 1.7009 - d_accuracy: 0.7549
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0277 - g_loss: 1.6467 - d_accuracy: 0.7594Epoch 291: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0241 - g_loss: 1.6508 - d_accuracy: 0.7598
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9743 - g_loss: 1.6655 - d_accuracy: 0.7861Epoch 292: D Accuracy = 0.5956
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9884 - g_loss: 1.7058 - d_accuracy: 0.7793
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0001 - g_loss: 1.6559 - d_accuracy: 0.7721Epoch 293: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0049 - g_loss: 1.6788 - d_accuracy: 0.7681
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9822 - g_loss: 1.6147 - d_accuracy: 0.7890Epoch 294: D Accuracy = 0.7574
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9880 - g_loss: 1.5979 - d_accuracy: 0.7879
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9918 - g_loss: 1.7036 - d_accuracy: 0.7741Epoch 295: D Accuracy = 0.7059
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9898 - g_loss: 1.7411 - d_accuracy: 0.7717
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9786 - g_loss: 1.6608 - d_accuracy: 0.7872Epoch 296: D Accuracy = 0.7426
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9794 - g_loss: 1.6788 - d_accuracy: 0.7856
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9969 - g_loss: 1.6948 - d_accuracy: 0.7864Epoch 297: D Accuracy = 0.9044
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9918 - g_loss: 1.6876 - d_accuracy: 0.7906
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9584 - g_loss: 1.6830 - d_accuracy: 0.7884Epoch 298: D Accuracy = 0.8309
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9585 - g_loss: 1.6681 - d_accuracy: 0.7900
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0031 - g_loss: 1.7081 - d_accuracy: 0.7727Epoch 299: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0015 - g_loss: 1.6951 - d_accuracy: 0.7740
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9653 - g_loss: 1.6755 - d_accuracy: 0.7897
Class 1 — Epoch 300 preview:
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Epoch 300: D Accuracy = 0.7132
27/27 [==============================] - 1s 40ms/step - d_loss: 0.9766 - g_loss: 1.6464 - d_accuracy: 0.7870
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0223 - g_loss: 1.7104 - d_accuracy: 0.7669Epoch 301: D Accuracy = 0.8309
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0185 - g_loss: 1.7102 - d_accuracy: 0.7692
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9755 - g_loss: 1.7092 - d_accuracy: 0.7859Epoch 302: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9761 - g_loss: 1.6855 - d_accuracy: 0.7867
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9775 - g_loss: 1.6863 - d_accuracy: 0.7860Epoch 303: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9727 - g_loss: 1.6907 - d_accuracy: 0.7871
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9796 - g_loss: 1.6956 - d_accuracy: 0.7813Epoch 304: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9756 - g_loss: 1.6953 - d_accuracy: 0.7834
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0420 - g_loss: 1.6811 - d_accuracy: 0.7602Epoch 305: D Accuracy = 0.8309
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0380 - g_loss: 1.6709 - d_accuracy: 0.7628
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0124 - g_loss: 1.6973 - d_accuracy: 0.7730Epoch 306: D Accuracy = 0.8309
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0084 - g_loss: 1.6966 - d_accuracy: 0.7750
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0073 - g_loss: 1.6906 - d_accuracy: 0.7737Epoch 307: D Accuracy = 0.7721
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0065 - g_loss: 1.6834 - d_accuracy: 0.7736
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9592 - g_loss: 1.6916 - d_accuracy: 0.7970Epoch 308: D Accuracy = 0.9044
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9560 - g_loss: 1.6838 - d_accuracy: 0.8008
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9431 - g_loss: 1.7100 - d_accuracy: 0.8000Epoch 309: D Accuracy = 0.8529
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9386 - g_loss: 1.7234 - d_accuracy: 0.8019
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9582 - g_loss: 1.7367 - d_accuracy: 0.7961Epoch 310: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9554 - g_loss: 1.7426 - d_accuracy: 0.7976
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9452 - g_loss: 1.7143 - d_accuracy: 0.7954Epoch 311: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9409 - g_loss: 1.7193 - d_accuracy: 0.7971
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9825 - g_loss: 1.7354 - d_accuracy: 0.7839Epoch 312: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9760 - g_loss: 1.7375 - d_accuracy: 0.7871
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9688 - g_loss: 1.7177 - d_accuracy: 0.7921Epoch 313: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9672 - g_loss: 1.7083 - d_accuracy: 0.7925
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9589 - g_loss: 1.7051 - d_accuracy: 0.7876Epoch 314: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9588 - g_loss: 1.7073 - d_accuracy: 0.7870
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9130 - g_loss: 1.7404 - d_accuracy: 0.8178Epoch 315: D Accuracy = 0.8309
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9129 - g_loss: 1.7484 - d_accuracy: 0.8183
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0140 - g_loss: 1.6978 - d_accuracy: 0.7652Epoch 316: D Accuracy = 0.8603
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0098 - g_loss: 1.6936 - d_accuracy: 0.7686
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9725 - g_loss: 1.7557 - d_accuracy: 0.7890Epoch 317: D Accuracy = 0.8456
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9703 - g_loss: 1.7487 - d_accuracy: 0.7910
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9489 - g_loss: 1.7089 - d_accuracy: 0.7939Epoch 318: D Accuracy = 0.7647
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9505 - g_loss: 1.7220 - d_accuracy: 0.7929
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9348 - g_loss: 1.7388 - d_accuracy: 0.8083Epoch 319: D Accuracy = 0.7574
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9356 - g_loss: 1.7504 - d_accuracy: 0.8065
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9357 - g_loss: 1.7725 - d_accuracy: 0.8053Epoch 320: D Accuracy = 0.7868
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9335 - g_loss: 1.8048 - d_accuracy: 0.8047
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9281 - g_loss: 1.7239 - d_accuracy: 0.8094Epoch 321: D Accuracy = 0.7941
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9269 - g_loss: 1.7396 - d_accuracy: 0.8088
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0220 - g_loss: 1.7675 - d_accuracy: 0.7605Epoch 322: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0261 - g_loss: 1.7828 - d_accuracy: 0.7565
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9777 - g_loss: 1.7142 - d_accuracy: 0.7879Epoch 323: D Accuracy = 0.8676
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9736 - g_loss: 1.7072 - d_accuracy: 0.7908
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9668 - g_loss: 1.7404 - d_accuracy: 0.7810Epoch 324: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9717 - g_loss: 1.7431 - d_accuracy: 0.7775
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9748 - g_loss: 1.7047 - d_accuracy: 0.7884Epoch 325: D Accuracy = 0.7353
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9745 - g_loss: 1.7102 - d_accuracy: 0.7865
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9476 - g_loss: 1.7586 - d_accuracy: 0.7991Epoch 326: D Accuracy = 0.8015
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9473 - g_loss: 1.7517 - d_accuracy: 0.7992
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9765 - g_loss: 1.7749 - d_accuracy: 0.7785Epoch 327: D Accuracy = 0.8088
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9732 - g_loss: 1.7849 - d_accuracy: 0.7796
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9103 - g_loss: 1.7582 - d_accuracy: 0.8155Epoch 328: D Accuracy = 0.8162
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9126 - g_loss: 1.7432 - d_accuracy: 0.8156
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9237 - g_loss: 1.7944 - d_accuracy: 0.8124Epoch 329: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9244 - g_loss: 1.8081 - d_accuracy: 0.8101
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9510 - g_loss: 1.8124 - d_accuracy: 0.7955Epoch 330: D Accuracy = 0.7353
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9513 - g_loss: 1.8379 - d_accuracy: 0.7933
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9210 - g_loss: 1.7683 - d_accuracy: 0.8130Epoch 331: D Accuracy = 0.8309
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9189 - g_loss: 1.7774 - d_accuracy: 0.8137
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9965 - g_loss: 1.7653 - d_accuracy: 0.7752Epoch 332: D Accuracy = 0.7868
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9917 - g_loss: 1.7965 - d_accuracy: 0.7756
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9424 - g_loss: 1.7512 - d_accuracy: 0.8028Epoch 333: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9462 - g_loss: 1.7632 - d_accuracy: 0.8004
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9200 - g_loss: 1.8066 - d_accuracy: 0.8060Epoch 334: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9190 - g_loss: 1.8216 - d_accuracy: 0.8042
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9401 - g_loss: 1.7915 - d_accuracy: 0.8019Epoch 335: D Accuracy = 0.6397
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9474 - g_loss: 1.8426 - d_accuracy: 0.7961
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9518 - g_loss: 1.7772 - d_accuracy: 0.8016Epoch 336: D Accuracy = 0.7279
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9595 - g_loss: 1.7475 - d_accuracy: 0.7989
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9871 - g_loss: 1.8635 - d_accuracy: 0.7788Epoch 337: D Accuracy = 0.7941
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9824 - g_loss: 1.8757 - d_accuracy: 0.7794
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9376 - g_loss: 1.8063 - d_accuracy: 0.8054Epoch 338: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9403 - g_loss: 1.8094 - d_accuracy: 0.8034
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9828 - g_loss: 1.7761 - d_accuracy: 0.7782Epoch 339: D Accuracy = 0.8015
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9798 - g_loss: 1.7794 - d_accuracy: 0.7791
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9263 - g_loss: 1.8031 - d_accuracy: 0.8051Epoch 340: D Accuracy = 0.7721
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9273 - g_loss: 1.8120 - d_accuracy: 0.8039
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9347 - g_loss: 1.8086 - d_accuracy: 0.8031Epoch 341: D Accuracy = 0.6912
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9404 - g_loss: 1.8213 - d_accuracy: 0.7991
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9246 - g_loss: 1.8011 - d_accuracy: 0.8070Epoch 342: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9220 - g_loss: 1.8200 - d_accuracy: 0.8073
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9984 - g_loss: 1.7921 - d_accuracy: 0.7761Epoch 343: D Accuracy = 0.7941
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9948 - g_loss: 1.8035 - d_accuracy: 0.7767
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9466 - g_loss: 1.7474 - d_accuracy: 0.7989Epoch 344: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9500 - g_loss: 1.7269 - d_accuracy: 0.7990
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9647 - g_loss: 1.7957 - d_accuracy: 0.7887Epoch 345: D Accuracy = 0.7794
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9654 - g_loss: 1.7885 - d_accuracy: 0.7884
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9147 - g_loss: 1.7925 - d_accuracy: 0.8141Epoch 346: D Accuracy = 0.9191
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9107 - g_loss: 1.7866 - d_accuracy: 0.8179
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9397 - g_loss: 1.7972 - d_accuracy: 0.7928Epoch 347: D Accuracy = 0.8971
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9348 - g_loss: 1.7975 - d_accuracy: 0.7965
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9363 - g_loss: 1.8254 - d_accuracy: 0.8029Epoch 348: D Accuracy = 0.8235
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9355 - g_loss: 1.8215 - d_accuracy: 0.8037
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9101 - g_loss: 1.8203 - d_accuracy: 0.8174Epoch 349: D Accuracy = 0.8309
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9135 - g_loss: 1.7989 - d_accuracy: 0.8179
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9325 - g_loss: 1.8320 - d_accuracy: 0.8055Epoch 350: D Accuracy = 0.7794
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9346 - g_loss: 1.8358 - d_accuracy: 0.8046
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9581 - g_loss: 1.8298 - d_accuracy: 0.7960Epoch 351: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9569 - g_loss: 1.8324 - d_accuracy: 0.7967
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9732 - g_loss: 1.8467 - d_accuracy: 0.7887Epoch 352: D Accuracy = 0.5956
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9836 - g_loss: 1.8937 - d_accuracy: 0.7818
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9481 - g_loss: 1.8339 - d_accuracy: 0.8010Epoch 353: D Accuracy = 0.8529
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9431 - g_loss: 1.8430 - d_accuracy: 0.8028
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8948 - g_loss: 1.8099 - d_accuracy: 0.8194Epoch 354: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8941 - g_loss: 1.8020 - d_accuracy: 0.8214
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9610 - g_loss: 1.8618 - d_accuracy: 0.7883Epoch 355: D Accuracy = 0.8235
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9595 - g_loss: 1.8597 - d_accuracy: 0.7896
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9195 - g_loss: 1.8410 - d_accuracy: 0.8129Epoch 356: D Accuracy = 0.8309
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9178 - g_loss: 1.8410 - d_accuracy: 0.8135
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9329 - g_loss: 1.8464 - d_accuracy: 0.7984Epoch 357: D Accuracy = 0.8309
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9296 - g_loss: 1.8512 - d_accuracy: 0.7996
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9120 - g_loss: 1.8865 - d_accuracy: 0.8142Epoch 358: D Accuracy = 0.6912
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9162 - g_loss: 1.9119 - d_accuracy: 0.8098
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8981 - g_loss: 1.8796 - d_accuracy: 0.8213Epoch 359: D Accuracy = 0.7574
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8995 - g_loss: 1.8977 - d_accuracy: 0.8190
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9276 - g_loss: 1.8293 - d_accuracy: 0.8124Epoch 360: D Accuracy = 0.9044
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9251 - g_loss: 1.8299 - d_accuracy: 0.8157
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9002 - g_loss: 1.8811 - d_accuracy: 0.8191Epoch 361: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9128 - g_loss: 1.8438 - d_accuracy: 0.8148
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0177 - g_loss: 1.8751 - d_accuracy: 0.7826Epoch 362: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0185 - g_loss: 1.8529 - d_accuracy: 0.7846
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9111 - g_loss: 1.8692 - d_accuracy: 0.8145Epoch 363: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9129 - g_loss: 1.8673 - d_accuracy: 0.8130
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9411 - g_loss: 1.8726 - d_accuracy: 0.7968Epoch 364: D Accuracy = 0.7059
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9464 - g_loss: 1.8755 - d_accuracy: 0.7936
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9205 - g_loss: 1.8126 - d_accuracy: 0.8149Epoch 365: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9221 - g_loss: 1.7984 - d_accuracy: 0.8160
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9173 - g_loss: 1.8555 - d_accuracy: 0.8111Epoch 366: D Accuracy = 0.8088
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9222 - g_loss: 1.8320 - d_accuracy: 0.8110
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9286 - g_loss: 1.8743 - d_accuracy: 0.7992Epoch 367: D Accuracy = 0.7426
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9341 - g_loss: 1.8483 - d_accuracy: 0.7972
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9257 - g_loss: 1.9176 - d_accuracy: 0.8113Epoch 368: D Accuracy = 0.7574
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9282 - g_loss: 1.9289 - d_accuracy: 0.8094
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0074 - g_loss: 1.8612 - d_accuracy: 0.7766Epoch 369: D Accuracy = 0.8897
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0019 - g_loss: 1.8462 - d_accuracy: 0.7806
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9173 - g_loss: 1.9153 - d_accuracy: 0.8066Epoch 370: D Accuracy = 0.8456
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9174 - g_loss: 1.9098 - d_accuracy: 0.8080
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9636 - g_loss: 1.9148 - d_accuracy: 0.7832Epoch 371: D Accuracy = 0.7721
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9595 - g_loss: 1.9355 - d_accuracy: 0.7828
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9201 - g_loss: 1.8342 - d_accuracy: 0.8143Epoch 372: D Accuracy = 0.9044
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9160 - g_loss: 1.8251 - d_accuracy: 0.8175
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8999 - g_loss: 1.8859 - d_accuracy: 0.8149Epoch 373: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8976 - g_loss: 1.8821 - d_accuracy: 0.8160
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8859 - g_loss: 1.9104 - d_accuracy: 0.8226Epoch 374: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8853 - g_loss: 1.9206 - d_accuracy: 0.8208
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9035 - g_loss: 1.8790 - d_accuracy: 0.8236Epoch 375: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9024 - g_loss: 1.8688 - d_accuracy: 0.8255
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9430 - g_loss: 1.9300 - d_accuracy: 0.7948Epoch 376: D Accuracy = 0.8235
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9391 - g_loss: 1.9438 - d_accuracy: 0.7958
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9021 - g_loss: 1.8840 - d_accuracy: 0.8176Epoch 377: D Accuracy = 0.9191
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8970 - g_loss: 1.8908 - d_accuracy: 0.8212
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8952 - g_loss: 1.9607 - d_accuracy: 0.8212Epoch 378: D Accuracy = 0.8529
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8919 - g_loss: 1.9670 - d_accuracy: 0.8224
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8757 - g_loss: 1.9052 - d_accuracy: 0.8277Epoch 379: D Accuracy = 0.9265
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8693 - g_loss: 1.9091 - d_accuracy: 0.8312
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8991 - g_loss: 1.8966 - d_accuracy: 0.8218Epoch 380: D Accuracy = 0.7794
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9057 - g_loss: 1.8725 - d_accuracy: 0.8203
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8727 - g_loss: 1.9374 - d_accuracy: 0.8267Epoch 381: D Accuracy = 0.7426
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8782 - g_loss: 1.9158 - d_accuracy: 0.8237
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8858 - g_loss: 1.9308 - d_accuracy: 0.8256Epoch 382: D Accuracy = 0.9118
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8812 - g_loss: 1.9264 - d_accuracy: 0.8287
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8732 - g_loss: 1.9113 - d_accuracy: 0.8370Epoch 383: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8764 - g_loss: 1.8893 - d_accuracy: 0.8373
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9080 - g_loss: 1.9392 - d_accuracy: 0.8159Epoch 384: D Accuracy = 0.7868
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9090 - g_loss: 1.9385 - d_accuracy: 0.8148
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8888 - g_loss: 1.9425 - d_accuracy: 0.8232Epoch 385: D Accuracy = 0.8603
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8877 - g_loss: 1.9368 - d_accuracy: 0.8246
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9532 - g_loss: 1.9530 - d_accuracy: 0.7903Epoch 386: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9604 - g_loss: 1.9151 - d_accuracy: 0.7897
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8869 - g_loss: 1.9089 - d_accuracy: 0.8220Epoch 387: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8868 - g_loss: 1.8941 - d_accuracy: 0.8228
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8870 - g_loss: 1.9582 - d_accuracy: 0.8196Epoch 388: D Accuracy = 0.8235
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8882 - g_loss: 1.9390 - d_accuracy: 0.8197
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8902 - g_loss: 1.9300 - d_accuracy: 0.8204Epoch 389: D Accuracy = 0.8235
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8884 - g_loss: 1.9318 - d_accuracy: 0.8205
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9422 - g_loss: 1.9037 - d_accuracy: 0.7965Epoch 390: D Accuracy = 0.7868
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9434 - g_loss: 1.8893 - d_accuracy: 0.7962
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9340 - g_loss: 1.9038 - d_accuracy: 0.8059Epoch 391: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9325 - g_loss: 1.8955 - d_accuracy: 0.8073
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8843 - g_loss: 1.9095 - d_accuracy: 0.8249Epoch 392: D Accuracy = 0.8235
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8868 - g_loss: 1.8943 - d_accuracy: 0.8249
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9148 - g_loss: 1.9579 - d_accuracy: 0.8103Epoch 393: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9143 - g_loss: 1.9790 - d_accuracy: 0.8084
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8889 - g_loss: 1.9274 - d_accuracy: 0.8246Epoch 394: D Accuracy = 0.7941
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8907 - g_loss: 1.9179 - d_accuracy: 0.8235
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8637 - g_loss: 1.9447 - d_accuracy: 0.8310Epoch 395: D Accuracy = 0.8824
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8621 - g_loss: 1.9292 - d_accuracy: 0.8328
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9200 - g_loss: 1.9643 - d_accuracy: 0.8082Epoch 396: D Accuracy = 0.8382
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9154 - g_loss: 1.9751 - d_accuracy: 0.8093
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9031 - g_loss: 1.9383 - d_accuracy: 0.8198Epoch 397: D Accuracy = 0.8015
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9073 - g_loss: 1.9218 - d_accuracy: 0.8191
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8703 - g_loss: 2.0214 - d_accuracy: 0.8297Epoch 398: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8786 - g_loss: 2.0689 - d_accuracy: 0.8245
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8943 - g_loss: 1.9780 - d_accuracy: 0.8235Epoch 399: D Accuracy = 0.8897
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8883 - g_loss: 1.9846 - d_accuracy: 0.8258
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9200 - g_loss: 2.0244 - d_accuracy: 0.8096
Class 1 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.7059
27/27 [==============================] - 1s 41ms/step - d_loss: 0.9227 - g_loss: 2.0787 - d_accuracy: 0.8059
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9212 - g_loss: 1.9458 - d_accuracy: 0.8107Epoch 401: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9204 - g_loss: 1.9297 - d_accuracy: 0.8119
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8753 - g_loss: 1.9734 - d_accuracy: 0.8287Epoch 402: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8773 - g_loss: 1.9773 - d_accuracy: 0.8278
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9366 - g_loss: 2.0049 - d_accuracy: 0.7964Epoch 403: D Accuracy = 0.6985
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9419 - g_loss: 2.0374 - d_accuracy: 0.7929
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9179 - g_loss: 1.9381 - d_accuracy: 0.8090Epoch 404: D Accuracy = 0.7426
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9286 - g_loss: 1.9040 - d_accuracy: 0.8067
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8935 - g_loss: 1.9835 - d_accuracy: 0.8139Epoch 405: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8947 - g_loss: 1.9692 - d_accuracy: 0.8140
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9168 - g_loss: 1.9020 - d_accuracy: 0.8081Epoch 406: D Accuracy = 0.8235
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9197 - g_loss: 1.8779 - d_accuracy: 0.8087
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8718 - g_loss: 1.9874 - d_accuracy: 0.8265Epoch 407: D Accuracy = 0.8309
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8746 - g_loss: 1.9788 - d_accuracy: 0.8266
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8835 - g_loss: 2.0023 - d_accuracy: 0.8239Epoch 408: D Accuracy = 0.8456
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8823 - g_loss: 1.9960 - d_accuracy: 0.8246
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8966 - g_loss: 2.0330 - d_accuracy: 0.8190Epoch 409: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8975 - g_loss: 2.0475 - d_accuracy: 0.8165
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8908 - g_loss: 1.9543 - d_accuracy: 0.8177Epoch 410: D Accuracy = 0.9265
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8854 - g_loss: 1.9555 - d_accuracy: 0.8216
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8670 - g_loss: 1.9652 - d_accuracy: 0.8348Epoch 411: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8677 - g_loss: 1.9534 - d_accuracy: 0.8362
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8619 - g_loss: 2.0137 - d_accuracy: 0.8354Epoch 412: D Accuracy = 0.7794
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8640 - g_loss: 2.0173 - d_accuracy: 0.8334
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9011 - g_loss: 2.0120 - d_accuracy: 0.8183Epoch 413: D Accuracy = 0.8235
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8988 - g_loss: 2.0300 - d_accuracy: 0.8184
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8971 - g_loss: 1.9949 - d_accuracy: 0.8164Epoch 414: D Accuracy = 0.8971
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8927 - g_loss: 1.9859 - d_accuracy: 0.8192
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8813 - g_loss: 2.0136 - d_accuracy: 0.8266Epoch 415: D Accuracy = 0.8529
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8841 - g_loss: 1.9898 - d_accuracy: 0.8275
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8828 - g_loss: 2.0689 - d_accuracy: 0.8224Epoch 416: D Accuracy = 0.7059
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8864 - g_loss: 2.1105 - d_accuracy: 0.8183
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8347 - g_loss: 1.9925 - d_accuracy: 0.8517Epoch 417: D Accuracy = 0.8603
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8354 - g_loss: 1.9961 - d_accuracy: 0.8520
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8592 - g_loss: 1.9907 - d_accuracy: 0.8351Epoch 418: D Accuracy = 0.8088
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8652 - g_loss: 1.9582 - d_accuracy: 0.8341
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8671 - g_loss: 2.0203 - d_accuracy: 0.8301Epoch 419: D Accuracy = 0.8456
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8692 - g_loss: 2.0030 - d_accuracy: 0.8306
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8775 - g_loss: 2.0208 - d_accuracy: 0.8298Epoch 420: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8797 - g_loss: 2.0517 - d_accuracy: 0.8275
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8677 - g_loss: 2.0740 - d_accuracy: 0.8310Epoch 421: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8693 - g_loss: 2.1137 - d_accuracy: 0.8284
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8851 - g_loss: 2.0342 - d_accuracy: 0.8249Epoch 422: D Accuracy = 0.6618
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8931 - g_loss: 2.0675 - d_accuracy: 0.8190
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8841 - g_loss: 2.0232 - d_accuracy: 0.8231Epoch 423: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8866 - g_loss: 2.0100 - d_accuracy: 0.8239
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8565 - g_loss: 2.0533 - d_accuracy: 0.8312Epoch 424: D Accuracy = 0.7941
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8578 - g_loss: 2.0430 - d_accuracy: 0.8299
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8637 - g_loss: 2.0314 - d_accuracy: 0.8369Epoch 425: D Accuracy = 0.8897
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8599 - g_loss: 2.0493 - d_accuracy: 0.8388
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8331 - g_loss: 2.0474 - d_accuracy: 0.8481Epoch 426: D Accuracy = 0.8676
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8352 - g_loss: 2.0244 - d_accuracy: 0.8488
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9306 - g_loss: 2.0923 - d_accuracy: 0.8056Epoch 427: D Accuracy = 0.8971
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9226 - g_loss: 2.0982 - d_accuracy: 0.8089
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9420 - g_loss: 2.0181 - d_accuracy: 0.8028Epoch 428: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9426 - g_loss: 2.0209 - d_accuracy: 0.8009
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8511 - g_loss: 2.0266 - d_accuracy: 0.8329Epoch 429: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8516 - g_loss: 2.0168 - d_accuracy: 0.8320
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8684 - g_loss: 2.0407 - d_accuracy: 0.8302Epoch 430: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8647 - g_loss: 2.0512 - d_accuracy: 0.8318
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8545 - g_loss: 2.0649 - d_accuracy: 0.8384Epoch 431: D Accuracy = 0.7941
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8562 - g_loss: 2.0849 - d_accuracy: 0.8369
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9019 - g_loss: 2.0351 - d_accuracy: 0.8154Epoch 432: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9062 - g_loss: 2.0110 - d_accuracy: 0.8154
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8467 - g_loss: 2.0838 - d_accuracy: 0.8374Epoch 433: D Accuracy = 0.7647
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8501 - g_loss: 2.0889 - d_accuracy: 0.8348
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8900 - g_loss: 2.0840 - d_accuracy: 0.8178Epoch 434: D Accuracy = 0.8971
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8872 - g_loss: 2.0711 - d_accuracy: 0.8206
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8721 - g_loss: 2.0476 - d_accuracy: 0.8314Epoch 435: D Accuracy = 0.9559
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8665 - g_loss: 2.0468 - d_accuracy: 0.8359
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8763 - g_loss: 2.0489 - d_accuracy: 0.8281Epoch 436: D Accuracy = 0.8162
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8783 - g_loss: 2.0326 - d_accuracy: 0.8277
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8784 - g_loss: 2.0591 - d_accuracy: 0.8248Epoch 437: D Accuracy = 0.8897
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8752 - g_loss: 2.0454 - d_accuracy: 0.8271
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8860 - g_loss: 2.0849 - d_accuracy: 0.8182Epoch 438: D Accuracy = 0.8382
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8866 - g_loss: 2.0886 - d_accuracy: 0.8189
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8960 - g_loss: 2.0614 - d_accuracy: 0.8130Epoch 439: D Accuracy = 0.8309
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8935 - g_loss: 2.0574 - d_accuracy: 0.8137
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8442 - g_loss: 2.0641 - d_accuracy: 0.8434Epoch 440: D Accuracy = 0.8235
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8455 - g_loss: 2.0647 - d_accuracy: 0.8427
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8679 - g_loss: 2.0875 - d_accuracy: 0.8299Epoch 441: D Accuracy = 0.8603
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8681 - g_loss: 2.0713 - d_accuracy: 0.8310
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8329 - g_loss: 2.0800 - d_accuracy: 0.8475Epoch 442: D Accuracy = 0.8603
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8299 - g_loss: 2.0853 - d_accuracy: 0.8480
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8477 - g_loss: 2.0987 - d_accuracy: 0.8427Epoch 443: D Accuracy = 0.9338
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8403 - g_loss: 2.1117 - d_accuracy: 0.8460
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8553 - g_loss: 2.0658 - d_accuracy: 0.8370Epoch 444: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8558 - g_loss: 2.0598 - d_accuracy: 0.8371
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8671 - g_loss: 2.1034 - d_accuracy: 0.8335Epoch 445: D Accuracy = 0.8529
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8681 - g_loss: 2.0876 - d_accuracy: 0.8342
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8586 - g_loss: 2.1496 - d_accuracy: 0.8341Epoch 446: D Accuracy = 0.9044
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8562 - g_loss: 2.1426 - d_accuracy: 0.8366
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8527 - g_loss: 2.0994 - d_accuracy: 0.8353Epoch 447: D Accuracy = 0.8235
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8527 - g_loss: 2.1010 - d_accuracy: 0.8349
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8421 - g_loss: 2.1053 - d_accuracy: 0.8442Epoch 448: D Accuracy = 0.8162
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8405 - g_loss: 2.1299 - d_accuracy: 0.8432
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9175 - g_loss: 2.0750 - d_accuracy: 0.8135Epoch 449: D Accuracy = 0.8603
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9173 - g_loss: 2.0582 - d_accuracy: 0.8152
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8442 - g_loss: 2.1199 - d_accuracy: 0.8391Epoch 450: D Accuracy = 0.8309
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8451 - g_loss: 2.1412 - d_accuracy: 0.8388
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8236 - g_loss: 2.0742 - d_accuracy: 0.8556Epoch 451: D Accuracy = 0.8603
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8203 - g_loss: 2.0810 - d_accuracy: 0.8558
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8540 - g_loss: 2.1302 - d_accuracy: 0.8321Epoch 452: D Accuracy = 0.8603
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8558 - g_loss: 2.1095 - d_accuracy: 0.8331
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8901 - g_loss: 2.1436 - d_accuracy: 0.8221Epoch 453: D Accuracy = 0.8015
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9014 - g_loss: 2.1081 - d_accuracy: 0.8213
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8593 - g_loss: 2.1357 - d_accuracy: 0.8308Epoch 454: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8597 - g_loss: 2.1197 - d_accuracy: 0.8313
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8188 - g_loss: 2.1584 - d_accuracy: 0.8451Epoch 455: D Accuracy = 0.7941
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8207 - g_loss: 2.1541 - d_accuracy: 0.8433
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9911 - g_loss: 2.1714 - d_accuracy: 0.8119Epoch 456: D Accuracy = 0.8235
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9849 - g_loss: 2.1887 - d_accuracy: 0.8123
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8416 - g_loss: 2.0888 - d_accuracy: 0.8438Epoch 457: D Accuracy = 0.8971
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8406 - g_loss: 2.0814 - d_accuracy: 0.8457
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8112 - g_loss: 2.1148 - d_accuracy: 0.8573Epoch 458: D Accuracy = 0.8824
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8093 - g_loss: 2.1236 - d_accuracy: 0.8582
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8255 - g_loss: 2.1726 - d_accuracy: 0.8426Epoch 459: D Accuracy = 0.6765
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8306 - g_loss: 2.1950 - d_accuracy: 0.8367
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8491 - g_loss: 2.1549 - d_accuracy: 0.8406Epoch 460: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8568 - g_loss: 2.1894 - d_accuracy: 0.8350
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8792 - g_loss: 2.1325 - d_accuracy: 0.8282Epoch 461: D Accuracy = 0.8971
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8728 - g_loss: 2.1429 - d_accuracy: 0.8307
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8208 - g_loss: 2.1515 - d_accuracy: 0.8562Epoch 462: D Accuracy = 0.8162
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8223 - g_loss: 2.1812 - d_accuracy: 0.8548
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8338 - g_loss: 2.1765 - d_accuracy: 0.8443Epoch 463: D Accuracy = 0.7574
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8355 - g_loss: 2.2136 - d_accuracy: 0.8412
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8474 - g_loss: 2.1833 - d_accuracy: 0.8413Epoch 464: D Accuracy = 0.7941
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8499 - g_loss: 2.1925 - d_accuracy: 0.8396
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8616 - g_loss: 2.1283 - d_accuracy: 0.8373Epoch 465: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8583 - g_loss: 2.1250 - d_accuracy: 0.8383
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8189 - g_loss: 2.1562 - d_accuracy: 0.8508Epoch 466: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8183 - g_loss: 2.1718 - d_accuracy: 0.8506
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8385 - g_loss: 2.1808 - d_accuracy: 0.8395Epoch 467: D Accuracy = 0.9044
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8348 - g_loss: 2.1758 - d_accuracy: 0.8418
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8151 - g_loss: 2.1258 - d_accuracy: 0.8572Epoch 468: D Accuracy = 0.9191
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8142 - g_loss: 2.1139 - d_accuracy: 0.8595
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8474 - g_loss: 2.1874 - d_accuracy: 0.8378Epoch 469: D Accuracy = 0.8971
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8464 - g_loss: 2.1687 - d_accuracy: 0.8399
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8186 - g_loss: 2.2168 - d_accuracy: 0.8442Epoch 470: D Accuracy = 0.8015
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8212 - g_loss: 2.2312 - d_accuracy: 0.8427
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8364 - g_loss: 2.1587 - d_accuracy: 0.8414Epoch 471: D Accuracy = 0.7794
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8396 - g_loss: 2.1502 - d_accuracy: 0.8392
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8145 - g_loss: 2.2268 - d_accuracy: 0.8497Epoch 472: D Accuracy = 0.8824
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8132 - g_loss: 2.2267 - d_accuracy: 0.8508
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8133 - g_loss: 2.1635 - d_accuracy: 0.8541Epoch 473: D Accuracy = 0.8382
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8195 - g_loss: 2.1370 - d_accuracy: 0.8535
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8251 - g_loss: 2.1487 - d_accuracy: 0.8469Epoch 474: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8250 - g_loss: 2.1359 - d_accuracy: 0.8479
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8519 - g_loss: 2.2051 - d_accuracy: 0.8352Epoch 475: D Accuracy = 0.8824
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8470 - g_loss: 2.2077 - d_accuracy: 0.8369
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8734 - g_loss: 2.1847 - d_accuracy: 0.8260Epoch 476: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8725 - g_loss: 2.1751 - d_accuracy: 0.8267
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8263 - g_loss: 2.1612 - d_accuracy: 0.8490Epoch 477: D Accuracy = 0.9338
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8227 - g_loss: 2.1527 - d_accuracy: 0.8520
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8283 - g_loss: 2.1937 - d_accuracy: 0.8434Epoch 478: D Accuracy = 0.8456
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8275 - g_loss: 2.1901 - d_accuracy: 0.8435
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8385 - g_loss: 2.1979 - d_accuracy: 0.8410Epoch 479: D Accuracy = 0.8015
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8420 - g_loss: 2.1826 - d_accuracy: 0.8396
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8408 - g_loss: 2.1827 - d_accuracy: 0.8406Epoch 480: D Accuracy = 0.8603
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8412 - g_loss: 2.1757 - d_accuracy: 0.8413
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8654 - g_loss: 2.2270 - d_accuracy: 0.8309Epoch 481: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8643 - g_loss: 2.2141 - d_accuracy: 0.8315
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8944 - g_loss: 2.1716 - d_accuracy: 0.8217Epoch 482: D Accuracy = 0.9044
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8911 - g_loss: 2.1608 - d_accuracy: 0.8246
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8192 - g_loss: 2.2071 - d_accuracy: 0.8500Epoch 483: D Accuracy = 0.9338
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8142 - g_loss: 2.2079 - d_accuracy: 0.8530
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8069 - g_loss: 2.2258 - d_accuracy: 0.8534Epoch 484: D Accuracy = 0.7794
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8086 - g_loss: 2.2405 - d_accuracy: 0.8507
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8318 - g_loss: 2.1526 - d_accuracy: 0.8458Epoch 485: D Accuracy = 0.8824
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8274 - g_loss: 2.1675 - d_accuracy: 0.8471
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7911 - g_loss: 2.2232 - d_accuracy: 0.8621Epoch 486: D Accuracy = 0.8088
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7897 - g_loss: 2.2648 - d_accuracy: 0.8602
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8449 - g_loss: 2.2040 - d_accuracy: 0.8427Epoch 487: D Accuracy = 0.8897
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8424 - g_loss: 2.1999 - d_accuracy: 0.8444
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8389 - g_loss: 2.1659 - d_accuracy: 0.8386Epoch 488: D Accuracy = 0.7721
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8439 - g_loss: 2.1440 - d_accuracy: 0.8363
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8288 - g_loss: 2.1980 - d_accuracy: 0.8448Epoch 489: D Accuracy = 0.8382
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8305 - g_loss: 2.1927 - d_accuracy: 0.8446
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8093 - g_loss: 2.2042 - d_accuracy: 0.8537Epoch 490: D Accuracy = 0.8897
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8101 - g_loss: 2.1800 - d_accuracy: 0.8550
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8210 - g_loss: 2.2470 - d_accuracy: 0.8456Epoch 491: D Accuracy = 0.7132
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8269 - g_loss: 2.2715 - d_accuracy: 0.8408
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8336 - g_loss: 2.1953 - d_accuracy: 0.8379Epoch 492: D Accuracy = 0.8971
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8303 - g_loss: 2.1843 - d_accuracy: 0.8400
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7984 - g_loss: 2.2121 - d_accuracy: 0.8590Epoch 493: D Accuracy = 0.8456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7988 - g_loss: 2.2261 - d_accuracy: 0.8585
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8281 - g_loss: 2.2525 - d_accuracy: 0.8430Epoch 494: D Accuracy = 0.7721
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8299 - g_loss: 2.2791 - d_accuracy: 0.8404
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8042 - g_loss: 2.2331 - d_accuracy: 0.8570Epoch 495: D Accuracy = 0.8235
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8042 - g_loss: 2.2450 - d_accuracy: 0.8558
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8070 - g_loss: 2.2132 - d_accuracy: 0.8582Epoch 496: D Accuracy = 0.8897
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8074 - g_loss: 2.1945 - d_accuracy: 0.8593
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8126 - g_loss: 2.2824 - d_accuracy: 0.8520Epoch 497: D Accuracy = 0.8603
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8120 - g_loss: 2.2683 - d_accuracy: 0.8523
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7978 - g_loss: 2.2732 - d_accuracy: 0.8551Epoch 498: D Accuracy = 0.9191
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7928 - g_loss: 2.2777 - d_accuracy: 0.8574
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8007 - g_loss: 2.2273 - d_accuracy: 0.8589Epoch 499: D Accuracy = 0.8162
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8030 - g_loss: 2.2353 - d_accuracy: 0.8574
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8396 - g_loss: 2.2780 - d_accuracy: 0.8414
Class 1 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.8088
27/27 [==============================] - 1s 41ms/step - d_loss: 0.8385 - g_loss: 2.3042 - d_accuracy: 0.8403
Training DCGAN for class 2...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.0748 - g_loss: 1.4150 - d_accuracy: 0.7500WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0159s vs `on_train_batch_end` time: 0.0178s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 0.7549 - g_loss: 2.4693 - d_accuracy: 0.8796
Epoch 1: Generator loss improved from inf to 3.5175. Saving weights.
Epoch 1: D Accuracy = 0.8929
27/27 [==============================] - 2s 42ms/step - d_loss: 0.7506 - g_loss: 2.5068 - d_accuracy: 0.8800
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4998 - g_loss: 3.4106 - d_accuracy: 0.9652Epoch 2: D Accuracy = 0.9929
27/27 [==============================] - 1s 34ms/step - d_loss: 0.4978 - g_loss: 3.4304 - d_accuracy: 0.9661
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7797 - g_loss: 3.6183 - d_accuracy: 0.8727
Epoch 3: Generator loss improved from 3.5175 to 0.9447. Saving weights.
Epoch 3: D Accuracy = 0.5857
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8011 - g_loss: 3.5228 - d_accuracy: 0.8624
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1657 - g_loss: 1.4424 - d_accuracy: 0.7351Epoch 4: D Accuracy = 0.7857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1597 - g_loss: 1.4428 - d_accuracy: 0.7369
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1407 - g_loss: 1.3159 - d_accuracy: 0.7215Epoch 5: D Accuracy = 0.7429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1391 - g_loss: 1.3111 - d_accuracy: 0.7223
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1904 - g_loss: 1.1858 - d_accuracy: 0.6941Epoch 6: D Accuracy = 0.6714
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1899 - g_loss: 1.1821 - d_accuracy: 0.6933
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1929 - g_loss: 1.1513 - d_accuracy: 0.6925Epoch 7: D Accuracy = 0.6786
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1933 - g_loss: 1.1596 - d_accuracy: 0.6920
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1783 - g_loss: 1.1849 - d_accuracy: 0.7013Epoch 8: D Accuracy = 0.7643
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1778 - g_loss: 1.1766 - d_accuracy: 0.7036
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1110 - g_loss: 1.2773 - d_accuracy: 0.7314Epoch 9: D Accuracy = 0.7786
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1095 - g_loss: 1.2725 - d_accuracy: 0.7331
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0830 - g_loss: 1.3333 - d_accuracy: 0.7605Epoch 10: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0791 - g_loss: 1.3312 - d_accuracy: 0.7619
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0633 - g_loss: 1.4415 - d_accuracy: 0.7586Epoch 11: D Accuracy = 0.7357
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0596 - g_loss: 1.4501 - d_accuracy: 0.7578
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9858 - g_loss: 1.4913 - d_accuracy: 0.8017Epoch 12: D Accuracy = 0.8143
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9843 - g_loss: 1.5001 - d_accuracy: 0.8022
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9982 - g_loss: 1.6102 - d_accuracy: 0.7867Epoch 13: D Accuracy = 0.6286
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0107 - g_loss: 1.6697 - d_accuracy: 0.7811
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9278 - g_loss: 1.6287 - d_accuracy: 0.8182Epoch 14: D Accuracy = 0.8714
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9262 - g_loss: 1.6225 - d_accuracy: 0.8201
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9467 - g_loss: 1.7485 - d_accuracy: 0.8075Epoch 15: D Accuracy = 0.7857
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9453 - g_loss: 1.7500 - d_accuracy: 0.8067
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9014 - g_loss: 1.8052 - d_accuracy: 0.8238Epoch 16: D Accuracy = 0.6643
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9110 - g_loss: 1.8521 - d_accuracy: 0.8181
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9014 - g_loss: 1.7717 - d_accuracy: 0.8286Epoch 17: D Accuracy = 0.8143
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9024 - g_loss: 1.7574 - d_accuracy: 0.8281
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8940 - g_loss: 1.8878 - d_accuracy: 0.8280Epoch 18: D Accuracy = 0.8643
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8911 - g_loss: 1.8796 - d_accuracy: 0.8293
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9140 - g_loss: 1.9462 - d_accuracy: 0.8118Epoch 19: D Accuracy = 0.7071
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9181 - g_loss: 1.9778 - d_accuracy: 0.8080
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8213 - g_loss: 1.8958 - d_accuracy: 0.8563Epoch 20: D Accuracy = 0.8929
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8193 - g_loss: 1.8879 - d_accuracy: 0.8576
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9190 - g_loss: 1.9521 - d_accuracy: 0.8150Epoch 21: D Accuracy = 0.8357
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9200 - g_loss: 1.9227 - d_accuracy: 0.8157
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8905 - g_loss: 1.8720 - d_accuracy: 0.8200Epoch 22: D Accuracy = 0.7429
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8930 - g_loss: 1.9008 - d_accuracy: 0.8173
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9626 - g_loss: 1.7298 - d_accuracy: 0.7971Epoch 23: D Accuracy = 0.9000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9568 - g_loss: 1.7261 - d_accuracy: 0.8008
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0186 - g_loss: 1.6646 - d_accuracy: 0.7714Epoch 24: D Accuracy = 0.7643
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0197 - g_loss: 1.6662 - d_accuracy: 0.7711
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0108 - g_loss: 1.5656 - d_accuracy: 0.7786Epoch 25: D Accuracy = 0.7714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0120 - g_loss: 1.5451 - d_accuracy: 0.7783
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0244 - g_loss: 1.5626 - d_accuracy: 0.7720Epoch 26: D Accuracy = 0.8286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0218 - g_loss: 1.5527 - d_accuracy: 0.7740
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0576 - g_loss: 1.5419 - d_accuracy: 0.7565Epoch 27: D Accuracy = 0.7929
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0538 - g_loss: 1.5415 - d_accuracy: 0.7578
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9958 - g_loss: 1.5377 - d_accuracy: 0.7816Epoch 28: D Accuracy = 0.7429
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9998 - g_loss: 1.5411 - d_accuracy: 0.7802
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0515 - g_loss: 1.5255 - d_accuracy: 0.7625Epoch 29: D Accuracy = 0.7857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0488 - g_loss: 1.5175 - d_accuracy: 0.7633
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0329 - g_loss: 1.5300 - d_accuracy: 0.7668Epoch 30: D Accuracy = 0.8214
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0307 - g_loss: 1.5185 - d_accuracy: 0.7688
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0767 - g_loss: 1.5442 - d_accuracy: 0.7481Epoch 31: D Accuracy = 0.7857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0719 - g_loss: 1.5601 - d_accuracy: 0.7495
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0309 - g_loss: 1.5081 - d_accuracy: 0.7680Epoch 32: D Accuracy = 0.6429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0344 - g_loss: 1.5308 - d_accuracy: 0.7636
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0147 - g_loss: 1.5054 - d_accuracy: 0.7766Epoch 33: D Accuracy = 0.8286
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0119 - g_loss: 1.5039 - d_accuracy: 0.7785
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0333 - g_loss: 1.5335 - d_accuracy: 0.7650Epoch 34: D Accuracy = 0.7643
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0333 - g_loss: 1.5261 - d_accuracy: 0.7650
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0840 - g_loss: 1.5100 - d_accuracy: 0.7457Epoch 35: D Accuracy = 0.8500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0759 - g_loss: 1.5131 - d_accuracy: 0.7495
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0488 - g_loss: 1.5148 - d_accuracy: 0.7578Epoch 36: D Accuracy = 0.7571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0495 - g_loss: 1.5087 - d_accuracy: 0.7578
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0213 - g_loss: 1.4951 - d_accuracy: 0.7757Epoch 37: D Accuracy = 0.8571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0179 - g_loss: 1.4884 - d_accuracy: 0.7786
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0615 - g_loss: 1.4812 - d_accuracy: 0.7555Epoch 38: D Accuracy = 0.7786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0596 - g_loss: 1.4810 - d_accuracy: 0.7564
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0648 - g_loss: 1.4940 - d_accuracy: 0.7505Epoch 39: D Accuracy = 0.8071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0614 - g_loss: 1.5052 - d_accuracy: 0.7525
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0210 - g_loss: 1.4819 - d_accuracy: 0.7746
Epoch 40: Generator loss improved from 0.9447 to 0.8050. Saving weights.
Epoch 40: D Accuracy = 0.7357
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0263 - g_loss: 1.4578 - d_accuracy: 0.7733
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0601 - g_loss: 1.4920 - d_accuracy: 0.7565Epoch 41: D Accuracy = 0.7071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0625 - g_loss: 1.4896 - d_accuracy: 0.7548
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0897 - g_loss: 1.4726 - d_accuracy: 0.7404Epoch 42: D Accuracy = 0.6929
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0886 - g_loss: 1.4911 - d_accuracy: 0.7387
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0688 - g_loss: 1.4504 - d_accuracy: 0.7542Epoch 43: D Accuracy = 0.7571
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0711 - g_loss: 1.4335 - d_accuracy: 0.7543
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0545 - g_loss: 1.4484 - d_accuracy: 0.7567Epoch 44: D Accuracy = 0.8286
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0515 - g_loss: 1.4492 - d_accuracy: 0.7592
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0860 - g_loss: 1.4367 - d_accuracy: 0.7318Epoch 45: D Accuracy = 0.7143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0873 - g_loss: 1.4237 - d_accuracy: 0.7311
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1278 - g_loss: 1.4450 - d_accuracy: 0.7162Epoch 46: D Accuracy = 0.7714
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1266 - g_loss: 1.4328 - d_accuracy: 0.7182
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0710 - g_loss: 1.4162 - d_accuracy: 0.7501Epoch 47: D Accuracy = 0.7929
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0675 - g_loss: 1.4209 - d_accuracy: 0.7517
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1046 - g_loss: 1.4416 - d_accuracy: 0.7276Epoch 48: D Accuracy = 0.6929
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1046 - g_loss: 1.4471 - d_accuracy: 0.7264
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0774 - g_loss: 1.4159 - d_accuracy: 0.7496Epoch 49: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0808 - g_loss: 1.4245 - d_accuracy: 0.7478
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1039 - g_loss: 1.3916 - d_accuracy: 0.7263Epoch 50: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1036 - g_loss: 1.3930 - d_accuracy: 0.7254
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0980 - g_loss: 1.3736 - d_accuracy: 0.7391Epoch 51: D Accuracy = 0.7286
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0999 - g_loss: 1.3611 - d_accuracy: 0.7387
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0970 - g_loss: 1.3944 - d_accuracy: 0.7305Epoch 52: D Accuracy = 0.7929
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0951 - g_loss: 1.3909 - d_accuracy: 0.7327
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0970 - g_loss: 1.3830 - d_accuracy: 0.7349Epoch 53: D Accuracy = 0.6857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0978 - g_loss: 1.3912 - d_accuracy: 0.7331
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0876 - g_loss: 1.4117 - d_accuracy: 0.7370Epoch 54: D Accuracy = 0.7143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0862 - g_loss: 1.4280 - d_accuracy: 0.7361
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1416 - g_loss: 1.3921 - d_accuracy: 0.7130Epoch 55: D Accuracy = 0.6857
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1438 - g_loss: 1.4155 - d_accuracy: 0.7121
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1127 - g_loss: 1.3424 - d_accuracy: 0.7292Epoch 56: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1126 - g_loss: 1.3471 - d_accuracy: 0.7282
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0886 - g_loss: 1.3630 - d_accuracy: 0.7414Epoch 57: D Accuracy = 0.6786
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0898 - g_loss: 1.3706 - d_accuracy: 0.7392
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1225 - g_loss: 1.3473 - d_accuracy: 0.7266Epoch 58: D Accuracy = 0.7286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1194 - g_loss: 1.3472 - d_accuracy: 0.7267
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0973 - g_loss: 1.3622 - d_accuracy: 0.7369Epoch 59: D Accuracy = 0.7429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0963 - g_loss: 1.3597 - d_accuracy: 0.7371
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1235 - g_loss: 1.3365 - d_accuracy: 0.7205Epoch 60: D Accuracy = 0.8286
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1179 - g_loss: 1.3370 - d_accuracy: 0.7244
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1026 - g_loss: 1.3563 - d_accuracy: 0.7340Epoch 61: D Accuracy = 0.7357
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1031 - g_loss: 1.3573 - d_accuracy: 0.7341
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1394 - g_loss: 1.3684 - d_accuracy: 0.7179Epoch 62: D Accuracy = 0.7571
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1352 - g_loss: 1.3720 - d_accuracy: 0.7193
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1288 - g_loss: 1.3536 - d_accuracy: 0.7204Epoch 63: D Accuracy = 0.7286
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1272 - g_loss: 1.3696 - d_accuracy: 0.7207
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0636 - g_loss: 1.3522 - d_accuracy: 0.7486Epoch 64: D Accuracy = 0.7786
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0633 - g_loss: 1.3438 - d_accuracy: 0.7497
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1424 - g_loss: 1.3852 - d_accuracy: 0.7096Epoch 65: D Accuracy = 0.7071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1420 - g_loss: 1.3886 - d_accuracy: 0.7096
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1313 - g_loss: 1.3527 - d_accuracy: 0.7167Epoch 66: D Accuracy = 0.8000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1294 - g_loss: 1.3403 - d_accuracy: 0.7197
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0811 - g_loss: 1.3425 - d_accuracy: 0.7437Epoch 67: D Accuracy = 0.8071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0780 - g_loss: 1.3375 - d_accuracy: 0.7460
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0998 - g_loss: 1.3628 - d_accuracy: 0.7301Epoch 68: D Accuracy = 0.7357
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0993 - g_loss: 1.3676 - d_accuracy: 0.7303
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1545 - g_loss: 1.3711 - d_accuracy: 0.6990Epoch 69: D Accuracy = 0.5571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1611 - g_loss: 1.3891 - d_accuracy: 0.6940
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1298 - g_loss: 1.3142 - d_accuracy: 0.7199Epoch 70: D Accuracy = 0.7429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1320 - g_loss: 1.3042 - d_accuracy: 0.7208
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0993 - g_loss: 1.3462 - d_accuracy: 0.7342Epoch 71: D Accuracy = 0.7214
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0992 - g_loss: 1.3556 - d_accuracy: 0.7337
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1018 - g_loss: 1.3102 - d_accuracy: 0.7338Epoch 72: D Accuracy = 0.7000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1017 - g_loss: 1.3189 - d_accuracy: 0.7326
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1135 - g_loss: 1.3088 - d_accuracy: 0.7276Epoch 73: D Accuracy = 0.7071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1147 - g_loss: 1.2944 - d_accuracy: 0.7268
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1127 - g_loss: 1.3635 - d_accuracy: 0.7335Epoch 74: D Accuracy = 0.8000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1101 - g_loss: 1.3669 - d_accuracy: 0.7359
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1204 - g_loss: 1.3328 - d_accuracy: 0.7280Epoch 75: D Accuracy = 0.7214
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1206 - g_loss: 1.3345 - d_accuracy: 0.7277
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1281 - g_loss: 1.3355 - d_accuracy: 0.7226Epoch 76: D Accuracy = 0.7786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1279 - g_loss: 1.3351 - d_accuracy: 0.7246
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1227 - g_loss: 1.3582 - d_accuracy: 0.7195Epoch 77: D Accuracy = 0.7143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1213 - g_loss: 1.3641 - d_accuracy: 0.7193
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1295 - g_loss: 1.2952 - d_accuracy: 0.7190Epoch 78: D Accuracy = 0.7714
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1280 - g_loss: 1.2935 - d_accuracy: 0.7208
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1376 - g_loss: 1.3303 - d_accuracy: 0.7097Epoch 79: D Accuracy = 0.6429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1422 - g_loss: 1.3413 - d_accuracy: 0.7073
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1336 - g_loss: 1.2863 - d_accuracy: 0.7206Epoch 80: D Accuracy = 0.7643
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1323 - g_loss: 1.2854 - d_accuracy: 0.7221
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1375 - g_loss: 1.3549 - d_accuracy: 0.7141Epoch 81: D Accuracy = 0.7286
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1323 - g_loss: 1.3674 - d_accuracy: 0.7146
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1359 - g_loss: 1.3608 - d_accuracy: 0.7168Epoch 82: D Accuracy = 0.6929
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1347 - g_loss: 1.3718 - d_accuracy: 0.7159
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1418 - g_loss: 1.3071 - d_accuracy: 0.7101Epoch 83: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1416 - g_loss: 1.3229 - d_accuracy: 0.7080
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1120 - g_loss: 1.3079 - d_accuracy: 0.7243Epoch 84: D Accuracy = 0.7714
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1090 - g_loss: 1.2973 - d_accuracy: 0.7260
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1413 - g_loss: 1.3478 - d_accuracy: 0.7080Epoch 85: D Accuracy = 0.6357
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1409 - g_loss: 1.3650 - d_accuracy: 0.7054
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1369 - g_loss: 1.3050 - d_accuracy: 0.7194Epoch 86: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1381 - g_loss: 1.3027 - d_accuracy: 0.7187
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1423 - g_loss: 1.3364 - d_accuracy: 0.7175Epoch 87: D Accuracy = 0.6643
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1450 - g_loss: 1.3409 - d_accuracy: 0.7156
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1458 - g_loss: 1.2981 - d_accuracy: 0.7165Epoch 88: D Accuracy = 0.7357
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1446 - g_loss: 1.2877 - d_accuracy: 0.7172
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1274 - g_loss: 1.3216 - d_accuracy: 0.7184Epoch 89: D Accuracy = 0.6786
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1300 - g_loss: 1.3144 - d_accuracy: 0.7170
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1083 - g_loss: 1.3327 - d_accuracy: 0.7285Epoch 90: D Accuracy = 0.7429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1088 - g_loss: 1.3172 - d_accuracy: 0.7290
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1488 - g_loss: 1.3346 - d_accuracy: 0.7110Epoch 91: D Accuracy = 0.7429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1471 - g_loss: 1.3317 - d_accuracy: 0.7121
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1297 - g_loss: 1.3238 - d_accuracy: 0.7186Epoch 92: D Accuracy = 0.6571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1320 - g_loss: 1.3302 - d_accuracy: 0.7164
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1348 - g_loss: 1.2841 - d_accuracy: 0.7134Epoch 93: D Accuracy = 0.7357
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1331 - g_loss: 1.2798 - d_accuracy: 0.7142
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1208 - g_loss: 1.3514 - d_accuracy: 0.7200Epoch 94: D Accuracy = 0.7143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1189 - g_loss: 1.3606 - d_accuracy: 0.7198
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1415 - g_loss: 1.3299 - d_accuracy: 0.7130Epoch 95: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1391 - g_loss: 1.3381 - d_accuracy: 0.7143
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1161 - g_loss: 1.3147 - d_accuracy: 0.7272Epoch 96: D Accuracy = 0.7429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1138 - g_loss: 1.3193 - d_accuracy: 0.7277
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1200 - g_loss: 1.3186 - d_accuracy: 0.7186Epoch 97: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1191 - g_loss: 1.3154 - d_accuracy: 0.7197
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0979 - g_loss: 1.3463 - d_accuracy: 0.7395Epoch 98: D Accuracy = 0.7857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0949 - g_loss: 1.3460 - d_accuracy: 0.7411
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1732 - g_loss: 1.3438 - d_accuracy: 0.6968Epoch 99: D Accuracy = 0.7857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1674 - g_loss: 1.3455 - d_accuracy: 0.7000
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1320 - g_loss: 1.3091 - d_accuracy: 0.7162
Class 2 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.7429
27/27 [==============================] - 1s 40ms/step - d_loss: 1.1305 - g_loss: 1.3117 - d_accuracy: 0.7171
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1513 - g_loss: 1.2964 - d_accuracy: 0.7059Epoch 101: D Accuracy = 0.6643
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1529 - g_loss: 1.3039 - d_accuracy: 0.7044
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1239 - g_loss: 1.3171 - d_accuracy: 0.7236Epoch 102: D Accuracy = 0.8071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1226 - g_loss: 1.3043 - d_accuracy: 0.7266
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1174 - g_loss: 1.3062 - d_accuracy: 0.7252Epoch 103: D Accuracy = 0.7357
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1169 - g_loss: 1.3084 - d_accuracy: 0.7255
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1372 - g_loss: 1.2869 - d_accuracy: 0.7131Epoch 104: D Accuracy = 0.7429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1359 - g_loss: 1.2793 - d_accuracy: 0.7142
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1562 - g_loss: 1.3543 - d_accuracy: 0.7011Epoch 105: D Accuracy = 0.7786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1511 - g_loss: 1.3561 - d_accuracy: 0.7039
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1521 - g_loss: 1.3118 - d_accuracy: 0.7073Epoch 106: D Accuracy = 0.6714
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1564 - g_loss: 1.2946 - d_accuracy: 0.7060
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1437 - g_loss: 1.3379 - d_accuracy: 0.7082Epoch 107: D Accuracy = 0.8214
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1381 - g_loss: 1.3334 - d_accuracy: 0.7123
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1232 - g_loss: 1.3312 - d_accuracy: 0.7198Epoch 108: D Accuracy = 0.7286
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1216 - g_loss: 1.3392 - d_accuracy: 0.7201
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1296 - g_loss: 1.3052 - d_accuracy: 0.7190
Epoch 109: Generator loss improved from 0.8050 to 0.6894. Saving weights.
Epoch 109: D Accuracy = 0.6643
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1374 - g_loss: 1.2832 - d_accuracy: 0.7171
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1351 - g_loss: 1.3364 - d_accuracy: 0.7124Epoch 110: D Accuracy = 0.7143
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1353 - g_loss: 1.3272 - d_accuracy: 0.7124
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1107 - g_loss: 1.3060 - d_accuracy: 0.7255Epoch 111: D Accuracy = 0.8357
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1052 - g_loss: 1.3069 - d_accuracy: 0.7295
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1373 - g_loss: 1.3416 - d_accuracy: 0.7065Epoch 112: D Accuracy = 0.6500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1385 - g_loss: 1.3374 - d_accuracy: 0.7045
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1146 - g_loss: 1.3348 - d_accuracy: 0.7251Epoch 113: D Accuracy = 0.6786
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1179 - g_loss: 1.3524 - d_accuracy: 0.7234
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1521 - g_loss: 1.3576 - d_accuracy: 0.7029Epoch 114: D Accuracy = 0.6857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1486 - g_loss: 1.3685 - d_accuracy: 0.7023
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1214 - g_loss: 1.3283 - d_accuracy: 0.7147Epoch 115: D Accuracy = 0.7143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1179 - g_loss: 1.3445 - d_accuracy: 0.7147
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1024 - g_loss: 1.3314 - d_accuracy: 0.7272Epoch 116: D Accuracy = 0.8214
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0967 - g_loss: 1.3388 - d_accuracy: 0.7305
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1129 - g_loss: 1.3398 - d_accuracy: 0.7257Epoch 117: D Accuracy = 0.7571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1127 - g_loss: 1.3262 - d_accuracy: 0.7268
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1592 - g_loss: 1.3539 - d_accuracy: 0.6939Epoch 118: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1612 - g_loss: 1.3379 - d_accuracy: 0.6941
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1063 - g_loss: 1.3240 - d_accuracy: 0.7219Epoch 119: D Accuracy = 0.7214
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1068 - g_loss: 1.3126 - d_accuracy: 0.7219
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1294 - g_loss: 1.3703 - d_accuracy: 0.7161Epoch 120: D Accuracy = 0.6429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1289 - g_loss: 1.3906 - d_accuracy: 0.7135
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1049 - g_loss: 1.3316 - d_accuracy: 0.7289Epoch 121: D Accuracy = 0.6929
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1048 - g_loss: 1.3458 - d_accuracy: 0.7276
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1789 - g_loss: 1.3582 - d_accuracy: 0.6937Epoch 122: D Accuracy = 0.6857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1809 - g_loss: 1.3407 - d_accuracy: 0.6934
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1391 - g_loss: 1.3187 - d_accuracy: 0.7130Epoch 123: D Accuracy = 0.7857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1349 - g_loss: 1.3224 - d_accuracy: 0.7156
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1135 - g_loss: 1.3195 - d_accuracy: 0.7270Epoch 124: D Accuracy = 0.6714
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1163 - g_loss: 1.3163 - d_accuracy: 0.7250
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1124 - g_loss: 1.3341 - d_accuracy: 0.7245Epoch 125: D Accuracy = 0.7571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1139 - g_loss: 1.3243 - d_accuracy: 0.7257
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1494 - g_loss: 1.3502 - d_accuracy: 0.7116Epoch 126: D Accuracy = 0.7714
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1451 - g_loss: 1.3595 - d_accuracy: 0.7137
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1203 - g_loss: 1.3558 - d_accuracy: 0.7236Epoch 127: D Accuracy = 0.7214
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1180 - g_loss: 1.3725 - d_accuracy: 0.7235
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1210 - g_loss: 1.3350 - d_accuracy: 0.7212Epoch 128: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1224 - g_loss: 1.3492 - d_accuracy: 0.7196
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1319 - g_loss: 1.3589 - d_accuracy: 0.7215Epoch 129: D Accuracy = 0.6643
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1345 - g_loss: 1.3568 - d_accuracy: 0.7195
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0990 - g_loss: 1.3355 - d_accuracy: 0.7294Epoch 130: D Accuracy = 0.7714
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1012 - g_loss: 1.3209 - d_accuracy: 0.7309
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0976 - g_loss: 1.3997 - d_accuracy: 0.7283Epoch 131: D Accuracy = 0.5786
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1018 - g_loss: 1.4435 - d_accuracy: 0.7230
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1105 - g_loss: 1.3308 - d_accuracy: 0.7270Epoch 132: D Accuracy = 0.6643
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1171 - g_loss: 1.3108 - d_accuracy: 0.7248
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1332 - g_loss: 1.3424 - d_accuracy: 0.7129Epoch 133: D Accuracy = 0.7286
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1316 - g_loss: 1.3297 - d_accuracy: 0.7135
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1194 - g_loss: 1.3540 - d_accuracy: 0.7187Epoch 134: D Accuracy = 0.7929
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1171 - g_loss: 1.3454 - d_accuracy: 0.7214
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0911 - g_loss: 1.3896 - d_accuracy: 0.7345Epoch 135: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0915 - g_loss: 1.4035 - d_accuracy: 0.7325
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1066 - g_loss: 1.3602 - d_accuracy: 0.7336Epoch 136: D Accuracy = 0.8000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1051 - g_loss: 1.3518 - d_accuracy: 0.7360
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1218 - g_loss: 1.3751 - d_accuracy: 0.7189Epoch 137: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1220 - g_loss: 1.3621 - d_accuracy: 0.7200
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1070 - g_loss: 1.3659 - d_accuracy: 0.7302Epoch 138: D Accuracy = 0.8286
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1057 - g_loss: 1.3596 - d_accuracy: 0.7337
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0721 - g_loss: 1.3463 - d_accuracy: 0.7492Epoch 139: D Accuracy = 0.7286
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0740 - g_loss: 1.3347 - d_accuracy: 0.7485
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1228 - g_loss: 1.3824 - d_accuracy: 0.7178Epoch 140: D Accuracy = 0.7214
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1250 - g_loss: 1.3663 - d_accuracy: 0.7180
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0817 - g_loss: 1.3703 - d_accuracy: 0.7381Epoch 141: D Accuracy = 0.7643
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0791 - g_loss: 1.3701 - d_accuracy: 0.7390
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0909 - g_loss: 1.3788 - d_accuracy: 0.7294Epoch 142: D Accuracy = 0.7786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0883 - g_loss: 1.3774 - d_accuracy: 0.7311
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1201 - g_loss: 1.3930 - d_accuracy: 0.7220Epoch 143: D Accuracy = 0.7857
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1179 - g_loss: 1.3890 - d_accuracy: 0.7242
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0698 - g_loss: 1.3680 - d_accuracy: 0.7477Epoch 144: D Accuracy = 0.8214
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0686 - g_loss: 1.3603 - d_accuracy: 0.7504
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0866 - g_loss: 1.3936 - d_accuracy: 0.7374Epoch 145: D Accuracy = 0.8071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0841 - g_loss: 1.3976 - d_accuracy: 0.7399
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0941 - g_loss: 1.3877 - d_accuracy: 0.7365Epoch 146: D Accuracy = 0.7714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0923 - g_loss: 1.3944 - d_accuracy: 0.7377
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0767 - g_loss: 1.3870 - d_accuracy: 0.7488Epoch 147: D Accuracy = 0.8071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0760 - g_loss: 1.3757 - d_accuracy: 0.7509
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1206 - g_loss: 1.4511 - d_accuracy: 0.7130Epoch 148: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1182 - g_loss: 1.4460 - d_accuracy: 0.7143
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0865 - g_loss: 1.3970 - d_accuracy: 0.7387Epoch 149: D Accuracy = 0.8286
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0822 - g_loss: 1.3990 - d_accuracy: 0.7419
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1302 - g_loss: 1.3847 - d_accuracy: 0.7211Epoch 150: D Accuracy = 0.7857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1273 - g_loss: 1.3757 - d_accuracy: 0.7234
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0702 - g_loss: 1.4213 - d_accuracy: 0.7430Epoch 151: D Accuracy = 0.6786
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0758 - g_loss: 1.4011 - d_accuracy: 0.7407
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0833 - g_loss: 1.3872 - d_accuracy: 0.7389Epoch 152: D Accuracy = 0.7429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0858 - g_loss: 1.3715 - d_accuracy: 0.7390
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0879 - g_loss: 1.4139 - d_accuracy: 0.7338Epoch 153: D Accuracy = 0.7143
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0943 - g_loss: 1.3914 - d_accuracy: 0.7331
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0929 - g_loss: 1.4404 - d_accuracy: 0.7356Epoch 154: D Accuracy = 0.7357
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0913 - g_loss: 1.4473 - d_accuracy: 0.7356
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0922 - g_loss: 1.4203 - d_accuracy: 0.7305Epoch 155: D Accuracy = 0.8143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0861 - g_loss: 1.4236 - d_accuracy: 0.7335
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0931 - g_loss: 1.4091 - d_accuracy: 0.7310Epoch 156: D Accuracy = 0.6286
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0996 - g_loss: 1.4301 - d_accuracy: 0.7274
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0667 - g_loss: 1.3862 - d_accuracy: 0.7500Epoch 157: D Accuracy = 0.7429
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0663 - g_loss: 1.3855 - d_accuracy: 0.7498
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0457 - g_loss: 1.4241 - d_accuracy: 0.7596Epoch 158: D Accuracy = 0.8286
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0436 - g_loss: 1.4210 - d_accuracy: 0.7620
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0818 - g_loss: 1.4260 - d_accuracy: 0.7364Epoch 159: D Accuracy = 0.7643
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0820 - g_loss: 1.4143 - d_accuracy: 0.7373
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0803 - g_loss: 1.4250 - d_accuracy: 0.7419Epoch 160: D Accuracy = 0.7857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0819 - g_loss: 1.4081 - d_accuracy: 0.7435
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1231 - g_loss: 1.4802 - d_accuracy: 0.7257Epoch 161: D Accuracy = 0.6786
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1212 - g_loss: 1.5028 - d_accuracy: 0.7240
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0796 - g_loss: 1.4075 - d_accuracy: 0.7421Epoch 162: D Accuracy = 0.6000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0842 - g_loss: 1.4302 - d_accuracy: 0.7371
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0974 - g_loss: 1.4222 - d_accuracy: 0.7348Epoch 163: D Accuracy = 0.6643
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1005 - g_loss: 1.4453 - d_accuracy: 0.7323
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0523 - g_loss: 1.4341 - d_accuracy: 0.7524Epoch 164: D Accuracy = 0.6714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0559 - g_loss: 1.4415 - d_accuracy: 0.7495
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0562 - g_loss: 1.4270 - d_accuracy: 0.7562
Epoch 165: Generator loss improved from 0.6894 to 0.6097. Saving weights.
Epoch 165: D Accuracy = 0.6857
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0678 - g_loss: 1.3978 - d_accuracy: 0.7536
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0910 - g_loss: 1.4271 - d_accuracy: 0.7336Epoch 166: D Accuracy = 0.7643
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0906 - g_loss: 1.4122 - d_accuracy: 0.7347
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0652 - g_loss: 1.4368 - d_accuracy: 0.7439Epoch 167: D Accuracy = 0.6714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0702 - g_loss: 1.4120 - d_accuracy: 0.7413
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0732 - g_loss: 1.4665 - d_accuracy: 0.7446Epoch 168: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0816 - g_loss: 1.4883 - d_accuracy: 0.7394
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1025 - g_loss: 1.4600 - d_accuracy: 0.7285Epoch 169: D Accuracy = 0.9143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0929 - g_loss: 1.4601 - d_accuracy: 0.7351
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0914 - g_loss: 1.4439 - d_accuracy: 0.7380Epoch 170: D Accuracy = 0.6786
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0947 - g_loss: 1.4289 - d_accuracy: 0.7358
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0469 - g_loss: 1.4546 - d_accuracy: 0.7576Epoch 171: D Accuracy = 0.8143
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0444 - g_loss: 1.4517 - d_accuracy: 0.7596
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0548 - g_loss: 1.4187 - d_accuracy: 0.7517Epoch 172: D Accuracy = 0.7143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0579 - g_loss: 1.4052 - d_accuracy: 0.7504
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0482 - g_loss: 1.4769 - d_accuracy: 0.7547Epoch 173: D Accuracy = 0.7786
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0492 - g_loss: 1.4679 - d_accuracy: 0.7555
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0835 - g_loss: 1.4847 - d_accuracy: 0.7409Epoch 174: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0800 - g_loss: 1.4937 - d_accuracy: 0.7412
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0542 - g_loss: 1.5026 - d_accuracy: 0.7482Epoch 175: D Accuracy = 0.7571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0512 - g_loss: 1.5123 - d_accuracy: 0.7486
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0615 - g_loss: 1.4643 - d_accuracy: 0.7500Epoch 176: D Accuracy = 0.7143
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0623 - g_loss: 1.4688 - d_accuracy: 0.7487
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0658 - g_loss: 1.4864 - d_accuracy: 0.7472Epoch 177: D Accuracy = 0.8000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0623 - g_loss: 1.4910 - d_accuracy: 0.7491
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0445 - g_loss: 1.4906 - d_accuracy: 0.7565Epoch 178: D Accuracy = 0.7857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0422 - g_loss: 1.4958 - d_accuracy: 0.7576
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0603 - g_loss: 1.4725 - d_accuracy: 0.7516Epoch 179: D Accuracy = 0.8286
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0581 - g_loss: 1.4629 - d_accuracy: 0.7544
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0397 - g_loss: 1.4996 - d_accuracy: 0.7544Epoch 180: D Accuracy = 0.7857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0349 - g_loss: 1.5061 - d_accuracy: 0.7555
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1075 - g_loss: 1.4725 - d_accuracy: 0.7165Epoch 181: D Accuracy = 0.7429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1057 - g_loss: 1.4579 - d_accuracy: 0.7174
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0473 - g_loss: 1.4627 - d_accuracy: 0.7551Epoch 182: D Accuracy = 0.8143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0456 - g_loss: 1.4546 - d_accuracy: 0.7572
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0468 - g_loss: 1.4616 - d_accuracy: 0.7525Epoch 183: D Accuracy = 0.7857
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0449 - g_loss: 1.4584 - d_accuracy: 0.7537
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0383 - g_loss: 1.5143 - d_accuracy: 0.7540Epoch 184: D Accuracy = 0.6357
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0426 - g_loss: 1.5412 - d_accuracy: 0.7498
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0357 - g_loss: 1.4733 - d_accuracy: 0.7656Epoch 185: D Accuracy = 0.8357
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0314 - g_loss: 1.4782 - d_accuracy: 0.7681
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0663 - g_loss: 1.4547 - d_accuracy: 0.7419Epoch 186: D Accuracy = 0.7786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0629 - g_loss: 1.4534 - d_accuracy: 0.7433
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0603 - g_loss: 1.5225 - d_accuracy: 0.7526Epoch 187: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0586 - g_loss: 1.5090 - d_accuracy: 0.7543
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0441 - g_loss: 1.5013 - d_accuracy: 0.7576Epoch 188: D Accuracy = 0.7571
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0430 - g_loss: 1.5150 - d_accuracy: 0.7576
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0681 - g_loss: 1.4857 - d_accuracy: 0.7404Epoch 189: D Accuracy = 0.7643
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0674 - g_loss: 1.4772 - d_accuracy: 0.7413
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0143 - g_loss: 1.5107 - d_accuracy: 0.7666Epoch 190: D Accuracy = 0.8071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0129 - g_loss: 1.5040 - d_accuracy: 0.7680
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0800 - g_loss: 1.4881 - d_accuracy: 0.7427Epoch 191: D Accuracy = 0.7714
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0786 - g_loss: 1.4879 - d_accuracy: 0.7437
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0485 - g_loss: 1.4535 - d_accuracy: 0.7589Epoch 192: D Accuracy = 0.7643
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0480 - g_loss: 1.4447 - d_accuracy: 0.7591
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0482 - g_loss: 1.5175 - d_accuracy: 0.7522Epoch 193: D Accuracy = 0.5786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0571 - g_loss: 1.5525 - d_accuracy: 0.7460
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0716 - g_loss: 1.4477 - d_accuracy: 0.7511Epoch 194: D Accuracy = 0.7643
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0718 - g_loss: 1.4409 - d_accuracy: 0.7516
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0499 - g_loss: 1.4701 - d_accuracy: 0.7596Epoch 195: D Accuracy = 0.8143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0507 - g_loss: 1.4527 - d_accuracy: 0.7616
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0453 - g_loss: 1.4955 - d_accuracy: 0.7515Epoch 196: D Accuracy = 0.7714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0427 - g_loss: 1.5045 - d_accuracy: 0.7522
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0445 - g_loss: 1.5017 - d_accuracy: 0.7559Epoch 197: D Accuracy = 0.8071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0401 - g_loss: 1.5113 - d_accuracy: 0.7577
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0481 - g_loss: 1.5248 - d_accuracy: 0.7515Epoch 198: D Accuracy = 0.8286
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0458 - g_loss: 1.5203 - d_accuracy: 0.7542
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0342 - g_loss: 1.5188 - d_accuracy: 0.7633Epoch 199: D Accuracy = 0.8643
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0299 - g_loss: 1.5193 - d_accuracy: 0.7670
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0189 - g_loss: 1.5074 - d_accuracy: 0.7663
Class 2 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.8143
27/27 [==============================] - 1s 40ms/step - d_loss: 1.0151 - g_loss: 1.5080 - d_accuracy: 0.7680
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0779 - g_loss: 1.5352 - d_accuracy: 0.7321Epoch 201: D Accuracy = 0.6857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0759 - g_loss: 1.5484 - d_accuracy: 0.7305
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0423 - g_loss: 1.4856 - d_accuracy: 0.7549Epoch 202: D Accuracy = 0.7143
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0423 - g_loss: 1.4921 - d_accuracy: 0.7534
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0461 - g_loss: 1.4986 - d_accuracy: 0.7507Epoch 203: D Accuracy = 0.8357
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0420 - g_loss: 1.4996 - d_accuracy: 0.7538
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0644 - g_loss: 1.5150 - d_accuracy: 0.7520Epoch 204: D Accuracy = 0.7857
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0644 - g_loss: 1.5067 - d_accuracy: 0.7532
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0259 - g_loss: 1.5738 - d_accuracy: 0.7606Epoch 205: D Accuracy = 0.6429
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0275 - g_loss: 1.5965 - d_accuracy: 0.7564
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0468 - g_loss: 1.5131 - d_accuracy: 0.7574Epoch 206: D Accuracy = 0.8286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0428 - g_loss: 1.5185 - d_accuracy: 0.7599
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0315 - g_loss: 1.5245 - d_accuracy: 0.7656Epoch 207: D Accuracy = 0.7571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0318 - g_loss: 1.5224 - d_accuracy: 0.7653
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0518 - g_loss: 1.5435 - d_accuracy: 0.7484Epoch 208: D Accuracy = 0.7214
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0510 - g_loss: 1.5510 - d_accuracy: 0.7474
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0172 - g_loss: 1.5494 - d_accuracy: 0.7748Epoch 209: D Accuracy = 0.8143
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0142 - g_loss: 1.5640 - d_accuracy: 0.7762
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0101 - g_loss: 1.5279 - d_accuracy: 0.7689Epoch 210: D Accuracy = 0.6857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0134 - g_loss: 1.5251 - d_accuracy: 0.7659
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0605 - g_loss: 1.5535 - d_accuracy: 0.7596Epoch 211: D Accuracy = 0.7357
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0648 - g_loss: 1.5304 - d_accuracy: 0.7587
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0163 - g_loss: 1.5192 - d_accuracy: 0.7713Epoch 212: D Accuracy = 0.8643
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0090 - g_loss: 1.5278 - d_accuracy: 0.7746
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0057 - g_loss: 1.5705 - d_accuracy: 0.7733Epoch 213: D Accuracy = 0.8714
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0002 - g_loss: 1.5738 - d_accuracy: 0.7768
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0801 - g_loss: 1.5857 - d_accuracy: 0.7498Epoch 214: D Accuracy = 0.8000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0776 - g_loss: 1.5784 - d_accuracy: 0.7516
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0027 - g_loss: 1.5256 - d_accuracy: 0.7793Epoch 215: D Accuracy = 0.8571
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9984 - g_loss: 1.5321 - d_accuracy: 0.7821
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0216 - g_loss: 1.5475 - d_accuracy: 0.7633Epoch 216: D Accuracy = 0.6571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0250 - g_loss: 1.5701 - d_accuracy: 0.7596
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0063 - g_loss: 1.5445 - d_accuracy: 0.7787Epoch 217: D Accuracy = 0.7286
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0088 - g_loss: 1.5426 - d_accuracy: 0.7769
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0255 - g_loss: 1.5419 - d_accuracy: 0.7623Epoch 218: D Accuracy = 0.7929
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0251 - g_loss: 1.5396 - d_accuracy: 0.7634
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0264 - g_loss: 1.5573 - d_accuracy: 0.7663Epoch 219: D Accuracy = 0.8071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0231 - g_loss: 1.5585 - d_accuracy: 0.7678
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0419 - g_loss: 1.5499 - d_accuracy: 0.7565Epoch 220: D Accuracy = 0.8071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0401 - g_loss: 1.5403 - d_accuracy: 0.7583
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0086 - g_loss: 1.5268 - d_accuracy: 0.7712Epoch 221: D Accuracy = 0.7143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0097 - g_loss: 1.5228 - d_accuracy: 0.7692
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0202 - g_loss: 1.5540 - d_accuracy: 0.7675Epoch 222: D Accuracy = 0.7929
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0189 - g_loss: 1.5509 - d_accuracy: 0.7684
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0217 - g_loss: 1.5922 - d_accuracy: 0.7675Epoch 223: D Accuracy = 0.7571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0196 - g_loss: 1.6074 - d_accuracy: 0.7671
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0355 - g_loss: 1.5712 - d_accuracy: 0.7675Epoch 224: D Accuracy = 0.8000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0348 - g_loss: 1.5618 - d_accuracy: 0.7686
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0107 - g_loss: 1.5614 - d_accuracy: 0.7717Epoch 225: D Accuracy = 0.6357
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0171 - g_loss: 1.5756 - d_accuracy: 0.7668
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0040 - g_loss: 1.5703 - d_accuracy: 0.7690Epoch 226: D Accuracy = 0.8071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0026 - g_loss: 1.5615 - d_accuracy: 0.7704
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0093 - g_loss: 1.6078 - d_accuracy: 0.7664Epoch 227: D Accuracy = 0.8071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0060 - g_loss: 1.6094 - d_accuracy: 0.7679
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0319 - g_loss: 1.5584 - d_accuracy: 0.7616Epoch 228: D Accuracy = 0.7429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0322 - g_loss: 1.5602 - d_accuracy: 0.7609
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0160 - g_loss: 1.6015 - d_accuracy: 0.7671Epoch 229: D Accuracy = 0.7286
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0212 - g_loss: 1.5729 - d_accuracy: 0.7658
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9955 - g_loss: 1.5853 - d_accuracy: 0.7820Epoch 230: D Accuracy = 0.7357
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9992 - g_loss: 1.5705 - d_accuracy: 0.7804
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0693 - g_loss: 1.5704 - d_accuracy: 0.7452Epoch 231: D Accuracy = 0.8000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0640 - g_loss: 1.5713 - d_accuracy: 0.7472
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0189 - g_loss: 1.5597 - d_accuracy: 0.7677Epoch 232: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0246 - g_loss: 1.5378 - d_accuracy: 0.7670
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0081 - g_loss: 1.6095 - d_accuracy: 0.7729Epoch 233: D Accuracy = 0.8071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0090 - g_loss: 1.5903 - d_accuracy: 0.7742
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9898 - g_loss: 1.6080 - d_accuracy: 0.7809Epoch 234: D Accuracy = 0.7143
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9897 - g_loss: 1.6316 - d_accuracy: 0.7786
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0331 - g_loss: 1.5715 - d_accuracy: 0.7656Epoch 235: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0310 - g_loss: 1.5665 - d_accuracy: 0.7668
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0004 - g_loss: 1.6008 - d_accuracy: 0.7688Epoch 236: D Accuracy = 0.7643
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9988 - g_loss: 1.6161 - d_accuracy: 0.7686
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0108 - g_loss: 1.5620 - d_accuracy: 0.7757Epoch 237: D Accuracy = 0.8929
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0063 - g_loss: 1.5541 - d_accuracy: 0.7799
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0203 - g_loss: 1.5984 - d_accuracy: 0.7658Epoch 238: D Accuracy = 0.7429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0211 - g_loss: 1.6010 - d_accuracy: 0.7650
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0265 - g_loss: 1.5967 - d_accuracy: 0.7672Epoch 239: D Accuracy = 0.7643
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0262 - g_loss: 1.6063 - d_accuracy: 0.7671
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9875 - g_loss: 1.5840 - d_accuracy: 0.7829Epoch 240: D Accuracy = 0.6786
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9925 - g_loss: 1.5856 - d_accuracy: 0.7792
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0381 - g_loss: 1.6124 - d_accuracy: 0.7541Epoch 241: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0366 - g_loss: 1.6426 - d_accuracy: 0.7521
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9930 - g_loss: 1.5706 - d_accuracy: 0.7805Epoch 242: D Accuracy = 0.8000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9935 - g_loss: 1.5560 - d_accuracy: 0.7812
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9767 - g_loss: 1.6393 - d_accuracy: 0.7844Epoch 243: D Accuracy = 0.7643
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9792 - g_loss: 1.6273 - d_accuracy: 0.7837
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0869 - g_loss: 1.6639 - d_accuracy: 0.7472Epoch 244: D Accuracy = 0.7929
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0807 - g_loss: 1.6847 - d_accuracy: 0.7489
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9919 - g_loss: 1.5912 - d_accuracy: 0.7799Epoch 245: D Accuracy = 0.8071
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9896 - g_loss: 1.5925 - d_accuracy: 0.7809
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0040 - g_loss: 1.6049 - d_accuracy: 0.7746Epoch 246: D Accuracy = 0.8214
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0029 - g_loss: 1.5953 - d_accuracy: 0.7763
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9826 - g_loss: 1.6153 - d_accuracy: 0.7893Epoch 247: D Accuracy = 0.8786
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9778 - g_loss: 1.6123 - d_accuracy: 0.7925
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0201 - g_loss: 1.6322 - d_accuracy: 0.7676Epoch 248: D Accuracy = 0.8357
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0174 - g_loss: 1.6193 - d_accuracy: 0.7701
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0696 - g_loss: 1.6270 - d_accuracy: 0.7465Epoch 249: D Accuracy = 0.8500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0620 - g_loss: 1.6310 - d_accuracy: 0.7502
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9825 - g_loss: 1.5877 - d_accuracy: 0.7913Epoch 250: D Accuracy = 0.8143
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9831 - g_loss: 1.5729 - d_accuracy: 0.7921
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0087 - g_loss: 1.6226 - d_accuracy: 0.7737Epoch 251: D Accuracy = 0.6857
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0103 - g_loss: 1.6416 - d_accuracy: 0.7705
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9636 - g_loss: 1.6329 - d_accuracy: 0.7987Epoch 252: D Accuracy = 0.7714
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9651 - g_loss: 1.6403 - d_accuracy: 0.7977
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0377 - g_loss: 1.6731 - d_accuracy: 0.7684Epoch 253: D Accuracy = 0.8214
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0294 - g_loss: 1.6913 - d_accuracy: 0.7703
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9871 - g_loss: 1.6106 - d_accuracy: 0.7784Epoch 254: D Accuracy = 0.7071
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9880 - g_loss: 1.6256 - d_accuracy: 0.7758
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9895 - g_loss: 1.5963 - d_accuracy: 0.7761Epoch 255: D Accuracy = 0.7714
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9902 - g_loss: 1.5986 - d_accuracy: 0.7759
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9796 - g_loss: 1.6582 - d_accuracy: 0.7861Epoch 256: D Accuracy = 0.5643
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9934 - g_loss: 1.6977 - d_accuracy: 0.7782
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0340 - g_loss: 1.6484 - d_accuracy: 0.7667Epoch 257: D Accuracy = 0.7786
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0336 - g_loss: 1.6401 - d_accuracy: 0.7671
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9765 - g_loss: 1.6341 - d_accuracy: 0.7920Epoch 258: D Accuracy = 0.7357
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9781 - g_loss: 1.6490 - d_accuracy: 0.7900
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0081 - g_loss: 1.6880 - d_accuracy: 0.7716Epoch 259: D Accuracy = 0.6929
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0101 - g_loss: 1.7149 - d_accuracy: 0.7688
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9510 - g_loss: 1.6488 - d_accuracy: 0.7987Epoch 260: D Accuracy = 0.8214
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9521 - g_loss: 1.6366 - d_accuracy: 0.7995
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9689 - g_loss: 1.6437 - d_accuracy: 0.7857Epoch 261: D Accuracy = 0.7714
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9730 - g_loss: 1.6242 - d_accuracy: 0.7852
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9697 - g_loss: 1.6685 - d_accuracy: 0.7924Epoch 262: D Accuracy = 0.8857
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9646 - g_loss: 1.6722 - d_accuracy: 0.7957
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0272 - g_loss: 1.6947 - d_accuracy: 0.7658Epoch 263: D Accuracy = 0.7857
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0262 - g_loss: 1.6775 - d_accuracy: 0.7665
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9946 - g_loss: 1.6933 - d_accuracy: 0.7721Epoch 264: D Accuracy = 0.8429
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9902 - g_loss: 1.6996 - d_accuracy: 0.7746
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0174 - g_loss: 1.6630 - d_accuracy: 0.7638Epoch 265: D Accuracy = 0.7643
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0182 - g_loss: 1.6445 - d_accuracy: 0.7639
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9965 - g_loss: 1.6951 - d_accuracy: 0.7779Epoch 266: D Accuracy = 0.6429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0033 - g_loss: 1.7285 - d_accuracy: 0.7730
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9752 - g_loss: 1.6459 - d_accuracy: 0.7850Epoch 267: D Accuracy = 0.7071
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9784 - g_loss: 1.6709 - d_accuracy: 0.7822
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9908 - g_loss: 1.6369 - d_accuracy: 0.7839Epoch 268: D Accuracy = 0.7786
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9897 - g_loss: 1.6459 - d_accuracy: 0.7837
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9871 - g_loss: 1.6562 - d_accuracy: 0.7862Epoch 269: D Accuracy = 0.8643
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9858 - g_loss: 1.6429 - d_accuracy: 0.7890
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9812 - g_loss: 1.6632 - d_accuracy: 0.7853Epoch 270: D Accuracy = 0.8357
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9809 - g_loss: 1.6492 - d_accuracy: 0.7871
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9829 - g_loss: 1.7127 - d_accuracy: 0.7777Epoch 271: D Accuracy = 0.7000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9855 - g_loss: 1.7377 - d_accuracy: 0.7749
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9783 - g_loss: 1.6320 - d_accuracy: 0.7874Epoch 272: D Accuracy = 0.8071
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9753 - g_loss: 1.6291 - d_accuracy: 0.7881
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9810 - g_loss: 1.6665 - d_accuracy: 0.7829Epoch 273: D Accuracy = 0.7857
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9796 - g_loss: 1.6732 - d_accuracy: 0.7830
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9280 - g_loss: 1.6957 - d_accuracy: 0.8149Epoch 274: D Accuracy = 0.7714
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9378 - g_loss: 1.6665 - d_accuracy: 0.8133
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9984 - g_loss: 1.7096 - d_accuracy: 0.7759Epoch 275: D Accuracy = 0.7786
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9960 - g_loss: 1.7058 - d_accuracy: 0.7760
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9948 - g_loss: 1.6869 - d_accuracy: 0.7766Epoch 276: D Accuracy = 0.7143
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9957 - g_loss: 1.6961 - d_accuracy: 0.7744
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9795 - g_loss: 1.7005 - d_accuracy: 0.7810Epoch 277: D Accuracy = 0.6429
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9835 - g_loss: 1.7264 - d_accuracy: 0.7761
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9638 - g_loss: 1.6889 - d_accuracy: 0.7938Epoch 278: D Accuracy = 0.8071
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9631 - g_loss: 1.6831 - d_accuracy: 0.7943
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9607 - g_loss: 1.7207 - d_accuracy: 0.7946Epoch 279: D Accuracy = 0.7929
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9591 - g_loss: 1.7353 - d_accuracy: 0.7945
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9566 - g_loss: 1.7138 - d_accuracy: 0.7934Epoch 280: D Accuracy = 0.7000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9584 - g_loss: 1.7334 - d_accuracy: 0.7901
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9820 - g_loss: 1.6891 - d_accuracy: 0.7824Epoch 281: D Accuracy = 0.7857
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9812 - g_loss: 1.6738 - d_accuracy: 0.7825
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9283 - g_loss: 1.7078 - d_accuracy: 0.8119Epoch 282: D Accuracy = 0.8357
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9261 - g_loss: 1.7043 - d_accuracy: 0.8128
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9795 - g_loss: 1.6949 - d_accuracy: 0.7937Epoch 283: D Accuracy = 0.7571
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9814 - g_loss: 1.6867 - d_accuracy: 0.7924
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9894 - g_loss: 1.7536 - d_accuracy: 0.7749Epoch 284: D Accuracy = 0.8714
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9832 - g_loss: 1.7534 - d_accuracy: 0.7783
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9584 - g_loss: 1.6932 - d_accuracy: 0.7939Epoch 285: D Accuracy = 0.8429
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9566 - g_loss: 1.6871 - d_accuracy: 0.7957
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9410 - g_loss: 1.7330 - d_accuracy: 0.8046Epoch 286: D Accuracy = 0.7714
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9483 - g_loss: 1.7025 - d_accuracy: 0.8034
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9840 - g_loss: 1.7227 - d_accuracy: 0.7797Epoch 287: D Accuracy = 0.7786
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9879 - g_loss: 1.6986 - d_accuracy: 0.7797
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9692 - g_loss: 1.7207 - d_accuracy: 0.7885Epoch 288: D Accuracy = 0.8643
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9670 - g_loss: 1.7091 - d_accuracy: 0.7912
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9561 - g_loss: 1.7267 - d_accuracy: 0.7955Epoch 289: D Accuracy = 0.8143
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9581 - g_loss: 1.7076 - d_accuracy: 0.7962
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9790 - g_loss: 1.7579 - d_accuracy: 0.7792Epoch 290: D Accuracy = 0.7214
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9886 - g_loss: 1.7252 - d_accuracy: 0.7771
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0268 - g_loss: 1.7678 - d_accuracy: 0.7631Epoch 291: D Accuracy = 0.8071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0255 - g_loss: 1.7561 - d_accuracy: 0.7647
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9450 - g_loss: 1.7302 - d_accuracy: 0.7981Epoch 292: D Accuracy = 0.8571
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9417 - g_loss: 1.7320 - d_accuracy: 0.8002
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9313 - g_loss: 1.7402 - d_accuracy: 0.8087Epoch 293: D Accuracy = 0.8357
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9303 - g_loss: 1.7239 - d_accuracy: 0.8097
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9399 - g_loss: 1.7589 - d_accuracy: 0.7994Epoch 294: D Accuracy = 0.8643
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9373 - g_loss: 1.7578 - d_accuracy: 0.8017
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9601 - g_loss: 1.8347 - d_accuracy: 0.7903Epoch 295: D Accuracy = 0.6857
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9644 - g_loss: 1.8671 - d_accuracy: 0.7866
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9610 - g_loss: 1.7449 - d_accuracy: 0.7864Epoch 296: D Accuracy = 0.8786
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9559 - g_loss: 1.7446 - d_accuracy: 0.7897
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9211 - g_loss: 1.7674 - d_accuracy: 0.8118Epoch 297: D Accuracy = 0.8357
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9223 - g_loss: 1.7555 - d_accuracy: 0.8126
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9359 - g_loss: 1.7701 - d_accuracy: 0.8023Epoch 298: D Accuracy = 0.7714
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9336 - g_loss: 1.7837 - d_accuracy: 0.8012
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9460 - g_loss: 1.7660 - d_accuracy: 0.8027Epoch 299: D Accuracy = 0.8357
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9460 - g_loss: 1.7469 - d_accuracy: 0.8038
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9457 - g_loss: 1.7875 - d_accuracy: 0.7954
Class 2 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.8071
27/27 [==============================] - 1s 40ms/step - d_loss: 0.9496 - g_loss: 1.7615 - d_accuracy: 0.7958
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9875 - g_loss: 1.7887 - d_accuracy: 0.7800Epoch 301: D Accuracy = 0.7643
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9855 - g_loss: 1.7911 - d_accuracy: 0.7795
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8984 - g_loss: 1.7987 - d_accuracy: 0.8214Epoch 302: D Accuracy = 0.8929
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8978 - g_loss: 1.7914 - d_accuracy: 0.8240
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9908 - g_loss: 1.8112 - d_accuracy: 0.7770Epoch 303: D Accuracy = 0.8071
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9935 - g_loss: 1.7883 - d_accuracy: 0.7781
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9517 - g_loss: 1.7803 - d_accuracy: 0.7967Epoch 304: D Accuracy = 0.8143
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9543 - g_loss: 1.7596 - d_accuracy: 0.7973
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0323 - g_loss: 1.8047 - d_accuracy: 0.7771Epoch 305: D Accuracy = 0.8571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0282 - g_loss: 1.7938 - d_accuracy: 0.7800
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9221 - g_loss: 1.7591 - d_accuracy: 0.8102Epoch 306: D Accuracy = 0.8429
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9222 - g_loss: 1.7425 - d_accuracy: 0.8113
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9061 - g_loss: 1.7931 - d_accuracy: 0.8209Epoch 307: D Accuracy = 0.8286
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9055 - g_loss: 1.7945 - d_accuracy: 0.8212
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9277 - g_loss: 1.8047 - d_accuracy: 0.8053Epoch 308: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9291 - g_loss: 1.8157 - d_accuracy: 0.8033
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9757 - g_loss: 1.7644 - d_accuracy: 0.7900Epoch 309: D Accuracy = 0.8214
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9777 - g_loss: 1.7417 - d_accuracy: 0.7911
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9642 - g_loss: 1.8398 - d_accuracy: 0.7974Epoch 310: D Accuracy = 0.7214
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9693 - g_loss: 1.8737 - d_accuracy: 0.7947
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9366 - g_loss: 1.7855 - d_accuracy: 0.7977Epoch 311: D Accuracy = 0.7643
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9364 - g_loss: 1.7882 - d_accuracy: 0.7965
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9313 - g_loss: 1.7737 - d_accuracy: 0.8005Epoch 312: D Accuracy = 0.8214
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9303 - g_loss: 1.7629 - d_accuracy: 0.8013
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9338 - g_loss: 1.8076 - d_accuracy: 0.8061Epoch 313: D Accuracy = 0.8857
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9276 - g_loss: 1.8145 - d_accuracy: 0.8089
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9203 - g_loss: 1.8505 - d_accuracy: 0.8077Epoch 314: D Accuracy = 0.8929
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9153 - g_loss: 1.8483 - d_accuracy: 0.8107
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9575 - g_loss: 1.8358 - d_accuracy: 0.7919Epoch 315: D Accuracy = 0.7357
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9564 - g_loss: 1.8576 - d_accuracy: 0.7899
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8862 - g_loss: 1.8327 - d_accuracy: 0.8299Epoch 316: D Accuracy = 0.9000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8856 - g_loss: 1.8227 - d_accuracy: 0.8324
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9345 - g_loss: 1.8432 - d_accuracy: 0.8009Epoch 317: D Accuracy = 0.8500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9328 - g_loss: 1.8372 - d_accuracy: 0.8026
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9135 - g_loss: 1.8012 - d_accuracy: 0.8216Epoch 318: D Accuracy = 0.8071
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9117 - g_loss: 1.8053 - d_accuracy: 0.8210
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9188 - g_loss: 1.8836 - d_accuracy: 0.8112Epoch 319: D Accuracy = 0.8429
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9171 - g_loss: 1.8862 - d_accuracy: 0.8123
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9114 - g_loss: 1.8377 - d_accuracy: 0.8143Epoch 320: D Accuracy = 0.8500
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9128 - g_loss: 1.8201 - d_accuracy: 0.8156
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9673 - g_loss: 1.8664 - d_accuracy: 0.7904Epoch 321: D Accuracy = 0.8714
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9636 - g_loss: 1.8545 - d_accuracy: 0.7933
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9115 - g_loss: 1.8321 - d_accuracy: 0.8162Epoch 322: D Accuracy = 0.8643
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9106 - g_loss: 1.8282 - d_accuracy: 0.8179
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9577 - g_loss: 1.8475 - d_accuracy: 0.7948Epoch 323: D Accuracy = 0.7357
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9652 - g_loss: 1.8167 - d_accuracy: 0.7926
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8905 - g_loss: 1.8767 - d_accuracy: 0.8204Epoch 324: D Accuracy = 0.8571
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8920 - g_loss: 1.8538 - d_accuracy: 0.8217
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9519 - g_loss: 1.8813 - d_accuracy: 0.7930Epoch 325: D Accuracy = 0.8786
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9454 - g_loss: 1.8852 - d_accuracy: 0.7960
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9230 - g_loss: 1.8508 - d_accuracy: 0.8029Epoch 326: D Accuracy = 0.8143
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9255 - g_loss: 1.8349 - d_accuracy: 0.8033
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8965 - g_loss: 1.8507 - d_accuracy: 0.8238Epoch 327: D Accuracy = 0.7929
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8999 - g_loss: 1.8465 - d_accuracy: 0.8227
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9422 - g_loss: 1.8476 - d_accuracy: 0.8007Epoch 328: D Accuracy = 0.8857
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9380 - g_loss: 1.8349 - d_accuracy: 0.8038
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9370 - g_loss: 1.8694 - d_accuracy: 0.7994Epoch 329: D Accuracy = 0.8643
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9342 - g_loss: 1.8582 - d_accuracy: 0.8017
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9425 - g_loss: 1.8930 - d_accuracy: 0.7974Epoch 330: D Accuracy = 0.7786
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9431 - g_loss: 1.8927 - d_accuracy: 0.7967
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8890 - g_loss: 1.8547 - d_accuracy: 0.8246Epoch 331: D Accuracy = 0.7643
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8899 - g_loss: 1.8740 - d_accuracy: 0.8224
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9205 - g_loss: 1.8622 - d_accuracy: 0.8075Epoch 332: D Accuracy = 0.7357
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9231 - g_loss: 1.8789 - d_accuracy: 0.8049
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9256 - g_loss: 1.8622 - d_accuracy: 0.8108Epoch 333: D Accuracy = 0.8214
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9271 - g_loss: 1.8494 - d_accuracy: 0.8112
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9198 - g_loss: 1.8915 - d_accuracy: 0.8095Epoch 334: D Accuracy = 0.8929
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9167 - g_loss: 1.8855 - d_accuracy: 0.8125
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8691 - g_loss: 1.8882 - d_accuracy: 0.8335Epoch 335: D Accuracy = 0.9071
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8652 - g_loss: 1.8844 - d_accuracy: 0.8361
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9041 - g_loss: 1.8920 - d_accuracy: 0.8158Epoch 336: D Accuracy = 0.8714
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9022 - g_loss: 1.8765 - d_accuracy: 0.8178
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8646 - g_loss: 1.9151 - d_accuracy: 0.8377Epoch 337: D Accuracy = 0.8643
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8654 - g_loss: 1.9077 - d_accuracy: 0.8387
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9210 - g_loss: 1.9251 - d_accuracy: 0.8089Epoch 338: D Accuracy = 0.6500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9294 - g_loss: 1.9731 - d_accuracy: 0.8033
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9908 - g_loss: 1.8688 - d_accuracy: 0.7850Epoch 339: D Accuracy = 0.7643
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9905 - g_loss: 1.8534 - d_accuracy: 0.7842
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9170 - g_loss: 1.8810 - d_accuracy: 0.8128Epoch 340: D Accuracy = 0.8429
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9144 - g_loss: 1.8862 - d_accuracy: 0.8138
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9047 - g_loss: 1.8949 - d_accuracy: 0.8156Epoch 341: D Accuracy = 0.7643
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9141 - g_loss: 1.8683 - d_accuracy: 0.8138
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9063 - g_loss: 1.8880 - d_accuracy: 0.8111Epoch 342: D Accuracy = 0.8214
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9042 - g_loss: 1.8907 - d_accuracy: 0.8115
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9000 - g_loss: 1.8990 - d_accuracy: 0.8166Epoch 343: D Accuracy = 0.8571
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9002 - g_loss: 1.8853 - d_accuracy: 0.8181
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9042 - g_loss: 1.9548 - d_accuracy: 0.8175Epoch 344: D Accuracy = 0.7786
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9048 - g_loss: 1.9467 - d_accuracy: 0.8161
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8829 - g_loss: 1.9507 - d_accuracy: 0.8234Epoch 345: D Accuracy = 0.8286
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8801 - g_loss: 1.9711 - d_accuracy: 0.8236
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8685 - g_loss: 1.8985 - d_accuracy: 0.8370Epoch 346: D Accuracy = 0.8929
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8677 - g_loss: 1.8838 - d_accuracy: 0.8390
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9747 - g_loss: 1.9935 - d_accuracy: 0.7855Epoch 347: D Accuracy = 0.6429
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9806 - g_loss: 2.0382 - d_accuracy: 0.7804
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9016 - g_loss: 1.9136 - d_accuracy: 0.8203Epoch 348: D Accuracy = 0.8429
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9011 - g_loss: 1.9106 - d_accuracy: 0.8211
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8870 - g_loss: 1.9363 - d_accuracy: 0.8240Epoch 349: D Accuracy = 0.8143
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8871 - g_loss: 1.9306 - d_accuracy: 0.8236
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8648 - g_loss: 1.9826 - d_accuracy: 0.8309Epoch 350: D Accuracy = 0.7857
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8662 - g_loss: 2.0158 - d_accuracy: 0.8293
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8864 - g_loss: 1.9351 - d_accuracy: 0.8257Epoch 351: D Accuracy = 0.8286
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8833 - g_loss: 1.9443 - d_accuracy: 0.8258
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9175 - g_loss: 1.9530 - d_accuracy: 0.8052Epoch 352: D Accuracy = 0.7571
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9192 - g_loss: 1.9671 - d_accuracy: 0.8035
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8895 - g_loss: 1.9548 - d_accuracy: 0.8248Epoch 353: D Accuracy = 0.8786
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8867 - g_loss: 1.9621 - d_accuracy: 0.8267
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8640 - g_loss: 1.9413 - d_accuracy: 0.8339Epoch 354: D Accuracy = 0.8786
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8610 - g_loss: 1.9391 - d_accuracy: 0.8355
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8995 - g_loss: 1.9574 - d_accuracy: 0.8170Epoch 355: D Accuracy = 0.9000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8926 - g_loss: 1.9716 - d_accuracy: 0.8200
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8456 - g_loss: 1.9429 - d_accuracy: 0.8473Epoch 356: D Accuracy = 0.9286
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8422 - g_loss: 1.9331 - d_accuracy: 0.8502
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8772 - g_loss: 1.9117 - d_accuracy: 0.8290Epoch 357: D Accuracy = 0.8714
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8770 - g_loss: 1.8906 - d_accuracy: 0.8305
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8802 - g_loss: 1.9843 - d_accuracy: 0.8227Epoch 358: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8858 - g_loss: 1.9983 - d_accuracy: 0.8183
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0473 - g_loss: 2.0427 - d_accuracy: 0.7728Epoch 359: D Accuracy = 0.8000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0403 - g_loss: 2.0474 - d_accuracy: 0.7738
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8696 - g_loss: 1.9092 - d_accuracy: 0.8354Epoch 360: D Accuracy = 0.8714
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8657 - g_loss: 1.9251 - d_accuracy: 0.8367
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8640 - g_loss: 1.9516 - d_accuracy: 0.8321Epoch 361: D Accuracy = 0.9000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8616 - g_loss: 1.9529 - d_accuracy: 0.8345
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8632 - g_loss: 2.0259 - d_accuracy: 0.8308Epoch 362: D Accuracy = 0.8500
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8623 - g_loss: 2.0241 - d_accuracy: 0.8315
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8618 - g_loss: 1.9925 - d_accuracy: 0.8378Epoch 363: D Accuracy = 0.9286
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8570 - g_loss: 1.9949 - d_accuracy: 0.8410
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8717 - g_loss: 2.0146 - d_accuracy: 0.8273Epoch 364: D Accuracy = 0.8214
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8710 - g_loss: 2.0197 - d_accuracy: 0.8271
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8820 - g_loss: 1.9570 - d_accuracy: 0.8259Epoch 365: D Accuracy = 0.8500
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8812 - g_loss: 1.9573 - d_accuracy: 0.8268
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8739 - g_loss: 2.0202 - d_accuracy: 0.8268Epoch 366: D Accuracy = 0.8714
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8749 - g_loss: 2.0006 - d_accuracy: 0.8284
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9079 - g_loss: 2.0109 - d_accuracy: 0.8160Epoch 367: D Accuracy = 0.8786
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9043 - g_loss: 1.9992 - d_accuracy: 0.8182
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8420 - g_loss: 2.0304 - d_accuracy: 0.8465Epoch 368: D Accuracy = 0.8286
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8429 - g_loss: 2.0345 - d_accuracy: 0.8459
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8380 - g_loss: 1.9943 - d_accuracy: 0.8511Epoch 369: D Accuracy = 0.8286
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8402 - g_loss: 1.9880 - d_accuracy: 0.8503
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8386 - g_loss: 2.0090 - d_accuracy: 0.8470Epoch 370: D Accuracy = 0.9000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8365 - g_loss: 2.0002 - d_accuracy: 0.8489
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8786 - g_loss: 1.9911 - d_accuracy: 0.8305Epoch 371: D Accuracy = 0.9071
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8752 - g_loss: 1.9891 - d_accuracy: 0.8332
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8762 - g_loss: 2.0799 - d_accuracy: 0.8273Epoch 372: D Accuracy = 0.7929
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8774 - g_loss: 2.0801 - d_accuracy: 0.8260
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8939 - g_loss: 1.9961 - d_accuracy: 0.8269Epoch 373: D Accuracy = 0.8000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8977 - g_loss: 1.9644 - d_accuracy: 0.8260
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8902 - g_loss: 2.0311 - d_accuracy: 0.8217Epoch 374: D Accuracy = 0.9214
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8853 - g_loss: 2.0299 - d_accuracy: 0.8253
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8699 - g_loss: 2.0537 - d_accuracy: 0.8284Epoch 375: D Accuracy = 0.8786
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8671 - g_loss: 2.0453 - d_accuracy: 0.8302
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8226 - g_loss: 2.0549 - d_accuracy: 0.8554Epoch 376: D Accuracy = 0.8571
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8195 - g_loss: 2.0657 - d_accuracy: 0.8554
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8667 - g_loss: 2.0798 - d_accuracy: 0.8332Epoch 377: D Accuracy = 0.8429
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8669 - g_loss: 2.0746 - d_accuracy: 0.8335
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8630 - g_loss: 2.0341 - d_accuracy: 0.8304Epoch 378: D Accuracy = 0.8500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8600 - g_loss: 2.0393 - d_accuracy: 0.8311
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9011 - g_loss: 2.0679 - d_accuracy: 0.8176Epoch 379: D Accuracy = 0.8786
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8991 - g_loss: 2.0527 - d_accuracy: 0.8197
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8606 - g_loss: 2.0589 - d_accuracy: 0.8360Epoch 380: D Accuracy = 0.8286
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8592 - g_loss: 2.0617 - d_accuracy: 0.8357
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8829 - g_loss: 2.0362 - d_accuracy: 0.8223Epoch 381: D Accuracy = 0.7286
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8855 - g_loss: 2.0664 - d_accuracy: 0.8189
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8843 - g_loss: 2.0782 - d_accuracy: 0.8253Epoch 382: D Accuracy = 0.6357
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8985 - g_loss: 2.1248 - d_accuracy: 0.8186
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8678 - g_loss: 1.9988 - d_accuracy: 0.8308Epoch 383: D Accuracy = 0.7286
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8717 - g_loss: 2.0257 - d_accuracy: 0.8272
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8928 - g_loss: 2.1273 - d_accuracy: 0.8170Epoch 384: D Accuracy = 0.7429
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8948 - g_loss: 2.1750 - d_accuracy: 0.8144
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8391 - g_loss: 2.0322 - d_accuracy: 0.8474Epoch 385: D Accuracy = 0.8357
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8394 - g_loss: 2.0353 - d_accuracy: 0.8469
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8552 - g_loss: 2.0336 - d_accuracy: 0.8403Epoch 386: D Accuracy = 0.8643
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8553 - g_loss: 2.0101 - d_accuracy: 0.8412
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8163 - g_loss: 2.1186 - d_accuracy: 0.8503Epoch 387: D Accuracy = 0.8571
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8151 - g_loss: 2.1142 - d_accuracy: 0.8506
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8726 - g_loss: 2.0711 - d_accuracy: 0.8256Epoch 388: D Accuracy = 0.8571
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8716 - g_loss: 2.0692 - d_accuracy: 0.8267
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8952 - g_loss: 2.1427 - d_accuracy: 0.8115Epoch 389: D Accuracy = 0.8357
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8937 - g_loss: 2.1244 - d_accuracy: 0.8123
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8760 - g_loss: 2.0565 - d_accuracy: 0.8262Epoch 390: D Accuracy = 0.8429
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8775 - g_loss: 2.0348 - d_accuracy: 0.8268
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8620 - g_loss: 2.0694 - d_accuracy: 0.8332Epoch 391: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8648 - g_loss: 2.0590 - d_accuracy: 0.8320
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8106 - g_loss: 2.0992 - d_accuracy: 0.8554Epoch 392: D Accuracy = 0.8571
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8097 - g_loss: 2.1123 - d_accuracy: 0.8554
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9007 - g_loss: 2.1066 - d_accuracy: 0.8191Epoch 393: D Accuracy = 0.8214
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8989 - g_loss: 2.0993 - d_accuracy: 0.8191
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8084 - g_loss: 2.1088 - d_accuracy: 0.8585Epoch 394: D Accuracy = 0.8714
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8071 - g_loss: 2.1227 - d_accuracy: 0.8590
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8724 - g_loss: 2.0977 - d_accuracy: 0.8272Epoch 395: D Accuracy = 0.8357
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8707 - g_loss: 2.1004 - d_accuracy: 0.8276
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8454 - g_loss: 2.1278 - d_accuracy: 0.8351Epoch 396: D Accuracy = 0.8786
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8425 - g_loss: 2.1292 - d_accuracy: 0.8366
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8163 - g_loss: 2.1208 - d_accuracy: 0.8534Epoch 397: D Accuracy = 0.8429
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8173 - g_loss: 2.1358 - d_accuracy: 0.8530
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8033 - g_loss: 2.1143 - d_accuracy: 0.8618Epoch 398: D Accuracy = 0.8714
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8011 - g_loss: 2.1401 - d_accuracy: 0.8622
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8685 - g_loss: 2.0953 - d_accuracy: 0.8283Epoch 399: D Accuracy = 0.8214
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8696 - g_loss: 2.0797 - d_accuracy: 0.8281
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8432 - g_loss: 2.1444 - d_accuracy: 0.8406
Class 2 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.8357
27/27 [==============================] - 1s 40ms/step - d_loss: 0.8432 - g_loss: 2.1378 - d_accuracy: 0.8404
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7984 - g_loss: 2.1338 - d_accuracy: 0.8599Epoch 401: D Accuracy = 0.8786
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8016 - g_loss: 2.1109 - d_accuracy: 0.8606
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9035 - g_loss: 2.1670 - d_accuracy: 0.8140Epoch 402: D Accuracy = 0.8214
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9027 - g_loss: 2.1548 - d_accuracy: 0.8143
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8267 - g_loss: 2.1430 - d_accuracy: 0.8485Epoch 403: D Accuracy = 0.8786
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8278 - g_loss: 2.1193 - d_accuracy: 0.8496
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8597 - g_loss: 2.1308 - d_accuracy: 0.8305Epoch 404: D Accuracy = 0.7786
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8605 - g_loss: 2.1369 - d_accuracy: 0.8286
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7907 - g_loss: 2.1505 - d_accuracy: 0.8632Epoch 405: D Accuracy = 0.8071
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7942 - g_loss: 2.1635 - d_accuracy: 0.8612
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8610 - g_loss: 2.2166 - d_accuracy: 0.8319Epoch 406: D Accuracy = 0.9214
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8584 - g_loss: 2.1992 - d_accuracy: 0.8351
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9130 - g_loss: 2.1531 - d_accuracy: 0.8140Epoch 407: D Accuracy = 0.8571
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9109 - g_loss: 2.1414 - d_accuracy: 0.8155
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8153 - g_loss: 2.1438 - d_accuracy: 0.8556Epoch 408: D Accuracy = 0.7571
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8235 - g_loss: 2.1711 - d_accuracy: 0.8521
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8540 - g_loss: 2.1461 - d_accuracy: 0.8353Epoch 409: D Accuracy = 0.8857
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8546 - g_loss: 2.1357 - d_accuracy: 0.8371
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0894 - g_loss: 2.2250 - d_accuracy: 0.7830Epoch 410: D Accuracy = 0.7857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0820 - g_loss: 2.2306 - d_accuracy: 0.7831
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8124 - g_loss: 2.1199 - d_accuracy: 0.8536Epoch 411: D Accuracy = 0.8643
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8113 - g_loss: 2.1123 - d_accuracy: 0.8540
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8270 - g_loss: 2.1755 - d_accuracy: 0.8435Epoch 412: D Accuracy = 0.8714
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8261 - g_loss: 2.1831 - d_accuracy: 0.8445
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8100 - g_loss: 2.1245 - d_accuracy: 0.8564Epoch 413: D Accuracy = 0.7714
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8126 - g_loss: 2.1382 - d_accuracy: 0.8534
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8260 - g_loss: 2.1514 - d_accuracy: 0.8461Epoch 414: D Accuracy = 0.7357
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8276 - g_loss: 2.1883 - d_accuracy: 0.8422
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8605 - g_loss: 2.1543 - d_accuracy: 0.8297Epoch 415: D Accuracy = 0.8357
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8625 - g_loss: 2.1304 - d_accuracy: 0.8299
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7926 - g_loss: 2.1839 - d_accuracy: 0.8640Epoch 416: D Accuracy = 0.8357
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7971 - g_loss: 2.1827 - d_accuracy: 0.8630
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8283 - g_loss: 2.1715 - d_accuracy: 0.8467Epoch 417: D Accuracy = 0.8714
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8272 - g_loss: 2.1626 - d_accuracy: 0.8475
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8421 - g_loss: 2.2052 - d_accuracy: 0.8400Epoch 418: D Accuracy = 0.7357
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8468 - g_loss: 2.2178 - d_accuracy: 0.8363
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8399 - g_loss: 2.1938 - d_accuracy: 0.8350Epoch 419: D Accuracy = 0.7714
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8389 - g_loss: 2.2251 - d_accuracy: 0.8327
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8189 - g_loss: 2.1708 - d_accuracy: 0.8498Epoch 420: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8242 - g_loss: 2.2033 - d_accuracy: 0.8463
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8105 - g_loss: 2.1894 - d_accuracy: 0.8549Epoch 421: D Accuracy = 0.8286
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8119 - g_loss: 2.2038 - d_accuracy: 0.8540
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8184 - g_loss: 2.2013 - d_accuracy: 0.8562Epoch 422: D Accuracy = 0.8857
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8158 - g_loss: 2.2063 - d_accuracy: 0.8572
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8266 - g_loss: 2.1762 - d_accuracy: 0.8464Epoch 423: D Accuracy = 0.8500
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8249 - g_loss: 2.1749 - d_accuracy: 0.8466
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8150 - g_loss: 2.2408 - d_accuracy: 0.8559Epoch 424: D Accuracy = 0.8429
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8132 - g_loss: 2.2456 - d_accuracy: 0.8554
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8012 - g_loss: 2.2319 - d_accuracy: 0.8552Epoch 425: D Accuracy = 0.8714
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7993 - g_loss: 2.2427 - d_accuracy: 0.8558
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7838 - g_loss: 2.2486 - d_accuracy: 0.8666Epoch 426: D Accuracy = 0.9071
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7836 - g_loss: 2.2366 - d_accuracy: 0.8681
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8751 - g_loss: 2.2202 - d_accuracy: 0.8242Epoch 427: D Accuracy = 0.8929
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8681 - g_loss: 2.2265 - d_accuracy: 0.8266
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8516 - g_loss: 2.2732 - d_accuracy: 0.8310Epoch 428: D Accuracy = 0.7929
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8532 - g_loss: 2.2820 - d_accuracy: 0.8297
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8014 - g_loss: 2.2425 - d_accuracy: 0.8583Epoch 429: D Accuracy = 0.8929
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7976 - g_loss: 2.2632 - d_accuracy: 0.8595
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8242 - g_loss: 2.1948 - d_accuracy: 0.8512Epoch 430: D Accuracy = 0.9000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8229 - g_loss: 2.1765 - d_accuracy: 0.8529
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8017 - g_loss: 2.1859 - d_accuracy: 0.8594Epoch 431: D Accuracy = 0.9214
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7999 - g_loss: 2.1718 - d_accuracy: 0.8616
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8495 - g_loss: 2.2466 - d_accuracy: 0.8321Epoch 432: D Accuracy = 0.9357
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8432 - g_loss: 2.2478 - d_accuracy: 0.8358
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7898 - g_loss: 2.2746 - d_accuracy: 0.8578Epoch 433: D Accuracy = 0.9143
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7844 - g_loss: 2.3024 - d_accuracy: 0.8598
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7958 - g_loss: 2.2646 - d_accuracy: 0.8594Epoch 434: D Accuracy = 0.8143
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7992 - g_loss: 2.2602 - d_accuracy: 0.8578
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8193 - g_loss: 2.3027 - d_accuracy: 0.8506Epoch 435: D Accuracy = 0.8929
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8171 - g_loss: 2.2892 - d_accuracy: 0.8521
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7755 - g_loss: 2.2734 - d_accuracy: 0.8692Epoch 436: D Accuracy = 0.8500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7754 - g_loss: 2.2804 - d_accuracy: 0.8685
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8307 - g_loss: 2.2437 - d_accuracy: 0.8504Epoch 437: D Accuracy = 0.8714
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8272 - g_loss: 2.2553 - d_accuracy: 0.8512
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8007 - g_loss: 2.2402 - d_accuracy: 0.8550Epoch 438: D Accuracy = 0.8000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8009 - g_loss: 2.2483 - d_accuracy: 0.8530
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8019 - g_loss: 2.2448 - d_accuracy: 0.8598Epoch 439: D Accuracy = 0.8643
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8021 - g_loss: 2.2399 - d_accuracy: 0.8600
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8086 - g_loss: 2.2888 - d_accuracy: 0.8555Epoch 440: D Accuracy = 0.9000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8079 - g_loss: 2.2719 - d_accuracy: 0.8571
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7817 - g_loss: 2.2621 - d_accuracy: 0.8716Epoch 441: D Accuracy = 0.8429
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7902 - g_loss: 2.2227 - d_accuracy: 0.8706
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8608 - g_loss: 2.3083 - d_accuracy: 0.8278Epoch 442: D Accuracy = 0.8571
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8604 - g_loss: 2.2859 - d_accuracy: 0.8288
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8222 - g_loss: 2.2758 - d_accuracy: 0.8462Epoch 443: D Accuracy = 0.7929
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8222 - g_loss: 2.2938 - d_accuracy: 0.8443
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7920 - g_loss: 2.2614 - d_accuracy: 0.8673Epoch 444: D Accuracy = 0.8857
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7912 - g_loss: 2.2615 - d_accuracy: 0.8680
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7951 - g_loss: 2.3400 - d_accuracy: 0.8603Epoch 445: D Accuracy = 0.7714
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7978 - g_loss: 2.3671 - d_accuracy: 0.8571
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8646 - g_loss: 2.2804 - d_accuracy: 0.8277Epoch 446: D Accuracy = 0.9071
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8622 - g_loss: 2.2665 - d_accuracy: 0.8306
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7986 - g_loss: 2.2821 - d_accuracy: 0.8575Epoch 447: D Accuracy = 0.8000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8006 - g_loss: 2.2792 - d_accuracy: 0.8554
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8401 - g_loss: 2.2955 - d_accuracy: 0.8417Epoch 448: D Accuracy = 0.7929
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8505 - g_loss: 2.2539 - d_accuracy: 0.8400
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8025 - g_loss: 2.3083 - d_accuracy: 0.8541Epoch 449: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8040 - g_loss: 2.3251 - d_accuracy: 0.8522
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7872 - g_loss: 2.3022 - d_accuracy: 0.8629Epoch 450: D Accuracy = 0.9786
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7806 - g_loss: 2.3041 - d_accuracy: 0.8671
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7971 - g_loss: 2.2770 - d_accuracy: 0.8589Epoch 451: D Accuracy = 0.8857
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7983 - g_loss: 2.2633 - d_accuracy: 0.8599
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7997 - g_loss: 2.3152 - d_accuracy: 0.8581Epoch 452: D Accuracy = 0.9071
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7982 - g_loss: 2.2949 - d_accuracy: 0.8599
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7886 - g_loss: 2.3442 - d_accuracy: 0.8576Epoch 453: D Accuracy = 0.8143
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7894 - g_loss: 2.3586 - d_accuracy: 0.8560
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7883 - g_loss: 2.3091 - d_accuracy: 0.8582Epoch 454: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7929 - g_loss: 2.3370 - d_accuracy: 0.8544
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8121 - g_loss: 2.3250 - d_accuracy: 0.8532Epoch 455: D Accuracy = 0.8071
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8146 - g_loss: 2.3316 - d_accuracy: 0.8516
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8356 - g_loss: 2.3372 - d_accuracy: 0.8444Epoch 456: D Accuracy = 0.8929
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8330 - g_loss: 2.3220 - d_accuracy: 0.8461
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7928 - g_loss: 2.3325 - d_accuracy: 0.8637Epoch 457: D Accuracy = 0.8714
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7923 - g_loss: 2.3202 - d_accuracy: 0.8640
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8022 - g_loss: 2.3172 - d_accuracy: 0.8567Epoch 458: D Accuracy = 0.8214
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8061 - g_loss: 2.3055 - d_accuracy: 0.8554
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8479 - g_loss: 2.3232 - d_accuracy: 0.8294Epoch 459: D Accuracy = 0.7214
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8525 - g_loss: 2.3345 - d_accuracy: 0.8255
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7906 - g_loss: 2.3062 - d_accuracy: 0.8582Epoch 460: D Accuracy = 0.8786
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7901 - g_loss: 2.2938 - d_accuracy: 0.8589
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8147 - g_loss: 2.3376 - d_accuracy: 0.8526Epoch 461: D Accuracy = 0.8714
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8129 - g_loss: 2.3403 - d_accuracy: 0.8533
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8265 - g_loss: 2.3312 - d_accuracy: 0.8457Epoch 462: D Accuracy = 0.8643
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8260 - g_loss: 2.3235 - d_accuracy: 0.8463
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7773 - g_loss: 2.3390 - d_accuracy: 0.8652Epoch 463: D Accuracy = 0.8357
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7756 - g_loss: 2.3677 - d_accuracy: 0.8641
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7739 - g_loss: 2.3165 - d_accuracy: 0.8734Epoch 464: D Accuracy = 0.8857
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7739 - g_loss: 2.3047 - d_accuracy: 0.8738
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7760 - g_loss: 2.3588 - d_accuracy: 0.8632Epoch 465: D Accuracy = 0.8071
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7806 - g_loss: 2.3324 - d_accuracy: 0.8612
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7776 - g_loss: 2.3539 - d_accuracy: 0.8685Epoch 466: D Accuracy = 0.8857
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7758 - g_loss: 2.3644 - d_accuracy: 0.8691
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8067 - g_loss: 2.3035 - d_accuracy: 0.8564Epoch 467: D Accuracy = 0.8571
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8064 - g_loss: 2.2988 - d_accuracy: 0.8564
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7500 - g_loss: 2.3959 - d_accuracy: 0.8806Epoch 468: D Accuracy = 0.8786
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7522 - g_loss: 2.3781 - d_accuracy: 0.8806
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7956 - g_loss: 2.4025 - d_accuracy: 0.8567Epoch 469: D Accuracy = 0.8643
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7956 - g_loss: 2.3993 - d_accuracy: 0.8569
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7880 - g_loss: 2.3912 - d_accuracy: 0.8626Epoch 470: D Accuracy = 0.9000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7827 - g_loss: 2.4129 - d_accuracy: 0.8640
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8554 - g_loss: 2.3283 - d_accuracy: 0.8282Epoch 471: D Accuracy = 0.8857
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8531 - g_loss: 2.3107 - d_accuracy: 0.8303
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7801 - g_loss: 2.3673 - d_accuracy: 0.8683Epoch 472: D Accuracy = 0.9429
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7769 - g_loss: 2.3565 - d_accuracy: 0.8709
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8324 - g_loss: 2.4243 - d_accuracy: 0.8429Epoch 473: D Accuracy = 0.6929
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8389 - g_loss: 2.4694 - d_accuracy: 0.8376
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8441 - g_loss: 2.3356 - d_accuracy: 0.8442Epoch 474: D Accuracy = 0.9500
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8360 - g_loss: 2.3463 - d_accuracy: 0.8480
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7609 - g_loss: 2.3735 - d_accuracy: 0.8748Epoch 475: D Accuracy = 0.8071
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7617 - g_loss: 2.3927 - d_accuracy: 0.8724
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7688 - g_loss: 2.3890 - d_accuracy: 0.8699Epoch 476: D Accuracy = 0.8429
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7687 - g_loss: 2.4031 - d_accuracy: 0.8689
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7449 - g_loss: 2.3798 - d_accuracy: 0.8795Epoch 477: D Accuracy = 0.8286
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7481 - g_loss: 2.3700 - d_accuracy: 0.8777
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7694 - g_loss: 2.4313 - d_accuracy: 0.8694Epoch 478: D Accuracy = 0.9143
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7669 - g_loss: 2.4366 - d_accuracy: 0.8710
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7494 - g_loss: 2.3535 - d_accuracy: 0.8805Epoch 479: D Accuracy = 0.9071
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7479 - g_loss: 2.3501 - d_accuracy: 0.8815
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8370 - g_loss: 2.4233 - d_accuracy: 0.8453Epoch 480: D Accuracy = 0.8429
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8387 - g_loss: 2.4102 - d_accuracy: 0.8452
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7462 - g_loss: 2.4609 - d_accuracy: 0.8800Epoch 481: D Accuracy = 0.8000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7475 - g_loss: 2.5024 - d_accuracy: 0.8772
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7869 - g_loss: 2.3908 - d_accuracy: 0.8632Epoch 482: D Accuracy = 0.7786
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7990 - g_loss: 2.3507 - d_accuracy: 0.8602
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7800 - g_loss: 2.4765 - d_accuracy: 0.8636Epoch 483: D Accuracy = 0.8786
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7822 - g_loss: 2.4488 - d_accuracy: 0.8641
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7676 - g_loss: 2.4615 - d_accuracy: 0.8718Epoch 484: D Accuracy = 0.8786
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7659 - g_loss: 2.4592 - d_accuracy: 0.8720
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8113 - g_loss: 2.3910 - d_accuracy: 0.8470Epoch 485: D Accuracy = 0.8929
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8079 - g_loss: 2.4017 - d_accuracy: 0.8487
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7778 - g_loss: 2.4168 - d_accuracy: 0.8658Epoch 486: D Accuracy = 0.9500
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7711 - g_loss: 2.4277 - d_accuracy: 0.8688
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7893 - g_loss: 2.4181 - d_accuracy: 0.8630Epoch 487: D Accuracy = 0.9214
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7845 - g_loss: 2.4293 - d_accuracy: 0.8651
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7938 - g_loss: 2.4008 - d_accuracy: 0.8607Epoch 488: D Accuracy = 0.8786
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7916 - g_loss: 2.4100 - d_accuracy: 0.8613
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7829 - g_loss: 2.4255 - d_accuracy: 0.8624Epoch 489: D Accuracy = 0.8786
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7817 - g_loss: 2.4270 - d_accuracy: 0.8630
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7659 - g_loss: 2.3754 - d_accuracy: 0.8701Epoch 490: D Accuracy = 0.8357
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7698 - g_loss: 2.3807 - d_accuracy: 0.8688
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7776 - g_loss: 2.4007 - d_accuracy: 0.8676Epoch 491: D Accuracy = 0.8857
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7789 - g_loss: 2.3757 - d_accuracy: 0.8682
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7817 - g_loss: 2.4703 - d_accuracy: 0.8613Epoch 492: D Accuracy = 0.9000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7760 - g_loss: 2.5013 - d_accuracy: 0.8627
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7743 - g_loss: 2.4386 - d_accuracy: 0.8678Epoch 493: D Accuracy = 0.9429
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7703 - g_loss: 2.4329 - d_accuracy: 0.8705
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7531 - g_loss: 2.4486 - d_accuracy: 0.8770Epoch 494: D Accuracy = 0.9286
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7485 - g_loss: 2.4480 - d_accuracy: 0.8788
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7318 - g_loss: 2.4571 - d_accuracy: 0.8909Epoch 495: D Accuracy = 0.8714
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7369 - g_loss: 2.4398 - d_accuracy: 0.8902
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7450 - g_loss: 2.4422 - d_accuracy: 0.8786Epoch 496: D Accuracy = 0.8786
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7461 - g_loss: 2.4480 - d_accuracy: 0.8786
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7440 - g_loss: 2.4666 - d_accuracy: 0.8819Epoch 497: D Accuracy = 0.8429
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7442 - g_loss: 2.4768 - d_accuracy: 0.8805
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8381 - g_loss: 2.4737 - d_accuracy: 0.8423Epoch 498: D Accuracy = 0.9143
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8328 - g_loss: 2.4787 - d_accuracy: 0.8449
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7616 - g_loss: 2.4728 - d_accuracy: 0.8748Epoch 499: D Accuracy = 0.8857
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7603 - g_loss: 2.4943 - d_accuracy: 0.8752
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7311 - g_loss: 2.4622 - d_accuracy: 0.8849
Class 2 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.8286
27/27 [==============================] - 1s 45ms/step - d_loss: 0.7340 - g_loss: 2.4635 - d_accuracy: 0.8828
Training DCGAN for class 3...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.2043 - g_loss: 1.1744 - d_accuracy: 0.7297WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0166s vs `on_train_batch_end` time: 0.0188s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 0.8284 - g_loss: 1.9719 - d_accuracy: 0.8688
Epoch 1: Generator loss improved from inf to 1.1074. Saving weights.
Epoch 1: D Accuracy = 0.8119
27/27 [==============================] - 2s 44ms/step - d_loss: 0.8359 - g_loss: 1.9410 - d_accuracy: 0.8667
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1602 - g_loss: 1.5598 - d_accuracy: 0.7374
Epoch 2: Generator loss improved from 1.1074 to 1.0177. Saving weights.
Epoch 2: D Accuracy = 0.7431
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1583 - g_loss: 1.5404 - d_accuracy: 0.7377
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2278 - g_loss: 1.2458 - d_accuracy: 0.6853Epoch 3: D Accuracy = 0.6606
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2273 - g_loss: 1.2487 - d_accuracy: 0.6845
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2756 - g_loss: 1.0280 - d_accuracy: 0.6439Epoch 4: D Accuracy = 0.6147
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2750 - g_loss: 1.0356 - d_accuracy: 0.6428
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3068 - g_loss: 0.9733 - d_accuracy: 0.6165
Epoch 5: Generator loss improved from 1.0177 to 0.9915. Saving weights.
Epoch 5: D Accuracy = 0.6606
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3059 - g_loss: 0.9739 - d_accuracy: 0.6181
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3194 - g_loss: 0.9299 - d_accuracy: 0.6078
Epoch 6: Generator loss improved from 0.9915 to 0.9088. Saving weights.
Epoch 6: D Accuracy = 0.5872
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3207 - g_loss: 0.9292 - d_accuracy: 0.6071
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3018 - g_loss: 0.9377 - d_accuracy: 0.6127Epoch 7: D Accuracy = 0.6514
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2994 - g_loss: 0.9395 - d_accuracy: 0.6140
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2906 - g_loss: 0.9441 - d_accuracy: 0.6256
Epoch 8: Generator loss improved from 0.9088 to 0.8614. Saving weights.
Epoch 8: D Accuracy = 0.5826
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2928 - g_loss: 0.9411 - d_accuracy: 0.6241
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2815 - g_loss: 0.9813 - d_accuracy: 0.6388Epoch 9: D Accuracy = 0.5917
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2838 - g_loss: 0.9854 - d_accuracy: 0.6371
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2484 - g_loss: 1.0144 - d_accuracy: 0.6593Epoch 10: D Accuracy = 0.6147
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2480 - g_loss: 1.0292 - d_accuracy: 0.6577
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2520 - g_loss: 1.0329 - d_accuracy: 0.6666Epoch 11: D Accuracy = 0.6697
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2507 - g_loss: 1.0336 - d_accuracy: 0.6667
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2252 - g_loss: 1.0483 - d_accuracy: 0.6761Epoch 12: D Accuracy = 0.6881
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2231 - g_loss: 1.0496 - d_accuracy: 0.6765
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2356 - g_loss: 1.0728 - d_accuracy: 0.6811Epoch 13: D Accuracy = 0.7752
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2327 - g_loss: 1.0658 - d_accuracy: 0.6844
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2064 - g_loss: 1.1095 - d_accuracy: 0.6773Epoch 14: D Accuracy = 0.6651
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2065 - g_loss: 1.1060 - d_accuracy: 0.6768
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1862 - g_loss: 1.1251 - d_accuracy: 0.6959Epoch 15: D Accuracy = 0.7064
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1867 - g_loss: 1.1192 - d_accuracy: 0.6962
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1967 - g_loss: 1.0997 - d_accuracy: 0.6888Epoch 16: D Accuracy = 0.6560
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1967 - g_loss: 1.1020 - d_accuracy: 0.6876
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2266 - g_loss: 1.1043 - d_accuracy: 0.6754Epoch 17: D Accuracy = 0.6927
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2249 - g_loss: 1.1039 - d_accuracy: 0.6760
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1791 - g_loss: 1.1401 - d_accuracy: 0.6929Epoch 18: D Accuracy = 0.7202
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1759 - g_loss: 1.1483 - d_accuracy: 0.6939
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1787 - g_loss: 1.1326 - d_accuracy: 0.6993Epoch 19: D Accuracy = 0.7339
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1769 - g_loss: 1.1346 - d_accuracy: 0.7006
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1650 - g_loss: 1.1708 - d_accuracy: 0.7030Epoch 20: D Accuracy = 0.6560
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1658 - g_loss: 1.1781 - d_accuracy: 0.7013
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1697 - g_loss: 1.1793 - d_accuracy: 0.6969
Epoch 21: Generator loss improved from 0.8614 to 0.6816. Saving weights.
Epoch 21: D Accuracy = 0.6330
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1752 - g_loss: 1.1615 - d_accuracy: 0.6946
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1637 - g_loss: 1.1697 - d_accuracy: 0.7028Epoch 22: D Accuracy = 0.7615
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1644 - g_loss: 1.1613 - d_accuracy: 0.7049
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1811 - g_loss: 1.2142 - d_accuracy: 0.6967Epoch 23: D Accuracy = 0.5505
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1877 - g_loss: 1.2381 - d_accuracy: 0.6915
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1657 - g_loss: 1.1541 - d_accuracy: 0.7134Epoch 24: D Accuracy = 0.7569
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1659 - g_loss: 1.1419 - d_accuracy: 0.7149
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1547 - g_loss: 1.2160 - d_accuracy: 0.7100Epoch 25: D Accuracy = 0.7064
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1561 - g_loss: 1.2030 - d_accuracy: 0.7099
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1703 - g_loss: 1.2111 - d_accuracy: 0.7111Epoch 26: D Accuracy = 0.7156
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1702 - g_loss: 1.2110 - d_accuracy: 0.7113
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1290 - g_loss: 1.1750 - d_accuracy: 0.7255Epoch 27: D Accuracy = 0.7477
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1291 - g_loss: 1.1680 - d_accuracy: 0.7263
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1539 - g_loss: 1.2400 - d_accuracy: 0.7114Epoch 28: D Accuracy = 0.7248
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1538 - g_loss: 1.2380 - d_accuracy: 0.7119
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1535 - g_loss: 1.2014 - d_accuracy: 0.7131Epoch 29: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1543 - g_loss: 1.2007 - d_accuracy: 0.7127
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1833 - g_loss: 1.1908 - d_accuracy: 0.6976Epoch 30: D Accuracy = 0.6835
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1865 - g_loss: 1.1779 - d_accuracy: 0.6971
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1577 - g_loss: 1.1976 - d_accuracy: 0.7067Epoch 31: D Accuracy = 0.7523
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1551 - g_loss: 1.1928 - d_accuracy: 0.7083
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1583 - g_loss: 1.2126 - d_accuracy: 0.7048Epoch 32: D Accuracy = 0.8394
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1536 - g_loss: 1.2073 - d_accuracy: 0.7097
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1496 - g_loss: 1.1926 - d_accuracy: 0.7084Epoch 33: D Accuracy = 0.7523
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1473 - g_loss: 1.1931 - d_accuracy: 0.7100
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1995 - g_loss: 1.1861 - d_accuracy: 0.6873Epoch 34: D Accuracy = 0.6697
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2010 - g_loss: 1.1765 - d_accuracy: 0.6866
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1617 - g_loss: 1.1746 - d_accuracy: 0.7036Epoch 35: D Accuracy = 0.7936
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1573 - g_loss: 1.1764 - d_accuracy: 0.7068
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2055 - g_loss: 1.1672 - d_accuracy: 0.6833Epoch 36: D Accuracy = 0.7294
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2026 - g_loss: 1.1652 - d_accuracy: 0.6849
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1826 - g_loss: 1.1584 - d_accuracy: 0.6864Epoch 37: D Accuracy = 0.7248
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1824 - g_loss: 1.1489 - d_accuracy: 0.6878
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1822 - g_loss: 1.1741 - d_accuracy: 0.6940Epoch 38: D Accuracy = 0.6514
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1838 - g_loss: 1.1829 - d_accuracy: 0.6925
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2036 - g_loss: 1.1437 - d_accuracy: 0.6844Epoch 39: D Accuracy = 0.7477
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2015 - g_loss: 1.1439 - d_accuracy: 0.6866
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1758 - g_loss: 1.1593 - d_accuracy: 0.6986Epoch 40: D Accuracy = 0.6239
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1798 - g_loss: 1.1638 - d_accuracy: 0.6959
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2186 - g_loss: 1.1452 - d_accuracy: 0.6737Epoch 41: D Accuracy = 0.7018
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2170 - g_loss: 1.1426 - d_accuracy: 0.6747
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1984 - g_loss: 1.1523 - d_accuracy: 0.6785Epoch 42: D Accuracy = 0.7339
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1948 - g_loss: 1.1596 - d_accuracy: 0.6805
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2183 - g_loss: 1.1362 - d_accuracy: 0.6696Epoch 43: D Accuracy = 0.6972
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2165 - g_loss: 1.1389 - d_accuracy: 0.6706
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1886 - g_loss: 1.1258 - d_accuracy: 0.6852Epoch 44: D Accuracy = 0.7064
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1880 - g_loss: 1.1301 - d_accuracy: 0.6859
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2078 - g_loss: 1.1255 - d_accuracy: 0.6732Epoch 45: D Accuracy = 0.6376
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2102 - g_loss: 1.1201 - d_accuracy: 0.6719
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2396 - g_loss: 1.1585 - d_accuracy: 0.6703Epoch 46: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2411 - g_loss: 1.1572 - d_accuracy: 0.6688
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2191 - g_loss: 1.1223 - d_accuracy: 0.6720Epoch 47: D Accuracy = 0.7294
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2153 - g_loss: 1.1273 - d_accuracy: 0.6740
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2113 - g_loss: 1.1013 - d_accuracy: 0.6695Epoch 48: D Accuracy = 0.6422
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2124 - g_loss: 1.1023 - d_accuracy: 0.6685
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2206 - g_loss: 1.1424 - d_accuracy: 0.6688Epoch 49: D Accuracy = 0.7110
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2161 - g_loss: 1.1522 - d_accuracy: 0.6703
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2474 - g_loss: 1.0923 - d_accuracy: 0.6577Epoch 50: D Accuracy = 0.5734
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2503 - g_loss: 1.0824 - d_accuracy: 0.6547
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2166 - g_loss: 1.0812 - d_accuracy: 0.6700Epoch 51: D Accuracy = 0.6055
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2213 - g_loss: 1.0689 - d_accuracy: 0.6677
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2204 - g_loss: 1.1068 - d_accuracy: 0.6666Epoch 52: D Accuracy = 0.5917
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2231 - g_loss: 1.1121 - d_accuracy: 0.6639
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2314 - g_loss: 1.0924 - d_accuracy: 0.6675Epoch 53: D Accuracy = 0.6560
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2312 - g_loss: 1.0930 - d_accuracy: 0.6671
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2179 - g_loss: 1.0796 - d_accuracy: 0.6743Epoch 54: D Accuracy = 0.6789
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2164 - g_loss: 1.0786 - d_accuracy: 0.6745
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2268 - g_loss: 1.0882 - d_accuracy: 0.6592Epoch 55: D Accuracy = 0.6606
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2281 - g_loss: 1.0827 - d_accuracy: 0.6592
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2172 - g_loss: 1.1056 - d_accuracy: 0.6710Epoch 56: D Accuracy = 0.5505
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2242 - g_loss: 1.1255 - d_accuracy: 0.6667
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2357 - g_loss: 1.0749 - d_accuracy: 0.6613Epoch 57: D Accuracy = 0.7294
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2325 - g_loss: 1.0738 - d_accuracy: 0.6637
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2285 - g_loss: 1.0878 - d_accuracy: 0.6672Epoch 58: D Accuracy = 0.7064
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2264 - g_loss: 1.0841 - d_accuracy: 0.6686
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2273 - g_loss: 1.0919 - d_accuracy: 0.6634Epoch 59: D Accuracy = 0.6743
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2261 - g_loss: 1.0950 - d_accuracy: 0.6638
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2498 - g_loss: 1.0789 - d_accuracy: 0.6486Epoch 60: D Accuracy = 0.7110
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2464 - g_loss: 1.0760 - d_accuracy: 0.6508
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2237 - g_loss: 1.0673 - d_accuracy: 0.6599Epoch 61: D Accuracy = 0.7156
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2224 - g_loss: 1.0630 - d_accuracy: 0.6619
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2188 - g_loss: 1.0873 - d_accuracy: 0.6688Epoch 62: D Accuracy = 0.6514
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2202 - g_loss: 1.0816 - d_accuracy: 0.6682
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2439 - g_loss: 1.0697 - d_accuracy: 0.6551Epoch 63: D Accuracy = 0.6606
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2442 - g_loss: 1.0656 - d_accuracy: 0.6553
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2363 - g_loss: 1.0578 - d_accuracy: 0.6569Epoch 64: D Accuracy = 0.6697
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2378 - g_loss: 1.0477 - d_accuracy: 0.6574
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2468 - g_loss: 1.0741 - d_accuracy: 0.6453Epoch 65: D Accuracy = 0.6697
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2443 - g_loss: 1.0747 - d_accuracy: 0.6462
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2525 - g_loss: 1.0715 - d_accuracy: 0.6457Epoch 66: D Accuracy = 0.6055
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2553 - g_loss: 1.0761 - d_accuracy: 0.6443
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2509 - g_loss: 1.0872 - d_accuracy: 0.6591Epoch 67: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2487 - g_loss: 1.0823 - d_accuracy: 0.6606
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2332 - g_loss: 1.0700 - d_accuracy: 0.6579Epoch 68: D Accuracy = 0.6927
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2305 - g_loss: 1.0736 - d_accuracy: 0.6591
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2425 - g_loss: 1.0526 - d_accuracy: 0.6503Epoch 69: D Accuracy = 0.7064
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2411 - g_loss: 1.0490 - d_accuracy: 0.6523
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2398 - g_loss: 1.0818 - d_accuracy: 0.6570Epoch 70: D Accuracy = 0.6055
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2410 - g_loss: 1.0809 - d_accuracy: 0.6551
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2281 - g_loss: 1.0555 - d_accuracy: 0.6667Epoch 71: D Accuracy = 0.6560
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2302 - g_loss: 1.0483 - d_accuracy: 0.6663
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2424 - g_loss: 1.0660 - d_accuracy: 0.6529Epoch 72: D Accuracy = 0.7110
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2434 - g_loss: 1.0542 - d_accuracy: 0.6550
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2325 - g_loss: 1.0910 - d_accuracy: 0.6533Epoch 73: D Accuracy = 0.6651
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2322 - g_loss: 1.0923 - d_accuracy: 0.6537
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2191 - g_loss: 1.0781 - d_accuracy: 0.6684Epoch 74: D Accuracy = 0.7294
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2169 - g_loss: 1.0755 - d_accuracy: 0.6705
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2846 - g_loss: 1.1115 - d_accuracy: 0.6414Epoch 75: D Accuracy = 0.6422
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2820 - g_loss: 1.1139 - d_accuracy: 0.6414
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2443 - g_loss: 1.0582 - d_accuracy: 0.6498Epoch 76: D Accuracy = 0.6514
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2464 - g_loss: 1.0479 - d_accuracy: 0.6499
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2271 - g_loss: 1.0659 - d_accuracy: 0.6575Epoch 77: D Accuracy = 0.5872
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2307 - g_loss: 1.0611 - d_accuracy: 0.6549
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2335 - g_loss: 1.0577 - d_accuracy: 0.6558Epoch 78: D Accuracy = 0.6743
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2317 - g_loss: 1.0622 - d_accuracy: 0.6564
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 1.0691 - d_accuracy: 0.6556Epoch 79: D Accuracy = 0.7248
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2247 - g_loss: 1.0708 - d_accuracy: 0.6581
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2413 - g_loss: 1.0835 - d_accuracy: 0.6562Epoch 80: D Accuracy = 0.7018
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2413 - g_loss: 1.0787 - d_accuracy: 0.6578
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2296 - g_loss: 1.0788 - d_accuracy: 0.6586Epoch 81: D Accuracy = 0.6972
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2284 - g_loss: 1.0837 - d_accuracy: 0.6600
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2483 - g_loss: 1.0785 - d_accuracy: 0.6512Epoch 82: D Accuracy = 0.6835
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2470 - g_loss: 1.0753 - d_accuracy: 0.6523
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2282 - g_loss: 1.0702 - d_accuracy: 0.6643Epoch 83: D Accuracy = 0.6789
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2283 - g_loss: 1.0629 - d_accuracy: 0.6648
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2449 - g_loss: 1.0994 - d_accuracy: 0.6550Epoch 84: D Accuracy = 0.7156
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2416 - g_loss: 1.0994 - d_accuracy: 0.6571
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2419 - g_loss: 1.0521 - d_accuracy: 0.6507Epoch 85: D Accuracy = 0.6835
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2413 - g_loss: 1.0521 - d_accuracy: 0.6519
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2176 - g_loss: 1.0813 - d_accuracy: 0.6633Epoch 86: D Accuracy = 0.6055
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2178 - g_loss: 1.0936 - d_accuracy: 0.6613
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2422 - g_loss: 1.0651 - d_accuracy: 0.6553Epoch 87: D Accuracy = 0.6514
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2418 - g_loss: 1.0712 - d_accuracy: 0.6552
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2205 - g_loss: 1.0653 - d_accuracy: 0.6630Epoch 88: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2226 - g_loss: 1.0606 - d_accuracy: 0.6618
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2342 - g_loss: 1.0653 - d_accuracy: 0.6546Epoch 89: D Accuracy = 0.6697
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2352 - g_loss: 1.0568 - d_accuracy: 0.6551
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2538 - g_loss: 1.0840 - d_accuracy: 0.6534Epoch 90: D Accuracy = 0.6606
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2555 - g_loss: 1.0728 - d_accuracy: 0.6536
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2179 - g_loss: 1.0797 - d_accuracy: 0.6679Epoch 91: D Accuracy = 0.6927
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2175 - g_loss: 1.0749 - d_accuracy: 0.6688
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2344 - g_loss: 1.0946 - d_accuracy: 0.6574Epoch 92: D Accuracy = 0.6560
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2345 - g_loss: 1.0940 - d_accuracy: 0.6573
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2390 - g_loss: 1.0559 - d_accuracy: 0.6539Epoch 93: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2400 - g_loss: 1.0557 - d_accuracy: 0.6530
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2380 - g_loss: 1.0962 - d_accuracy: 0.6612Epoch 94: D Accuracy = 0.7110
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2346 - g_loss: 1.1017 - d_accuracy: 0.6630
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2501 - g_loss: 1.0756 - d_accuracy: 0.6503Epoch 95: D Accuracy = 0.6055
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2497 - g_loss: 1.0849 - d_accuracy: 0.6487
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2146 - g_loss: 1.0596 - d_accuracy: 0.6684Epoch 96: D Accuracy = 0.6514
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2163 - g_loss: 1.0530 - d_accuracy: 0.6678
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2388 - g_loss: 1.0992 - d_accuracy: 0.6541Epoch 97: D Accuracy = 0.5780
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2409 - g_loss: 1.0992 - d_accuracy: 0.6514
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2158 - g_loss: 1.0682 - d_accuracy: 0.6713Epoch 98: D Accuracy = 0.7294
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2125 - g_loss: 1.0693 - d_accuracy: 0.6733
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2480 - g_loss: 1.1094 - d_accuracy: 0.6456Epoch 99: D Accuracy = 0.6468
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2490 - g_loss: 1.1065 - d_accuracy: 0.6457
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2194 - g_loss: 1.0659 - d_accuracy: 0.6683
Class 3 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.6468
27/27 [==============================] - 1s 41ms/step - d_loss: 1.2204 - g_loss: 1.0647 - d_accuracy: 0.6676
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2408 - g_loss: 1.0863 - d_accuracy: 0.6512Epoch 101: D Accuracy = 0.5826
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2412 - g_loss: 1.0879 - d_accuracy: 0.6488
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2148 - g_loss: 1.1116 - d_accuracy: 0.6722Epoch 102: D Accuracy = 0.6606
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2136 - g_loss: 1.1238 - d_accuracy: 0.6718
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2168 - g_loss: 1.1025 - d_accuracy: 0.6726Epoch 103: D Accuracy = 0.6606
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2147 - g_loss: 1.1144 - d_accuracy: 0.6722
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2177 - g_loss: 1.0946 - d_accuracy: 0.6733Epoch 104: D Accuracy = 0.7248
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2162 - g_loss: 1.0988 - d_accuracy: 0.6751
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2098 - g_loss: 1.0940 - d_accuracy: 0.6763Epoch 105: D Accuracy = 0.7202
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2081 - g_loss: 1.0952 - d_accuracy: 0.6778
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2240 - g_loss: 1.1243 - d_accuracy: 0.6683Epoch 106: D Accuracy = 0.7523
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2208 - g_loss: 1.1191 - d_accuracy: 0.6713
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2176 - g_loss: 1.1009 - d_accuracy: 0.6730Epoch 107: D Accuracy = 0.7018
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2185 - g_loss: 1.0943 - d_accuracy: 0.6740
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2265 - g_loss: 1.0997 - d_accuracy: 0.6580Epoch 108: D Accuracy = 0.6835
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2260 - g_loss: 1.0964 - d_accuracy: 0.6589
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2089 - g_loss: 1.1212 - d_accuracy: 0.6743Epoch 109: D Accuracy = 0.5780
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2123 - g_loss: 1.1388 - d_accuracy: 0.6709
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1953 - g_loss: 1.0927 - d_accuracy: 0.6813Epoch 110: D Accuracy = 0.7064
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1948 - g_loss: 1.0941 - d_accuracy: 0.6822
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2115 - g_loss: 1.1056 - d_accuracy: 0.6762Epoch 111: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2093 - g_loss: 1.1052 - d_accuracy: 0.6771
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2279 - g_loss: 1.1267 - d_accuracy: 0.6592Epoch 112: D Accuracy = 0.7294
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2266 - g_loss: 1.1159 - d_accuracy: 0.6618
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2098 - g_loss: 1.1124 - d_accuracy: 0.6664Epoch 113: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2100 - g_loss: 1.1141 - d_accuracy: 0.6650
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2397 - g_loss: 1.1256 - d_accuracy: 0.6601Epoch 114: D Accuracy = 0.6743
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2394 - g_loss: 1.1162 - d_accuracy: 0.6606
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1992 - g_loss: 1.1165 - d_accuracy: 0.6782Epoch 115: D Accuracy = 0.7248
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1975 - g_loss: 1.1163 - d_accuracy: 0.6798
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1994 - g_loss: 1.1350 - d_accuracy: 0.6784Epoch 116: D Accuracy = 0.6055
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2005 - g_loss: 1.1439 - d_accuracy: 0.6758
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1996 - g_loss: 1.0959 - d_accuracy: 0.6799Epoch 117: D Accuracy = 0.6743
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2003 - g_loss: 1.0850 - d_accuracy: 0.6797
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1988 - g_loss: 1.1309 - d_accuracy: 0.6789Epoch 118: D Accuracy = 0.6743
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1999 - g_loss: 1.1295 - d_accuracy: 0.6787
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1823 - g_loss: 1.1544 - d_accuracy: 0.6884Epoch 119: D Accuracy = 0.6330
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1862 - g_loss: 1.1447 - d_accuracy: 0.6864
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2139 - g_loss: 1.1380 - d_accuracy: 0.6701Epoch 120: D Accuracy = 0.6972
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2126 - g_loss: 1.1352 - d_accuracy: 0.6710
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1981 - g_loss: 1.1134 - d_accuracy: 0.6760Epoch 121: D Accuracy = 0.7477
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1950 - g_loss: 1.1156 - d_accuracy: 0.6785
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2108 - g_loss: 1.1064 - d_accuracy: 0.6724Epoch 122: D Accuracy = 0.6927
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2128 - g_loss: 1.0920 - d_accuracy: 0.6731
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2015 - g_loss: 1.1674 - d_accuracy: 0.6807Epoch 123: D Accuracy = 0.6055
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2032 - g_loss: 1.1844 - d_accuracy: 0.6780
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2006 - g_loss: 1.1316 - d_accuracy: 0.6757Epoch 124: D Accuracy = 0.6514
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2010 - g_loss: 1.1451 - d_accuracy: 0.6749
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1914 - g_loss: 1.1101 - d_accuracy: 0.6891Epoch 125: D Accuracy = 0.7339
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1882 - g_loss: 1.1138 - d_accuracy: 0.6907
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1844 - g_loss: 1.1414 - d_accuracy: 0.6924Epoch 126: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1822 - g_loss: 1.1403 - d_accuracy: 0.6927
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1947 - g_loss: 1.1596 - d_accuracy: 0.6787Epoch 127: D Accuracy = 0.5505
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2001 - g_loss: 1.1781 - d_accuracy: 0.6741
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2069 - g_loss: 1.1254 - d_accuracy: 0.6789Epoch 128: D Accuracy = 0.7202
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2070 - g_loss: 1.1144 - d_accuracy: 0.6803
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2010 - g_loss: 1.1247 - d_accuracy: 0.6784Epoch 129: D Accuracy = 0.7569
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1991 - g_loss: 1.1197 - d_accuracy: 0.6812
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1783 - g_loss: 1.1481 - d_accuracy: 0.6848Epoch 130: D Accuracy = 0.6927
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1785 - g_loss: 1.1385 - d_accuracy: 0.6851
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2101 - g_loss: 1.1466 - d_accuracy: 0.6710Epoch 131: D Accuracy = 0.7156
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2082 - g_loss: 1.1443 - d_accuracy: 0.6726
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1978 - g_loss: 1.1647 - d_accuracy: 0.6821Epoch 132: D Accuracy = 0.7064
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1954 - g_loss: 1.1747 - d_accuracy: 0.6830
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1924 - g_loss: 1.1386 - d_accuracy: 0.6817Epoch 133: D Accuracy = 0.6009
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1946 - g_loss: 1.1486 - d_accuracy: 0.6788
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1772 - g_loss: 1.1479 - d_accuracy: 0.6928Epoch 134: D Accuracy = 0.6560
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1755 - g_loss: 1.1565 - d_accuracy: 0.6915
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1795 - g_loss: 1.1592 - d_accuracy: 0.6951Epoch 135: D Accuracy = 0.7477
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1796 - g_loss: 1.1591 - d_accuracy: 0.6970
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1791 - g_loss: 1.1363 - d_accuracy: 0.6989Epoch 136: D Accuracy = 0.7523
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1786 - g_loss: 1.1295 - d_accuracy: 0.7008
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1896 - g_loss: 1.1856 - d_accuracy: 0.6855Epoch 137: D Accuracy = 0.7752
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1870 - g_loss: 1.1806 - d_accuracy: 0.6887
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1732 - g_loss: 1.1664 - d_accuracy: 0.6953Epoch 138: D Accuracy = 0.6330
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1750 - g_loss: 1.1723 - d_accuracy: 0.6931
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1692 - g_loss: 1.1510 - d_accuracy: 0.7005Epoch 139: D Accuracy = 0.7890
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1644 - g_loss: 1.1522 - d_accuracy: 0.7037
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1701 - g_loss: 1.1657 - d_accuracy: 0.6904Epoch 140: D Accuracy = 0.6789
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1708 - g_loss: 1.1599 - d_accuracy: 0.6900
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2027 - g_loss: 1.1770 - d_accuracy: 0.6788Epoch 141: D Accuracy = 0.6835
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2028 - g_loss: 1.1731 - d_accuracy: 0.6790
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1589 - g_loss: 1.1730 - d_accuracy: 0.6975Epoch 142: D Accuracy = 0.7110
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1585 - g_loss: 1.1756 - d_accuracy: 0.6980
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1638 - g_loss: 1.1714 - d_accuracy: 0.6992Epoch 143: D Accuracy = 0.6881
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1629 - g_loss: 1.1745 - d_accuracy: 0.6988
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1727 - g_loss: 1.1932 - d_accuracy: 0.6994Epoch 144: D Accuracy = 0.6193
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1775 - g_loss: 1.2119 - d_accuracy: 0.6966
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1747 - g_loss: 1.1807 - d_accuracy: 0.6947Epoch 145: D Accuracy = 0.6055
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1760 - g_loss: 1.2020 - d_accuracy: 0.6915
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1544 - g_loss: 1.2025 - d_accuracy: 0.7029Epoch 146: D Accuracy = 0.6881
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1518 - g_loss: 1.2155 - d_accuracy: 0.7023
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1635 - g_loss: 1.1786 - d_accuracy: 0.7029Epoch 147: D Accuracy = 0.6651
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1673 - g_loss: 1.1701 - d_accuracy: 0.7015
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1573 - g_loss: 1.1993 - d_accuracy: 0.7018Epoch 148: D Accuracy = 0.7385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1565 - g_loss: 1.1987 - d_accuracy: 0.7031
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1595 - g_loss: 1.2046 - d_accuracy: 0.7055Epoch 149: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1598 - g_loss: 1.1983 - d_accuracy: 0.7054
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1526 - g_loss: 1.2346 - d_accuracy: 0.7081Epoch 150: D Accuracy = 0.8073
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1478 - g_loss: 1.2319 - d_accuracy: 0.7117
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1412 - g_loss: 1.1944 - d_accuracy: 0.7146Epoch 151: D Accuracy = 0.6835
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1452 - g_loss: 1.1820 - d_accuracy: 0.7134
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1442 - g_loss: 1.2215 - d_accuracy: 0.7085Epoch 152: D Accuracy = 0.6972
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1446 - g_loss: 1.2306 - d_accuracy: 0.7081
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1542 - g_loss: 1.2386 - d_accuracy: 0.7113Epoch 153: D Accuracy = 0.7294
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1564 - g_loss: 1.2238 - d_accuracy: 0.7120
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1468 - g_loss: 1.2136 - d_accuracy: 0.7110Epoch 154: D Accuracy = 0.6972
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1497 - g_loss: 1.2026 - d_accuracy: 0.7105
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1546 - g_loss: 1.2147 - d_accuracy: 0.6974Epoch 155: D Accuracy = 0.7477
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1530 - g_loss: 1.2108 - d_accuracy: 0.6992
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1631 - g_loss: 1.2142 - d_accuracy: 0.7018Epoch 156: D Accuracy = 0.7569
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1593 - g_loss: 1.2174 - d_accuracy: 0.7038
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1345 - g_loss: 1.2040 - d_accuracy: 0.7132Epoch 157: D Accuracy = 0.7202
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1350 - g_loss: 1.1962 - d_accuracy: 0.7134
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1635 - g_loss: 1.2415 - d_accuracy: 0.6949Epoch 158: D Accuracy = 0.6881
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1644 - g_loss: 1.2417 - d_accuracy: 0.6947
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1296 - g_loss: 1.2162 - d_accuracy: 0.7250Epoch 159: D Accuracy = 0.7615
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1265 - g_loss: 1.2182 - d_accuracy: 0.7263
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1327 - g_loss: 1.2275 - d_accuracy: 0.7205Epoch 160: D Accuracy = 0.7615
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1320 - g_loss: 1.2193 - d_accuracy: 0.7219
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1417 - g_loss: 1.2471 - d_accuracy: 0.7069Epoch 161: D Accuracy = 0.6835
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1405 - g_loss: 1.2534 - d_accuracy: 0.7060
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1448 - g_loss: 1.2445 - d_accuracy: 0.7095Epoch 162: D Accuracy = 0.6330
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1465 - g_loss: 1.2457 - d_accuracy: 0.7068
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1062 - g_loss: 1.2407 - d_accuracy: 0.7295Epoch 163: D Accuracy = 0.8440
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1018 - g_loss: 1.2378 - d_accuracy: 0.7336
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1563 - g_loss: 1.2579 - d_accuracy: 0.7079Epoch 164: D Accuracy = 0.6560
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1596 - g_loss: 1.2651 - d_accuracy: 0.7060
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1264 - g_loss: 1.2193 - d_accuracy: 0.7144Epoch 165: D Accuracy = 0.7294
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1263 - g_loss: 1.2121 - d_accuracy: 0.7149
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1257 - g_loss: 1.2907 - d_accuracy: 0.7258Epoch 166: D Accuracy = 0.5642
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1341 - g_loss: 1.3184 - d_accuracy: 0.7200
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1519 - g_loss: 1.2573 - d_accuracy: 0.7111Epoch 167: D Accuracy = 0.7156
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1535 - g_loss: 1.2396 - d_accuracy: 0.7113
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1079 - g_loss: 1.2464 - d_accuracy: 0.7322Epoch 168: D Accuracy = 0.7890
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1056 - g_loss: 1.2411 - d_accuracy: 0.7342
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1206 - g_loss: 1.2776 - d_accuracy: 0.7184Epoch 169: D Accuracy = 0.7569
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1193 - g_loss: 1.2739 - d_accuracy: 0.7198
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0974 - g_loss: 1.2823 - d_accuracy: 0.7354Epoch 170: D Accuracy = 0.7202
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0973 - g_loss: 1.2912 - d_accuracy: 0.7349
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1286 - g_loss: 1.2773 - d_accuracy: 0.7183Epoch 171: D Accuracy = 0.6789
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1282 - g_loss: 1.2815 - d_accuracy: 0.7169
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1050 - g_loss: 1.2677 - d_accuracy: 0.7267Epoch 172: D Accuracy = 0.7431
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1052 - g_loss: 1.2569 - d_accuracy: 0.7273
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0972 - g_loss: 1.3012 - d_accuracy: 0.7349Epoch 173: D Accuracy = 0.7844
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0966 - g_loss: 1.2936 - d_accuracy: 0.7367
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1216 - g_loss: 1.2928 - d_accuracy: 0.7175Epoch 174: D Accuracy = 0.7798
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1181 - g_loss: 1.2923 - d_accuracy: 0.7198
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1145 - g_loss: 1.2941 - d_accuracy: 0.7204Epoch 175: D Accuracy = 0.5872
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1195 - g_loss: 1.3199 - d_accuracy: 0.7156
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0867 - g_loss: 1.2777 - d_accuracy: 0.7467Epoch 176: D Accuracy = 0.6881
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0879 - g_loss: 1.2890 - d_accuracy: 0.7446
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1117 - g_loss: 1.2757 - d_accuracy: 0.7311Epoch 177: D Accuracy = 0.7752
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1109 - g_loss: 1.2673 - d_accuracy: 0.7327
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1226 - g_loss: 1.3189 - d_accuracy: 0.7184Epoch 178: D Accuracy = 0.5917
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1283 - g_loss: 1.3433 - d_accuracy: 0.7139
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1024 - g_loss: 1.2985 - d_accuracy: 0.7330Epoch 179: D Accuracy = 0.7248
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1029 - g_loss: 1.2964 - d_accuracy: 0.7327
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1080 - g_loss: 1.3205 - d_accuracy: 0.7326Epoch 180: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1175 - g_loss: 1.3592 - d_accuracy: 0.7267
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0890 - g_loss: 1.3029 - d_accuracy: 0.7371Epoch 181: D Accuracy = 0.7018
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0879 - g_loss: 1.3139 - d_accuracy: 0.7358
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0729 - g_loss: 1.3052 - d_accuracy: 0.7513Epoch 182: D Accuracy = 0.7706
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0722 - g_loss: 1.3005 - d_accuracy: 0.7520
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0897 - g_loss: 1.3543 - d_accuracy: 0.7346Epoch 183: D Accuracy = 0.6743
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0894 - g_loss: 1.3709 - d_accuracy: 0.7325
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1360 - g_loss: 1.3493 - d_accuracy: 0.7100Epoch 184: D Accuracy = 0.7064
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1389 - g_loss: 1.3279 - d_accuracy: 0.7099
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0702 - g_loss: 1.3462 - d_accuracy: 0.7443Epoch 185: D Accuracy = 0.7982
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0669 - g_loss: 1.3513 - d_accuracy: 0.7462
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0966 - g_loss: 1.3511 - d_accuracy: 0.7376Epoch 186: D Accuracy = 0.7982
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0916 - g_loss: 1.3594 - d_accuracy: 0.7398
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0692 - g_loss: 1.3216 - d_accuracy: 0.7540Epoch 187: D Accuracy = 0.7798
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0676 - g_loss: 1.3185 - d_accuracy: 0.7549
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0925 - g_loss: 1.3390 - d_accuracy: 0.7376Epoch 188: D Accuracy = 0.6697
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0980 - g_loss: 1.3175 - d_accuracy: 0.7352
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0711 - g_loss: 1.3819 - d_accuracy: 0.7469Epoch 189: D Accuracy = 0.7523
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0700 - g_loss: 1.3889 - d_accuracy: 0.7471
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0789 - g_loss: 1.3826 - d_accuracy: 0.7409Epoch 190: D Accuracy = 0.6606
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0789 - g_loss: 1.3983 - d_accuracy: 0.7380
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0785 - g_loss: 1.3345 - d_accuracy: 0.7435Epoch 191: D Accuracy = 0.7615
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0800 - g_loss: 1.3224 - d_accuracy: 0.7441
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0655 - g_loss: 1.3299 - d_accuracy: 0.7478Epoch 192: D Accuracy = 0.7018
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0720 - g_loss: 1.3082 - d_accuracy: 0.7461
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0601 - g_loss: 1.3862 - d_accuracy: 0.7540Epoch 193: D Accuracy = 0.7569
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0589 - g_loss: 1.3926 - d_accuracy: 0.7541
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0763 - g_loss: 1.3943 - d_accuracy: 0.7441Epoch 194: D Accuracy = 0.7752
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0759 - g_loss: 1.3904 - d_accuracy: 0.7452
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0885 - g_loss: 1.3453 - d_accuracy: 0.7391Epoch 195: D Accuracy = 0.7615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0880 - g_loss: 1.3411 - d_accuracy: 0.7399
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1119 - g_loss: 1.3828 - d_accuracy: 0.7264Epoch 196: D Accuracy = 0.7385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1119 - g_loss: 1.3788 - d_accuracy: 0.7269
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1079 - g_loss: 1.3938 - d_accuracy: 0.7302Epoch 197: D Accuracy = 0.7844
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1034 - g_loss: 1.3948 - d_accuracy: 0.7321
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0389 - g_loss: 1.3706 - d_accuracy: 0.7680Epoch 198: D Accuracy = 0.7752
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0375 - g_loss: 1.3716 - d_accuracy: 0.7683
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0523 - g_loss: 1.3858 - d_accuracy: 0.7526Epoch 199: D Accuracy = 0.7890
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0520 - g_loss: 1.3747 - d_accuracy: 0.7539
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0495 - g_loss: 1.4072 - d_accuracy: 0.7568
Class 3 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.7706
27/27 [==============================] - 1s 41ms/step - d_loss: 1.0484 - g_loss: 1.4100 - d_accuracy: 0.7573
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0499 - g_loss: 1.4237 - d_accuracy: 0.7516Epoch 201: D Accuracy = 0.7110
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0519 - g_loss: 1.4222 - d_accuracy: 0.7501
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0505 - g_loss: 1.4178 - d_accuracy: 0.7531Epoch 202: D Accuracy = 0.7936
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0475 - g_loss: 1.4239 - d_accuracy: 0.7545
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0817 - g_loss: 1.4144 - d_accuracy: 0.7440Epoch 203: D Accuracy = 0.7844
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0828 - g_loss: 1.3951 - d_accuracy: 0.7455
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0377 - g_loss: 1.4294 - d_accuracy: 0.7612Epoch 204: D Accuracy = 0.7661
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0374 - g_loss: 1.4302 - d_accuracy: 0.7613
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0462 - g_loss: 1.4095 - d_accuracy: 0.7602Epoch 205: D Accuracy = 0.8349
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0425 - g_loss: 1.4124 - d_accuracy: 0.7629
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0420 - g_loss: 1.4524 - d_accuracy: 0.7554Epoch 206: D Accuracy = 0.7202
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0436 - g_loss: 1.4534 - d_accuracy: 0.7541
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0355 - g_loss: 1.4337 - d_accuracy: 0.7677Epoch 207: D Accuracy = 0.7248
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0360 - g_loss: 1.4292 - d_accuracy: 0.7662
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0617 - g_loss: 1.4329 - d_accuracy: 0.7528Epoch 208: D Accuracy = 0.8165
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0611 - g_loss: 1.4181 - d_accuracy: 0.7550
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0310 - g_loss: 1.4485 - d_accuracy: 0.7684Epoch 209: D Accuracy = 0.8486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0284 - g_loss: 1.4391 - d_accuracy: 0.7713
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0477 - g_loss: 1.4376 - d_accuracy: 0.7576Epoch 210: D Accuracy = 0.7569
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0457 - g_loss: 1.4412 - d_accuracy: 0.7576
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0476 - g_loss: 1.4255 - d_accuracy: 0.7647Epoch 211: D Accuracy = 0.7982
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0475 - g_loss: 1.4150 - d_accuracy: 0.7659
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0419 - g_loss: 1.4394 - d_accuracy: 0.7552Epoch 212: D Accuracy = 0.7661
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0401 - g_loss: 1.4475 - d_accuracy: 0.7556
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0137 - g_loss: 1.4480 - d_accuracy: 0.7795Epoch 213: D Accuracy = 0.8119
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0134 - g_loss: 1.4396 - d_accuracy: 0.7807
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0162 - g_loss: 1.4661 - d_accuracy: 0.7689Epoch 214: D Accuracy = 0.8394
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0123 - g_loss: 1.4650 - d_accuracy: 0.7715
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0239 - g_loss: 1.4766 - d_accuracy: 0.7659Epoch 215: D Accuracy = 0.8119
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0223 - g_loss: 1.4708 - d_accuracy: 0.7675
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0317 - g_loss: 1.4465 - d_accuracy: 0.7633Epoch 216: D Accuracy = 0.8211
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0276 - g_loss: 1.4534 - d_accuracy: 0.7654
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0530 - g_loss: 1.4949 - d_accuracy: 0.7520Epoch 217: D Accuracy = 0.6560
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0554 - g_loss: 1.5222 - d_accuracy: 0.7486
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0229 - g_loss: 1.4618 - d_accuracy: 0.7749Epoch 218: D Accuracy = 0.8716
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0175 - g_loss: 1.4598 - d_accuracy: 0.7784
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0299 - g_loss: 1.4987 - d_accuracy: 0.7627Epoch 219: D Accuracy = 0.7523
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0291 - g_loss: 1.5024 - d_accuracy: 0.7623
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0159 - g_loss: 1.4764 - d_accuracy: 0.7722Epoch 220: D Accuracy = 0.7661
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0170 - g_loss: 1.4888 - d_accuracy: 0.7719
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0477 - g_loss: 1.4961 - d_accuracy: 0.7616Epoch 221: D Accuracy = 0.7890
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0451 - g_loss: 1.5000 - d_accuracy: 0.7626
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9815 - g_loss: 1.4762 - d_accuracy: 0.7955Epoch 222: D Accuracy = 0.7798
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9804 - g_loss: 1.4912 - d_accuracy: 0.7950
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0028 - g_loss: 1.4959 - d_accuracy: 0.7836Epoch 223: D Accuracy = 0.8211
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0014 - g_loss: 1.4984 - d_accuracy: 0.7849
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0057 - g_loss: 1.5159 - d_accuracy: 0.7754Epoch 224: D Accuracy = 0.7706
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0062 - g_loss: 1.5185 - d_accuracy: 0.7752
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0082 - g_loss: 1.5162 - d_accuracy: 0.7810Epoch 225: D Accuracy = 0.8028
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0060 - g_loss: 1.5190 - d_accuracy: 0.7818
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0223 - g_loss: 1.5414 - d_accuracy: 0.7622Epoch 226: D Accuracy = 0.6651
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0272 - g_loss: 1.5539 - d_accuracy: 0.7587
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9928 - g_loss: 1.5064 - d_accuracy: 0.7821Epoch 227: D Accuracy = 0.8624
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9930 - g_loss: 1.4943 - d_accuracy: 0.7850
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9933 - g_loss: 1.5417 - d_accuracy: 0.7828Epoch 228: D Accuracy = 0.8257
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9905 - g_loss: 1.5411 - d_accuracy: 0.7843
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9804 - g_loss: 1.5467 - d_accuracy: 0.7952Epoch 229: D Accuracy = 0.7477
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9819 - g_loss: 1.5672 - d_accuracy: 0.7935
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0090 - g_loss: 1.5131 - d_accuracy: 0.7761Epoch 230: D Accuracy = 0.6606
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0135 - g_loss: 1.5409 - d_accuracy: 0.7719
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0097 - g_loss: 1.5063 - d_accuracy: 0.7730Epoch 231: D Accuracy = 0.8119
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0102 - g_loss: 1.4936 - d_accuracy: 0.7744
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9768 - g_loss: 1.5623 - d_accuracy: 0.7943Epoch 232: D Accuracy = 0.8394
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9749 - g_loss: 1.5567 - d_accuracy: 0.7959
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9816 - g_loss: 1.5602 - d_accuracy: 0.7852Epoch 233: D Accuracy = 0.8440
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9807 - g_loss: 1.5503 - d_accuracy: 0.7873
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0022 - g_loss: 1.5727 - d_accuracy: 0.7758Epoch 234: D Accuracy = 0.7752
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0003 - g_loss: 1.5900 - d_accuracy: 0.7758
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0171 - g_loss: 1.5669 - d_accuracy: 0.7745Epoch 235: D Accuracy = 0.8486
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0137 - g_loss: 1.5616 - d_accuracy: 0.7771
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0009 - g_loss: 1.5458 - d_accuracy: 0.7725Epoch 236: D Accuracy = 0.7569
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0014 - g_loss: 1.5592 - d_accuracy: 0.7720
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9815 - g_loss: 1.5819 - d_accuracy: 0.7854Epoch 237: D Accuracy = 0.7615
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9811 - g_loss: 1.5907 - d_accuracy: 0.7846
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9666 - g_loss: 1.5435 - d_accuracy: 0.7941Epoch 238: D Accuracy = 0.8119
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9654 - g_loss: 1.5396 - d_accuracy: 0.7947
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9763 - g_loss: 1.5713 - d_accuracy: 0.7908Epoch 239: D Accuracy = 0.8165
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9783 - g_loss: 1.5517 - d_accuracy: 0.7917
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9970 - g_loss: 1.6100 - d_accuracy: 0.7752Epoch 240: D Accuracy = 0.6697
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0005 - g_loss: 1.6323 - d_accuracy: 0.7715
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9644 - g_loss: 1.5508 - d_accuracy: 0.7980Epoch 241: D Accuracy = 0.8440
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9644 - g_loss: 1.5387 - d_accuracy: 0.7997
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9791 - g_loss: 1.5913 - d_accuracy: 0.7867Epoch 242: D Accuracy = 0.7844
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9779 - g_loss: 1.6032 - d_accuracy: 0.7866
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0034 - g_loss: 1.5687 - d_accuracy: 0.7795Epoch 243: D Accuracy = 0.7798
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0032 - g_loss: 1.5692 - d_accuracy: 0.7795
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0076 - g_loss: 1.5795 - d_accuracy: 0.7797Epoch 244: D Accuracy = 0.8257
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0054 - g_loss: 1.5783 - d_accuracy: 0.7814
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9666 - g_loss: 1.5713 - d_accuracy: 0.7967Epoch 245: D Accuracy = 0.8165
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9655 - g_loss: 1.5767 - d_accuracy: 0.7974
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9788 - g_loss: 1.5806 - d_accuracy: 0.7869Epoch 246: D Accuracy = 0.7615
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9776 - g_loss: 1.5929 - d_accuracy: 0.7860
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9881 - g_loss: 1.5682 - d_accuracy: 0.7850Epoch 247: D Accuracy = 0.8211
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9896 - g_loss: 1.5504 - d_accuracy: 0.7863
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9788 - g_loss: 1.6446 - d_accuracy: 0.7904Epoch 248: D Accuracy = 0.7982
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9800 - g_loss: 1.6288 - d_accuracy: 0.7907
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9986 - g_loss: 1.6113 - d_accuracy: 0.7766Epoch 249: D Accuracy = 0.8119
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9986 - g_loss: 1.5961 - d_accuracy: 0.7779
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9639 - g_loss: 1.5848 - d_accuracy: 0.7981Epoch 250: D Accuracy = 0.8028
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9658 - g_loss: 1.5787 - d_accuracy: 0.7983
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9866 - g_loss: 1.6387 - d_accuracy: 0.7865Epoch 251: D Accuracy = 0.7798
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9865 - g_loss: 1.6431 - d_accuracy: 0.7863
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9717 - g_loss: 1.6140 - d_accuracy: 0.7904Epoch 252: D Accuracy = 0.7477
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9735 - g_loss: 1.6204 - d_accuracy: 0.7889
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9291 - g_loss: 1.6371 - d_accuracy: 0.8128Epoch 253: D Accuracy = 0.7844
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9328 - g_loss: 1.6234 - d_accuracy: 0.8117
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9846 - g_loss: 1.6257 - d_accuracy: 0.7810Epoch 254: D Accuracy = 0.8165
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9846 - g_loss: 1.6094 - d_accuracy: 0.7822
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9389 - g_loss: 1.6205 - d_accuracy: 0.8055Epoch 255: D Accuracy = 0.8578
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9368 - g_loss: 1.6118 - d_accuracy: 0.8074
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9484 - g_loss: 1.6530 - d_accuracy: 0.8028Epoch 256: D Accuracy = 0.8486
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9458 - g_loss: 1.6505 - d_accuracy: 0.8045
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9795 - g_loss: 1.6720 - d_accuracy: 0.7851Epoch 257: D Accuracy = 0.8073
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9795 - g_loss: 1.6593 - d_accuracy: 0.7859
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9397 - g_loss: 1.6630 - d_accuracy: 0.8105Epoch 258: D Accuracy = 0.8532
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9366 - g_loss: 1.6603 - d_accuracy: 0.8121
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9939 - g_loss: 1.6919 - d_accuracy: 0.7802Epoch 259: D Accuracy = 0.8578
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9906 - g_loss: 1.6833 - d_accuracy: 0.7830
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9446 - g_loss: 1.6072 - d_accuracy: 0.8059Epoch 260: D Accuracy = 0.8028
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9497 - g_loss: 1.5861 - d_accuracy: 0.8058
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9645 - g_loss: 1.6614 - d_accuracy: 0.7965Epoch 261: D Accuracy = 0.8761
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9613 - g_loss: 1.6691 - d_accuracy: 0.7993
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9451 - g_loss: 1.6377 - d_accuracy: 0.8067Epoch 262: D Accuracy = 0.8394
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9464 - g_loss: 1.6237 - d_accuracy: 0.8079
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9612 - g_loss: 1.6986 - d_accuracy: 0.7924Epoch 263: D Accuracy = 0.6927
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9648 - g_loss: 1.7143 - d_accuracy: 0.7889
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9439 - g_loss: 1.6410 - d_accuracy: 0.8034Epoch 264: D Accuracy = 0.8394
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9440 - g_loss: 1.6319 - d_accuracy: 0.8047
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9545 - g_loss: 1.6457 - d_accuracy: 0.7970Epoch 265: D Accuracy = 0.7890
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9539 - g_loss: 1.6501 - d_accuracy: 0.7967
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9671 - g_loss: 1.6586 - d_accuracy: 0.7894Epoch 266: D Accuracy = 0.8807
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9632 - g_loss: 1.6526 - d_accuracy: 0.7927
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9234 - g_loss: 1.7063 - d_accuracy: 0.8129Epoch 267: D Accuracy = 0.8119
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9257 - g_loss: 1.6869 - d_accuracy: 0.8129
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9686 - g_loss: 1.7382 - d_accuracy: 0.7896Epoch 268: D Accuracy = 0.6514
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9719 - g_loss: 1.7808 - d_accuracy: 0.7847
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9395 - g_loss: 1.6559 - d_accuracy: 0.8116Epoch 269: D Accuracy = 0.8119
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9381 - g_loss: 1.6659 - d_accuracy: 0.8116
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9423 - g_loss: 1.6677 - d_accuracy: 0.8101Epoch 270: D Accuracy = 0.7661
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9481 - g_loss: 1.6427 - d_accuracy: 0.8085
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9304 - g_loss: 1.7051 - d_accuracy: 0.8094Epoch 271: D Accuracy = 0.8028
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9313 - g_loss: 1.7010 - d_accuracy: 0.8092
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9190 - g_loss: 1.7121 - d_accuracy: 0.8171Epoch 272: D Accuracy = 0.8807
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9164 - g_loss: 1.7039 - d_accuracy: 0.8193
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9281 - g_loss: 1.7395 - d_accuracy: 0.8066Epoch 273: D Accuracy = 0.8440
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9274 - g_loss: 1.7261 - d_accuracy: 0.8079
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9080 - g_loss: 1.7531 - d_accuracy: 0.8247Epoch 274: D Accuracy = 0.8303
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9078 - g_loss: 1.7553 - d_accuracy: 0.8249
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9637 - g_loss: 1.7101 - d_accuracy: 0.7971Epoch 275: D Accuracy = 0.8349
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9612 - g_loss: 1.6975 - d_accuracy: 0.7985
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9371 - g_loss: 1.7729 - d_accuracy: 0.8083Epoch 276: D Accuracy = 0.7385
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9379 - g_loss: 1.7913 - d_accuracy: 0.8058
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9440 - g_loss: 1.6822 - d_accuracy: 0.8059Epoch 277: D Accuracy = 0.7431
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9527 - g_loss: 1.6523 - d_accuracy: 0.8036
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9943 - g_loss: 1.7503 - d_accuracy: 0.7810Epoch 278: D Accuracy = 0.8440
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9916 - g_loss: 1.7360 - d_accuracy: 0.7832
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9526 - g_loss: 1.7313 - d_accuracy: 0.7986Epoch 279: D Accuracy = 0.8211
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9494 - g_loss: 1.7344 - d_accuracy: 0.7994
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9181 - g_loss: 1.7027 - d_accuracy: 0.8158Epoch 280: D Accuracy = 0.8440
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9180 - g_loss: 1.6900 - d_accuracy: 0.8168
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9661 - g_loss: 1.7122 - d_accuracy: 0.7911Epoch 281: D Accuracy = 0.8532
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9619 - g_loss: 1.7111 - d_accuracy: 0.7934
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9229 - g_loss: 1.7103 - d_accuracy: 0.8144Epoch 282: D Accuracy = 0.8440
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9238 - g_loss: 1.6952 - d_accuracy: 0.8155
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8997 - g_loss: 1.7178 - d_accuracy: 0.8265Epoch 283: D Accuracy = 0.8394
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9006 - g_loss: 1.7138 - d_accuracy: 0.8270
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9145 - g_loss: 1.7463 - d_accuracy: 0.8119Epoch 284: D Accuracy = 0.8349
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9158 - g_loss: 1.7344 - d_accuracy: 0.8127
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9604 - g_loss: 1.7381 - d_accuracy: 0.7941Epoch 285: D Accuracy = 0.6835
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9756 - g_loss: 1.7010 - d_accuracy: 0.7902
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9264 - g_loss: 1.7755 - d_accuracy: 0.8125Epoch 286: D Accuracy = 0.8211
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9274 - g_loss: 1.7574 - d_accuracy: 0.8128
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8965 - g_loss: 1.7369 - d_accuracy: 0.8222Epoch 287: D Accuracy = 0.7569
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8970 - g_loss: 1.7524 - d_accuracy: 0.8198
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8993 - g_loss: 1.7439 - d_accuracy: 0.8229Epoch 288: D Accuracy = 0.8349
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8989 - g_loss: 1.7408 - d_accuracy: 0.8233
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8942 - g_loss: 1.7749 - d_accuracy: 0.8267Epoch 289: D Accuracy = 0.7110
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9004 - g_loss: 1.7849 - d_accuracy: 0.8225
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9988 - g_loss: 1.9393 - d_accuracy: 0.7975Epoch 290: D Accuracy = 0.8440
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9986 - g_loss: 1.9124 - d_accuracy: 0.7991
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9445 - g_loss: 1.7475 - d_accuracy: 0.8055Epoch 291: D Accuracy = 0.7706
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9450 - g_loss: 1.7497 - d_accuracy: 0.8042
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9004 - g_loss: 1.7344 - d_accuracy: 0.8224Epoch 292: D Accuracy = 0.8532
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8967 - g_loss: 1.7514 - d_accuracy: 0.8235
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8893 - g_loss: 1.7842 - d_accuracy: 0.8275Epoch 293: D Accuracy = 0.8670
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8880 - g_loss: 1.7764 - d_accuracy: 0.8289
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9305 - g_loss: 1.7890 - d_accuracy: 0.8046Epoch 294: D Accuracy = 0.7752
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9342 - g_loss: 1.7659 - d_accuracy: 0.8036
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8950 - g_loss: 1.7921 - d_accuracy: 0.8183Epoch 295: D Accuracy = 0.7202
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8965 - g_loss: 1.8163 - d_accuracy: 0.8148
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8989 - g_loss: 1.7745 - d_accuracy: 0.8242Epoch 296: D Accuracy = 0.8073
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9027 - g_loss: 1.7492 - d_accuracy: 0.8236
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9123 - g_loss: 1.8137 - d_accuracy: 0.8120Epoch 297: D Accuracy = 0.8119
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9099 - g_loss: 1.8196 - d_accuracy: 0.8120
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9138 - g_loss: 1.8002 - d_accuracy: 0.8161Epoch 298: D Accuracy = 0.7523
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9148 - g_loss: 1.8249 - d_accuracy: 0.8138
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8836 - g_loss: 1.7801 - d_accuracy: 0.8322Epoch 299: D Accuracy = 0.8486
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8807 - g_loss: 1.8047 - d_accuracy: 0.8328
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9021 - g_loss: 1.8087 - d_accuracy: 0.8185
Class 3 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.8211
27/27 [==============================] - 1s 42ms/step - d_loss: 0.9001 - g_loss: 1.8245 - d_accuracy: 0.8186
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8723 - g_loss: 1.7960 - d_accuracy: 0.8364Epoch 301: D Accuracy = 0.8532
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8712 - g_loss: 1.8055 - d_accuracy: 0.8370
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9035 - g_loss: 1.8135 - d_accuracy: 0.8194Epoch 302: D Accuracy = 0.7248
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9061 - g_loss: 1.8255 - d_accuracy: 0.8160
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9085 - g_loss: 1.7711 - d_accuracy: 0.8199Epoch 303: D Accuracy = 0.8211
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9125 - g_loss: 1.7503 - d_accuracy: 0.8200
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9262 - g_loss: 1.8277 - d_accuracy: 0.8162Epoch 304: D Accuracy = 0.9037
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9219 - g_loss: 1.8229 - d_accuracy: 0.8193
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9035 - g_loss: 1.7863 - d_accuracy: 0.8210Epoch 305: D Accuracy = 0.7798
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9096 - g_loss: 1.7608 - d_accuracy: 0.8195
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8777 - g_loss: 1.8467 - d_accuracy: 0.8355Epoch 306: D Accuracy = 0.8165
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8783 - g_loss: 1.8558 - d_accuracy: 0.8348
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9051 - g_loss: 1.8377 - d_accuracy: 0.8167Epoch 307: D Accuracy = 0.7615
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9068 - g_loss: 1.8433 - d_accuracy: 0.8147
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9083 - g_loss: 1.7964 - d_accuracy: 0.8170Epoch 308: D Accuracy = 0.8761
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9070 - g_loss: 1.7884 - d_accuracy: 0.8191
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8970 - g_loss: 1.8204 - d_accuracy: 0.8157Epoch 309: D Accuracy = 0.8440
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8941 - g_loss: 1.8322 - d_accuracy: 0.8167
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9542 - g_loss: 1.8914 - d_accuracy: 0.8011Epoch 310: D Accuracy = 0.8165
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9525 - g_loss: 1.8885 - d_accuracy: 0.8016
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8794 - g_loss: 1.8404 - d_accuracy: 0.8300Epoch 311: D Accuracy = 0.7890
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8825 - g_loss: 1.8379 - d_accuracy: 0.8285
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8961 - g_loss: 1.8010 - d_accuracy: 0.8287Epoch 312: D Accuracy = 0.8165
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8974 - g_loss: 1.7969 - d_accuracy: 0.8283
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8721 - g_loss: 1.8706 - d_accuracy: 0.8375Epoch 313: D Accuracy = 0.8670
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8705 - g_loss: 1.8714 - d_accuracy: 0.8386
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8698 - g_loss: 1.8475 - d_accuracy: 0.8328Epoch 314: D Accuracy = 0.7431
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8713 - g_loss: 1.8620 - d_accuracy: 0.8296
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9089 - g_loss: 1.8510 - d_accuracy: 0.8165Epoch 315: D Accuracy = 0.9174
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9039 - g_loss: 1.8463 - d_accuracy: 0.8201
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8763 - g_loss: 1.8668 - d_accuracy: 0.8329Epoch 316: D Accuracy = 0.8991
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8747 - g_loss: 1.8546 - d_accuracy: 0.8353
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8802 - g_loss: 1.8838 - d_accuracy: 0.8310Epoch 317: D Accuracy = 0.8165
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8800 - g_loss: 1.8828 - d_accuracy: 0.8305
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8933 - g_loss: 1.8691 - d_accuracy: 0.8241Epoch 318: D Accuracy = 0.8532
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8898 - g_loss: 1.8789 - d_accuracy: 0.8252
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9271 - g_loss: 1.9191 - d_accuracy: 0.8003Epoch 319: D Accuracy = 0.7064
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9309 - g_loss: 1.9350 - d_accuracy: 0.7970
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8686 - g_loss: 1.8167 - d_accuracy: 0.8371Epoch 320: D Accuracy = 0.8716
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8692 - g_loss: 1.8036 - d_accuracy: 0.8383
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8563 - g_loss: 1.8746 - d_accuracy: 0.8395Epoch 321: D Accuracy = 0.9083
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8534 - g_loss: 1.8738 - d_accuracy: 0.8419
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8969 - g_loss: 1.9212 - d_accuracy: 0.8152Epoch 322: D Accuracy = 0.8899
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8931 - g_loss: 1.9190 - d_accuracy: 0.8179
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8818 - g_loss: 1.8701 - d_accuracy: 0.8311Epoch 323: D Accuracy = 0.7339
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8850 - g_loss: 1.8893 - d_accuracy: 0.8277
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8867 - g_loss: 1.8719 - d_accuracy: 0.8267Epoch 324: D Accuracy = 0.8211
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8894 - g_loss: 1.8464 - d_accuracy: 0.8265
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9118 - g_loss: 1.8887 - d_accuracy: 0.8072Epoch 325: D Accuracy = 0.8853
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9074 - g_loss: 1.8855 - d_accuracy: 0.8100
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8784 - g_loss: 1.8764 - d_accuracy: 0.8225Epoch 326: D Accuracy = 0.8486
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8812 - g_loss: 1.8646 - d_accuracy: 0.8235
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8766 - g_loss: 1.9006 - d_accuracy: 0.8303Epoch 327: D Accuracy = 0.7844
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8790 - g_loss: 1.9114 - d_accuracy: 0.8286
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8587 - g_loss: 1.8844 - d_accuracy: 0.8383Epoch 328: D Accuracy = 0.9266
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8549 - g_loss: 1.8819 - d_accuracy: 0.8414
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8852 - g_loss: 1.9279 - d_accuracy: 0.8212Epoch 329: D Accuracy = 0.8257
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8843 - g_loss: 1.9254 - d_accuracy: 0.8214
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8624 - g_loss: 1.9109 - d_accuracy: 0.8368Epoch 330: D Accuracy = 0.8486
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8615 - g_loss: 1.9081 - d_accuracy: 0.8373
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8477 - g_loss: 1.9195 - d_accuracy: 0.8413Epoch 331: D Accuracy = 0.8670
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8458 - g_loss: 1.9170 - d_accuracy: 0.8422
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8786 - g_loss: 1.9413 - d_accuracy: 0.8294Epoch 332: D Accuracy = 0.8119
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8803 - g_loss: 1.9423 - d_accuracy: 0.8288
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8921 - g_loss: 1.9036 - d_accuracy: 0.8219Epoch 333: D Accuracy = 0.8349
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8925 - g_loss: 1.8922 - d_accuracy: 0.8223
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9053 - g_loss: 1.9146 - d_accuracy: 0.8144Epoch 334: D Accuracy = 0.8257
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9042 - g_loss: 1.9261 - d_accuracy: 0.8148
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8826 - g_loss: 1.9214 - d_accuracy: 0.8255Epoch 335: D Accuracy = 0.8394
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8804 - g_loss: 1.9196 - d_accuracy: 0.8260
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8744 - g_loss: 1.9255 - d_accuracy: 0.8314Epoch 336: D Accuracy = 0.8394
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8722 - g_loss: 1.9376 - d_accuracy: 0.8317
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8504 - g_loss: 1.9107 - d_accuracy: 0.8464Epoch 337: D Accuracy = 0.8807
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8508 - g_loss: 1.8946 - d_accuracy: 0.8476
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8668 - g_loss: 1.9699 - d_accuracy: 0.8330Epoch 338: D Accuracy = 0.8945
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8634 - g_loss: 1.9624 - d_accuracy: 0.8352
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8593 - g_loss: 2.0095 - d_accuracy: 0.8325Epoch 339: D Accuracy = 0.8257
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8572 - g_loss: 2.0281 - d_accuracy: 0.8323
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8551 - g_loss: 1.9439 - d_accuracy: 0.8364Epoch 340: D Accuracy = 0.7706
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8559 - g_loss: 1.9657 - d_accuracy: 0.8341
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8580 - g_loss: 1.9284 - d_accuracy: 0.8401Epoch 341: D Accuracy = 0.8807
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8549 - g_loss: 1.9400 - d_accuracy: 0.8415
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9586 - g_loss: 1.9804 - d_accuracy: 0.8012Epoch 342: D Accuracy = 0.8670
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9538 - g_loss: 1.9731 - d_accuracy: 0.8036
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8805 - g_loss: 1.8725 - d_accuracy: 0.8344Epoch 343: D Accuracy = 0.8165
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8842 - g_loss: 1.8485 - d_accuracy: 0.8337
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8174 - g_loss: 1.9686 - d_accuracy: 0.8572Epoch 344: D Accuracy = 0.8624
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8185 - g_loss: 1.9606 - d_accuracy: 0.8574
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8265 - g_loss: 1.9926 - d_accuracy: 0.8554Epoch 345: D Accuracy = 0.8899
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8238 - g_loss: 1.9966 - d_accuracy: 0.8567
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8322 - g_loss: 1.9678 - d_accuracy: 0.8471Epoch 346: D Accuracy = 0.7156
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8383 - g_loss: 1.9914 - d_accuracy: 0.8424
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8538 - g_loss: 1.9611 - d_accuracy: 0.8398Epoch 347: D Accuracy = 0.8349
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8581 - g_loss: 1.9350 - d_accuracy: 0.8396
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8441 - g_loss: 2.0115 - d_accuracy: 0.8422Epoch 348: D Accuracy = 0.8716
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8405 - g_loss: 2.0146 - d_accuracy: 0.8432
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8453 - g_loss: 1.9698 - d_accuracy: 0.8491Epoch 349: D Accuracy = 0.8670
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8471 - g_loss: 1.9495 - d_accuracy: 0.8497
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8744 - g_loss: 2.0164 - d_accuracy: 0.8261Epoch 350: D Accuracy = 0.8211
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8738 - g_loss: 2.0257 - d_accuracy: 0.8259
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8464 - g_loss: 1.9719 - d_accuracy: 0.8445Epoch 351: D Accuracy = 0.8670
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8457 - g_loss: 1.9582 - d_accuracy: 0.8453
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8633 - g_loss: 1.9878 - d_accuracy: 0.8361Epoch 352: D Accuracy = 0.8807
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8607 - g_loss: 1.9893 - d_accuracy: 0.8377
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8351 - g_loss: 1.9920 - d_accuracy: 0.8463Epoch 353: D Accuracy = 0.8257
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8361 - g_loss: 1.9779 - d_accuracy: 0.8455
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8544 - g_loss: 2.0011 - d_accuracy: 0.8368Epoch 354: D Accuracy = 0.8440
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8525 - g_loss: 2.0107 - d_accuracy: 0.8371
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8222 - g_loss: 2.0119 - d_accuracy: 0.8520Epoch 355: D Accuracy = 0.8945
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8187 - g_loss: 2.0107 - d_accuracy: 0.8535
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8760 - g_loss: 2.0680 - d_accuracy: 0.8270Epoch 356: D Accuracy = 0.7477
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8778 - g_loss: 2.0955 - d_accuracy: 0.8242
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8306 - g_loss: 1.9988 - d_accuracy: 0.8517Epoch 357: D Accuracy = 0.8991
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8278 - g_loss: 2.0037 - d_accuracy: 0.8534
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8867 - g_loss: 2.0250 - d_accuracy: 0.8226Epoch 358: D Accuracy = 0.8440
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8836 - g_loss: 2.0384 - d_accuracy: 0.8234
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8766 - g_loss: 1.9851 - d_accuracy: 0.8282Epoch 359: D Accuracy = 0.8578
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8753 - g_loss: 1.9842 - d_accuracy: 0.8293
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8168 - g_loss: 2.0231 - d_accuracy: 0.8554Epoch 360: D Accuracy = 0.8257
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8212 - g_loss: 1.9979 - d_accuracy: 0.8543
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8313 - g_loss: 2.0251 - d_accuracy: 0.8469Epoch 361: D Accuracy = 0.8807
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8305 - g_loss: 2.0129 - d_accuracy: 0.8481
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8479 - g_loss: 2.0640 - d_accuracy: 0.8331Epoch 362: D Accuracy = 0.8578
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8455 - g_loss: 2.0649 - d_accuracy: 0.8340
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8595 - g_loss: 2.0642 - d_accuracy: 0.8322Epoch 363: D Accuracy = 0.8532
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8608 - g_loss: 2.0473 - d_accuracy: 0.8330
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8606 - g_loss: 1.9997 - d_accuracy: 0.8336Epoch 364: D Accuracy = 0.8578
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8609 - g_loss: 1.9839 - d_accuracy: 0.8344
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8174 - g_loss: 2.0491 - d_accuracy: 0.8597Epoch 365: D Accuracy = 0.8716
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8166 - g_loss: 2.0404 - d_accuracy: 0.8601
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8345 - g_loss: 2.0461 - d_accuracy: 0.8467Epoch 366: D Accuracy = 0.7982
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8355 - g_loss: 2.0574 - d_accuracy: 0.8450
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8090 - g_loss: 2.0608 - d_accuracy: 0.8620Epoch 367: D Accuracy = 0.8486
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8080 - g_loss: 2.0713 - d_accuracy: 0.8615
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8587 - g_loss: 2.1467 - d_accuracy: 0.8359Epoch 368: D Accuracy = 0.9404
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8517 - g_loss: 2.1508 - d_accuracy: 0.8396
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8347 - g_loss: 2.0640 - d_accuracy: 0.8449Epoch 369: D Accuracy = 0.8394
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8327 - g_loss: 2.0758 - d_accuracy: 0.8447
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8388 - g_loss: 2.0422 - d_accuracy: 0.8425Epoch 370: D Accuracy = 0.7523
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8404 - g_loss: 2.0645 - d_accuracy: 0.8393
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8188 - g_loss: 2.0146 - d_accuracy: 0.8572Epoch 371: D Accuracy = 0.8761
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8210 - g_loss: 1.9907 - d_accuracy: 0.8579
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8525 - g_loss: 2.0613 - d_accuracy: 0.8350Epoch 372: D Accuracy = 0.8761
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8506 - g_loss: 2.0666 - d_accuracy: 0.8364
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8128 - g_loss: 2.0641 - d_accuracy: 0.8630Epoch 373: D Accuracy = 0.9037
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8127 - g_loss: 2.0441 - d_accuracy: 0.8645
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9003 - g_loss: 2.0913 - d_accuracy: 0.8152Epoch 374: D Accuracy = 0.8394
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8960 - g_loss: 2.1138 - d_accuracy: 0.8161
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7982 - g_loss: 2.0900 - d_accuracy: 0.8614Epoch 375: D Accuracy = 0.8991
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7937 - g_loss: 2.1044 - d_accuracy: 0.8628
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8385 - g_loss: 2.0596 - d_accuracy: 0.8499Epoch 376: D Accuracy = 0.8532
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8396 - g_loss: 2.0430 - d_accuracy: 0.8500
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8096 - g_loss: 2.1032 - d_accuracy: 0.8575Epoch 377: D Accuracy = 0.8119
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8113 - g_loss: 2.1110 - d_accuracy: 0.8558
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8130 - g_loss: 2.1123 - d_accuracy: 0.8593Epoch 378: D Accuracy = 0.7569
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8162 - g_loss: 2.1401 - d_accuracy: 0.8557
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8906 - g_loss: 2.1162 - d_accuracy: 0.8283Epoch 379: D Accuracy = 0.8532
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8875 - g_loss: 2.1168 - d_accuracy: 0.8292
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8031 - g_loss: 2.0860 - d_accuracy: 0.8598Epoch 380: D Accuracy = 0.8945
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8010 - g_loss: 2.0881 - d_accuracy: 0.8610
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8578 - g_loss: 2.1088 - d_accuracy: 0.8341Epoch 381: D Accuracy = 0.8578
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8553 - g_loss: 2.1208 - d_accuracy: 0.8350
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8550 - g_loss: 2.0658 - d_accuracy: 0.8386Epoch 382: D Accuracy = 0.8807
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8527 - g_loss: 2.0563 - d_accuracy: 0.8401
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8240 - g_loss: 2.0366 - d_accuracy: 0.8516Epoch 383: D Accuracy = 0.8670
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8257 - g_loss: 2.0172 - d_accuracy: 0.8521
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7918 - g_loss: 2.1279 - d_accuracy: 0.8700Epoch 384: D Accuracy = 0.9083
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7915 - g_loss: 2.1112 - d_accuracy: 0.8714
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8288 - g_loss: 2.1277 - d_accuracy: 0.8434Epoch 385: D Accuracy = 0.8761
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8294 - g_loss: 2.1117 - d_accuracy: 0.8445
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8784 - g_loss: 2.1035 - d_accuracy: 0.8269Epoch 386: D Accuracy = 0.8807
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8764 - g_loss: 2.0818 - d_accuracy: 0.8288
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8032 - g_loss: 2.0782 - d_accuracy: 0.8596Epoch 387: D Accuracy = 0.8624
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8048 - g_loss: 2.0603 - d_accuracy: 0.8597
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8673 - g_loss: 2.1241 - d_accuracy: 0.8303Epoch 388: D Accuracy = 0.8899
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8641 - g_loss: 2.1166 - d_accuracy: 0.8324
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8113 - g_loss: 2.0990 - d_accuracy: 0.8555Epoch 389: D Accuracy = 0.8761
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8091 - g_loss: 2.1017 - d_accuracy: 0.8562
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8137 - g_loss: 2.1240 - d_accuracy: 0.8551Epoch 390: D Accuracy = 0.8761
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8111 - g_loss: 2.1396 - d_accuracy: 0.8558
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7921 - g_loss: 2.1205 - d_accuracy: 0.8681Epoch 391: D Accuracy = 0.8532
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7944 - g_loss: 2.1173 - d_accuracy: 0.8676
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8319 - g_loss: 2.1340 - d_accuracy: 0.8514Epoch 392: D Accuracy = 0.8211
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8303 - g_loss: 2.1505 - d_accuracy: 0.8504
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8064 - g_loss: 2.1157 - d_accuracy: 0.8571Epoch 393: D Accuracy = 0.8991
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8040 - g_loss: 2.1213 - d_accuracy: 0.8586
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8131 - g_loss: 2.1508 - d_accuracy: 0.8605Epoch 394: D Accuracy = 0.8394
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8127 - g_loss: 2.1621 - d_accuracy: 0.8598
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7847 - g_loss: 2.1793 - d_accuracy: 0.8669Epoch 395: D Accuracy = 0.9128
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7842 - g_loss: 2.1633 - d_accuracy: 0.8685
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8685 - g_loss: 2.2558 - d_accuracy: 0.8249Epoch 396: D Accuracy = 0.8165
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8652 - g_loss: 2.2876 - d_accuracy: 0.8246
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8486 - g_loss: 2.1228 - d_accuracy: 0.8441Epoch 397: D Accuracy = 0.9037
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8480 - g_loss: 2.1016 - d_accuracy: 0.8462
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8048 - g_loss: 2.1337 - d_accuracy: 0.8596Epoch 398: D Accuracy = 0.8761
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8052 - g_loss: 2.1225 - d_accuracy: 0.8602
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8251 - g_loss: 2.1530 - d_accuracy: 0.8472Epoch 399: D Accuracy = 0.8578
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8247 - g_loss: 2.1462 - d_accuracy: 0.8475
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7867 - g_loss: 2.1442 - d_accuracy: 0.8606
Class 3 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.9037
27/27 [==============================] - 1s 44ms/step - d_loss: 0.7833 - g_loss: 2.1467 - d_accuracy: 0.8621
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7966 - g_loss: 2.1686 - d_accuracy: 0.8630Epoch 401: D Accuracy = 0.8670
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7966 - g_loss: 2.1550 - d_accuracy: 0.8631
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7764 - g_loss: 2.1835 - d_accuracy: 0.8729Epoch 402: D Accuracy = 0.9037
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7731 - g_loss: 2.1787 - d_accuracy: 0.8740
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8034 - g_loss: 2.1836 - d_accuracy: 0.8546Epoch 403: D Accuracy = 0.8899
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8042 - g_loss: 2.1629 - d_accuracy: 0.8558
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8735 - g_loss: 2.3098 - d_accuracy: 0.8317Epoch 404: D Accuracy = 0.9312
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8654 - g_loss: 2.3100 - d_accuracy: 0.8352
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8098 - g_loss: 2.1375 - d_accuracy: 0.8596Epoch 405: D Accuracy = 0.8349
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8081 - g_loss: 2.1563 - d_accuracy: 0.8587
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7950 - g_loss: 2.1145 - d_accuracy: 0.8658Epoch 406: D Accuracy = 0.8578
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7944 - g_loss: 2.1220 - d_accuracy: 0.8655
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7813 - g_loss: 2.1787 - d_accuracy: 0.8686Epoch 407: D Accuracy = 0.9128
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7801 - g_loss: 2.1745 - d_accuracy: 0.8702
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8153 - g_loss: 2.1997 - d_accuracy: 0.8530Epoch 408: D Accuracy = 0.7798
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8180 - g_loss: 2.2155 - d_accuracy: 0.8503
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7927 - g_loss: 2.2004 - d_accuracy: 0.8613Epoch 409: D Accuracy = 0.8486
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7921 - g_loss: 2.1956 - d_accuracy: 0.8608
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8567 - g_loss: 2.1577 - d_accuracy: 0.8313Epoch 410: D Accuracy = 0.8486
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8589 - g_loss: 2.1338 - d_accuracy: 0.8320
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7819 - g_loss: 2.1781 - d_accuracy: 0.8681Epoch 411: D Accuracy = 0.8807
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7807 - g_loss: 2.1729 - d_accuracy: 0.8686
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7854 - g_loss: 2.1526 - d_accuracy: 0.8685Epoch 412: D Accuracy = 0.8716
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7865 - g_loss: 2.1398 - d_accuracy: 0.8686
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7981 - g_loss: 2.2083 - d_accuracy: 0.8571Epoch 413: D Accuracy = 0.7982
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8003 - g_loss: 2.2197 - d_accuracy: 0.8550
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8150 - g_loss: 2.1648 - d_accuracy: 0.8506Epoch 414: D Accuracy = 0.8991
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8103 - g_loss: 2.1699 - d_accuracy: 0.8523
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7941 - g_loss: 2.2360 - d_accuracy: 0.8593Epoch 415: D Accuracy = 0.8853
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7930 - g_loss: 2.2241 - d_accuracy: 0.8603
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8309 - g_loss: 2.2448 - d_accuracy: 0.8466Epoch 416: D Accuracy = 0.8670
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8274 - g_loss: 2.2522 - d_accuracy: 0.8474
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7678 - g_loss: 2.2496 - d_accuracy: 0.8757Epoch 417: D Accuracy = 0.8991
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7659 - g_loss: 2.2507 - d_accuracy: 0.8766
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8150 - g_loss: 2.2437 - d_accuracy: 0.8546Epoch 418: D Accuracy = 0.8119
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8156 - g_loss: 2.2540 - d_accuracy: 0.8531
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8238 - g_loss: 2.1872 - d_accuracy: 0.8524Epoch 419: D Accuracy = 0.8853
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8219 - g_loss: 2.1771 - d_accuracy: 0.8536
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7806 - g_loss: 2.2015 - d_accuracy: 0.8714Epoch 420: D Accuracy = 0.8945
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7793 - g_loss: 2.1982 - d_accuracy: 0.8722
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8426 - g_loss: 2.2301 - d_accuracy: 0.8409Epoch 421: D Accuracy = 0.8761
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8412 - g_loss: 2.2133 - d_accuracy: 0.8422
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8098 - g_loss: 2.2228 - d_accuracy: 0.8520Epoch 422: D Accuracy = 0.8073
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8111 - g_loss: 2.2197 - d_accuracy: 0.8504
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7678 - g_loss: 2.2263 - d_accuracy: 0.8742Epoch 423: D Accuracy = 0.8761
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7671 - g_loss: 2.2227 - d_accuracy: 0.8742
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7674 - g_loss: 2.2426 - d_accuracy: 0.8713Epoch 424: D Accuracy = 0.8991
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7677 - g_loss: 2.2282 - d_accuracy: 0.8723
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7742 - g_loss: 2.2459 - d_accuracy: 0.8712Epoch 425: D Accuracy = 0.8670
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7793 - g_loss: 2.2149 - d_accuracy: 0.8711
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7603 - g_loss: 2.3114 - d_accuracy: 0.8703Epoch 426: D Accuracy = 0.7982
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7635 - g_loss: 2.3483 - d_accuracy: 0.8677
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7589 - g_loss: 2.1997 - d_accuracy: 0.8819Epoch 427: D Accuracy = 0.8899
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7607 - g_loss: 2.1802 - d_accuracy: 0.8822
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7532 - g_loss: 2.2780 - d_accuracy: 0.8813Epoch 428: D Accuracy = 0.9128
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7520 - g_loss: 2.2644 - d_accuracy: 0.8824
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8366 - g_loss: 2.2804 - d_accuracy: 0.8405Epoch 429: D Accuracy = 0.9083
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8337 - g_loss: 2.2683 - d_accuracy: 0.8429
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8273 - g_loss: 2.2622 - d_accuracy: 0.8436Epoch 430: D Accuracy = 0.8165
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8264 - g_loss: 2.2835 - d_accuracy: 0.8426
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8036 - g_loss: 2.2625 - d_accuracy: 0.8568Epoch 431: D Accuracy = 0.7982
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8025 - g_loss: 2.2868 - d_accuracy: 0.8547
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7931 - g_loss: 2.2524 - d_accuracy: 0.8603Epoch 432: D Accuracy = 0.9037
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7918 - g_loss: 2.2363 - d_accuracy: 0.8618
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7531 - g_loss: 2.2785 - d_accuracy: 0.8790Epoch 433: D Accuracy = 0.8532
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7514 - g_loss: 2.3102 - d_accuracy: 0.8780
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7645 - g_loss: 2.2417 - d_accuracy: 0.8792Epoch 434: D Accuracy = 0.9541
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7621 - g_loss: 2.2311 - d_accuracy: 0.8819
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7973 - g_loss: 2.3202 - d_accuracy: 0.8553Epoch 435: D Accuracy = 0.8991
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7960 - g_loss: 2.3077 - d_accuracy: 0.8569
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7700 - g_loss: 2.2955 - d_accuracy: 0.8703Epoch 436: D Accuracy = 0.9358
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7660 - g_loss: 2.3056 - d_accuracy: 0.8726
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7587 - g_loss: 2.3374 - d_accuracy: 0.8745Epoch 437: D Accuracy = 0.7982
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7595 - g_loss: 2.3644 - d_accuracy: 0.8717
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7805 - g_loss: 2.2025 - d_accuracy: 0.8718Epoch 438: D Accuracy = 0.9128
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7833 - g_loss: 2.1758 - d_accuracy: 0.8732
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8174 - g_loss: 2.3013 - d_accuracy: 0.8473Epoch 439: D Accuracy = 0.7982
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8187 - g_loss: 2.3126 - d_accuracy: 0.8455
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7718 - g_loss: 2.2592 - d_accuracy: 0.8728Epoch 440: D Accuracy = 0.8853
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7709 - g_loss: 2.2526 - d_accuracy: 0.8732
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7566 - g_loss: 2.3208 - d_accuracy: 0.8773Epoch 441: D Accuracy = 0.8945
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7582 - g_loss: 2.3032 - d_accuracy: 0.8779
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7562 - g_loss: 2.2856 - d_accuracy: 0.8758Epoch 442: D Accuracy = 0.8853
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7531 - g_loss: 2.3086 - d_accuracy: 0.8762
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8677 - g_loss: 2.3323 - d_accuracy: 0.8309Epoch 443: D Accuracy = 0.8486
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8632 - g_loss: 2.3491 - d_accuracy: 0.8315
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7339 - g_loss: 2.3194 - d_accuracy: 0.8903Epoch 444: D Accuracy = 0.8899
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7337 - g_loss: 2.3270 - d_accuracy: 0.8903
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7414 - g_loss: 2.3309 - d_accuracy: 0.8840Epoch 445: D Accuracy = 0.8670
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7411 - g_loss: 2.3440 - d_accuracy: 0.8834
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7512 - g_loss: 2.3350 - d_accuracy: 0.8820Epoch 446: D Accuracy = 0.9128
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7511 - g_loss: 2.3218 - d_accuracy: 0.8831
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7536 - g_loss: 2.3461 - d_accuracy: 0.8741Epoch 447: D Accuracy = 0.8716
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7542 - g_loss: 2.3456 - d_accuracy: 0.8741
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7582 - g_loss: 2.3238 - d_accuracy: 0.8727Epoch 448: D Accuracy = 0.7982
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7590 - g_loss: 2.3462 - d_accuracy: 0.8701
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7956 - g_loss: 2.3051 - d_accuracy: 0.8563Epoch 449: D Accuracy = 0.8807
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7927 - g_loss: 2.3128 - d_accuracy: 0.8571
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7747 - g_loss: 2.3011 - d_accuracy: 0.8673Epoch 450: D Accuracy = 0.8165
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7774 - g_loss: 2.3176 - d_accuracy: 0.8655
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7597 - g_loss: 2.3630 - d_accuracy: 0.8764Epoch 451: D Accuracy = 0.9037
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7596 - g_loss: 2.3585 - d_accuracy: 0.8773
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7783 - g_loss: 2.3137 - d_accuracy: 0.8656Epoch 452: D Accuracy = 0.9266
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7773 - g_loss: 2.3056 - d_accuracy: 0.8678
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7332 - g_loss: 2.3514 - d_accuracy: 0.8842Epoch 453: D Accuracy = 0.8853
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7345 - g_loss: 2.3380 - d_accuracy: 0.8842
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8069 - g_loss: 2.3977 - d_accuracy: 0.8501Epoch 454: D Accuracy = 0.9128
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8061 - g_loss: 2.3776 - d_accuracy: 0.8523
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7419 - g_loss: 2.4231 - d_accuracy: 0.8795Epoch 455: D Accuracy = 0.8440
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7421 - g_loss: 2.4511 - d_accuracy: 0.8782
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7614 - g_loss: 2.3382 - d_accuracy: 0.8754Epoch 456: D Accuracy = 0.8807
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7626 - g_loss: 2.3166 - d_accuracy: 0.8755
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0869 - g_loss: 2.4951 - d_accuracy: 0.7975Epoch 457: D Accuracy = 0.8991
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0757 - g_loss: 2.4778 - d_accuracy: 0.8011
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7872 - g_loss: 2.2620 - d_accuracy: 0.8659Epoch 458: D Accuracy = 0.8486
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7887 - g_loss: 2.2714 - d_accuracy: 0.8653
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7442 - g_loss: 2.2562 - d_accuracy: 0.8901Epoch 459: D Accuracy = 0.9312
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7427 - g_loss: 2.2551 - d_accuracy: 0.8916
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7376 - g_loss: 2.3387 - d_accuracy: 0.8839Epoch 460: D Accuracy = 0.9128
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7362 - g_loss: 2.3358 - d_accuracy: 0.8850
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7355 - g_loss: 2.3307 - d_accuracy: 0.8871Epoch 461: D Accuracy = 0.8578
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7430 - g_loss: 2.3004 - d_accuracy: 0.8860
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8208 - g_loss: 2.3434 - d_accuracy: 0.8441Epoch 462: D Accuracy = 0.9312
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8151 - g_loss: 2.3383 - d_accuracy: 0.8472
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7350 - g_loss: 2.3440 - d_accuracy: 0.8901Epoch 463: D Accuracy = 0.8486
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7404 - g_loss: 2.3236 - d_accuracy: 0.8886
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7593 - g_loss: 2.3643 - d_accuracy: 0.8734Epoch 464: D Accuracy = 0.8899
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7601 - g_loss: 2.3471 - d_accuracy: 0.8740
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7851 - g_loss: 2.3648 - d_accuracy: 0.8645Epoch 465: D Accuracy = 0.9266
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7820 - g_loss: 2.3604 - d_accuracy: 0.8667
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7412 - g_loss: 2.3631 - d_accuracy: 0.8816Epoch 466: D Accuracy = 0.8670
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7411 - g_loss: 2.3628 - d_accuracy: 0.8811
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7529 - g_loss: 2.3869 - d_accuracy: 0.8743Epoch 467: D Accuracy = 0.7982
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7550 - g_loss: 2.4030 - d_accuracy: 0.8716
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7567 - g_loss: 2.3758 - d_accuracy: 0.8731Epoch 468: D Accuracy = 0.7569
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7615 - g_loss: 2.4058 - d_accuracy: 0.8689
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7940 - g_loss: 2.3781 - d_accuracy: 0.8570Epoch 469: D Accuracy = 0.9312
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7893 - g_loss: 2.3765 - d_accuracy: 0.8596
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7256 - g_loss: 2.3807 - d_accuracy: 0.8912Epoch 470: D Accuracy = 0.8486
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7308 - g_loss: 2.3540 - d_accuracy: 0.8897
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7545 - g_loss: 2.4102 - d_accuracy: 0.8696Epoch 471: D Accuracy = 0.7339
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7611 - g_loss: 2.4140 - d_accuracy: 0.8648
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7423 - g_loss: 2.4275 - d_accuracy: 0.8846Epoch 472: D Accuracy = 0.9495
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7384 - g_loss: 2.4224 - d_accuracy: 0.8869
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7410 - g_loss: 2.3902 - d_accuracy: 0.8837Epoch 473: D Accuracy = 0.8899
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7452 - g_loss: 2.3614 - d_accuracy: 0.8839
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7977 - g_loss: 2.4346 - d_accuracy: 0.8540Epoch 474: D Accuracy = 0.8716
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8002 - g_loss: 2.4007 - d_accuracy: 0.8547
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7710 - g_loss: 2.4156 - d_accuracy: 0.8658Epoch 475: D Accuracy = 0.7202
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7749 - g_loss: 2.4517 - d_accuracy: 0.8606
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7778 - g_loss: 2.3779 - d_accuracy: 0.8698Epoch 476: D Accuracy = 0.7890
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7910 - g_loss: 2.3306 - d_accuracy: 0.8669
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7409 - g_loss: 2.4834 - d_accuracy: 0.8773Epoch 477: D Accuracy = 0.8394
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7436 - g_loss: 2.4951 - d_accuracy: 0.8759
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7273 - g_loss: 2.3938 - d_accuracy: 0.8879Epoch 478: D Accuracy = 0.8991
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7253 - g_loss: 2.3872 - d_accuracy: 0.8883
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7900 - g_loss: 2.4660 - d_accuracy: 0.8543Epoch 479: D Accuracy = 0.9174
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7825 - g_loss: 2.4883 - d_accuracy: 0.8565
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7531 - g_loss: 2.3896 - d_accuracy: 0.8764Epoch 480: D Accuracy = 0.9358
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7494 - g_loss: 2.3967 - d_accuracy: 0.8785
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7648 - g_loss: 2.4101 - d_accuracy: 0.8715Epoch 481: D Accuracy = 0.9404
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7604 - g_loss: 2.4112 - d_accuracy: 0.8739
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7295 - g_loss: 2.4418 - d_accuracy: 0.8870Epoch 482: D Accuracy = 0.8440
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7284 - g_loss: 2.4813 - d_accuracy: 0.8855
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7231 - g_loss: 2.4562 - d_accuracy: 0.8894Epoch 483: D Accuracy = 0.9083
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7244 - g_loss: 2.4334 - d_accuracy: 0.8901
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7352 - g_loss: 2.4302 - d_accuracy: 0.8828Epoch 484: D Accuracy = 0.9220
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7314 - g_loss: 2.4468 - d_accuracy: 0.8842
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7280 - g_loss: 2.4481 - d_accuracy: 0.8862Epoch 485: D Accuracy = 0.9404
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7254 - g_loss: 2.4447 - d_accuracy: 0.8882
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7139 - g_loss: 2.4256 - d_accuracy: 0.8934Epoch 486: D Accuracy = 0.9220
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7141 - g_loss: 2.4091 - d_accuracy: 0.8944
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7567 - g_loss: 2.5087 - d_accuracy: 0.8695Epoch 487: D Accuracy = 0.7706
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7619 - g_loss: 2.5403 - d_accuracy: 0.8660
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7471 - g_loss: 2.3798 - d_accuracy: 0.8824Epoch 488: D Accuracy = 0.9312
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7430 - g_loss: 2.3835 - d_accuracy: 0.8842
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7074 - g_loss: 2.4781 - d_accuracy: 0.8939Epoch 489: D Accuracy = 0.9587
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7042 - g_loss: 2.4751 - d_accuracy: 0.8962
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6933 - g_loss: 2.5702 - d_accuracy: 0.9074Epoch 490: D Accuracy = 0.7615
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7006 - g_loss: 2.6160 - d_accuracy: 0.9022
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7612 - g_loss: 2.5010 - d_accuracy: 0.8724Epoch 491: D Accuracy = 0.9220
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7555 - g_loss: 2.5126 - d_accuracy: 0.8742
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7380 - g_loss: 2.4707 - d_accuracy: 0.8833Epoch 492: D Accuracy = 0.8486
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7385 - g_loss: 2.4814 - d_accuracy: 0.8820
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7164 - g_loss: 2.5119 - d_accuracy: 0.8887Epoch 493: D Accuracy = 0.8945
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7149 - g_loss: 2.5207 - d_accuracy: 0.8889
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7610 - g_loss: 2.5197 - d_accuracy: 0.8686Epoch 494: D Accuracy = 0.8807
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7584 - g_loss: 2.5170 - d_accuracy: 0.8690
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7485 - g_loss: 2.4769 - d_accuracy: 0.8738Epoch 495: D Accuracy = 0.9083
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7478 - g_loss: 2.4591 - d_accuracy: 0.8750
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7088 - g_loss: 2.4616 - d_accuracy: 0.8965Epoch 496: D Accuracy = 0.8532
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7117 - g_loss: 2.4534 - d_accuracy: 0.8949
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7603 - g_loss: 2.5054 - d_accuracy: 0.8719Epoch 497: D Accuracy = 0.8303
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7614 - g_loss: 2.5023 - d_accuracy: 0.8704
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7387 - g_loss: 2.4486 - d_accuracy: 0.8820Epoch 498: D Accuracy = 0.8716
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7390 - g_loss: 2.4551 - d_accuracy: 0.8816
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7115 - g_loss: 2.4554 - d_accuracy: 0.8924Epoch 499: D Accuracy = 0.8165
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7199 - g_loss: 2.4205 - d_accuracy: 0.8897
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7242 - g_loss: 2.5107 - d_accuracy: 0.8854
Class 3 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.8394
27/27 [==============================] - 1s 42ms/step - d_loss: 0.7252 - g_loss: 2.5275 - d_accuracy: 0.8838
Training DCGAN for class 4...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 0.9347 - g_loss: 1.5296 - d_accuracy: 0.7977WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0167s vs `on_train_batch_end` time: 0.0184s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 0.7343 - g_loss: 2.3840 - d_accuracy: 0.8907
Epoch 1: Generator loss improved from inf to 3.2327. Saving weights.
Epoch 1: D Accuracy = 0.7846
27/27 [==============================] - 2s 41ms/step - d_loss: 0.7406 - g_loss: 2.4143 - d_accuracy: 0.8870
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8153 - g_loss: 2.2402 - d_accuracy: 0.8614
Epoch 2: Generator loss improved from 3.2327 to 2.8099. Saving weights.
Epoch 2: D Accuracy = 0.9231
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8078 - g_loss: 2.2605 - d_accuracy: 0.8636
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5143 - g_loss: 3.5929 - d_accuracy: 0.9612Epoch 3: D Accuracy = 0.9769
27/27 [==============================] - 1s 34ms/step - d_loss: 0.5105 - g_loss: 3.6424 - d_accuracy: 0.9618
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5746 - g_loss: 4.6583 - d_accuracy: 0.9550
Epoch 4: Generator loss improved from 2.8099 to 0.0543. Saving weights.
Epoch 4: D Accuracy = 0.5000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6925 - g_loss: 4.4938 - d_accuracy: 0.9388
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1802 - g_loss: 1.4771 - d_accuracy: 0.7215Epoch 5: D Accuracy = 0.7077
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1828 - g_loss: 1.4669 - d_accuracy: 0.7210
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1907 - g_loss: 1.2042 - d_accuracy: 0.6999Epoch 6: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1867 - g_loss: 1.1972 - d_accuracy: 0.7035
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2003 - g_loss: 1.1958 - d_accuracy: 0.6929Epoch 7: D Accuracy = 0.7231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1982 - g_loss: 1.2023 - d_accuracy: 0.6939
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1853 - g_loss: 1.1718 - d_accuracy: 0.6971Epoch 8: D Accuracy = 0.7462
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1808 - g_loss: 1.1739 - d_accuracy: 0.6988
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1966 - g_loss: 1.1864 - d_accuracy: 0.6985Epoch 9: D Accuracy = 0.7000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1937 - g_loss: 1.1903 - d_accuracy: 0.6986
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1681 - g_loss: 1.2094 - d_accuracy: 0.7012Epoch 10: D Accuracy = 0.8154
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1650 - g_loss: 1.2058 - d_accuracy: 0.7053
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1189 - g_loss: 1.2763 - d_accuracy: 0.7310Epoch 11: D Accuracy = 0.7615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1188 - g_loss: 1.2700 - d_accuracy: 0.7321
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0656 - g_loss: 1.3910 - d_accuracy: 0.7656Epoch 12: D Accuracy = 0.8462
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0603 - g_loss: 1.3908 - d_accuracy: 0.7684
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0311 - g_loss: 1.4693 - d_accuracy: 0.7675Epoch 13: D Accuracy = 0.7846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0287 - g_loss: 1.4725 - d_accuracy: 0.7681
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0081 - g_loss: 1.5135 - d_accuracy: 0.7813Epoch 14: D Accuracy = 0.6769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0169 - g_loss: 1.4880 - d_accuracy: 0.7776
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9699 - g_loss: 1.6156 - d_accuracy: 0.7987Epoch 15: D Accuracy = 0.7769
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9734 - g_loss: 1.6050 - d_accuracy: 0.7980
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9952 - g_loss: 1.6682 - d_accuracy: 0.7916Epoch 16: D Accuracy = 0.7923
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9939 - g_loss: 1.6623 - d_accuracy: 0.7917
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9260 - g_loss: 1.6691 - d_accuracy: 0.8179Epoch 17: D Accuracy = 0.6769
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9318 - g_loss: 1.6999 - d_accuracy: 0.8129
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0063 - g_loss: 1.6522 - d_accuracy: 0.7766Epoch 18: D Accuracy = 0.8231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0000 - g_loss: 1.6567 - d_accuracy: 0.7782
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9789 - g_loss: 1.5954 - d_accuracy: 0.7844Epoch 19: D Accuracy = 0.7692
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9804 - g_loss: 1.6025 - d_accuracy: 0.7839
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0592 - g_loss: 1.5303 - d_accuracy: 0.7568Epoch 20: D Accuracy = 0.8154
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0541 - g_loss: 1.5396 - d_accuracy: 0.7589
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0875 - g_loss: 1.4729 - d_accuracy: 0.7383Epoch 21: D Accuracy = 0.6692
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0923 - g_loss: 1.4890 - d_accuracy: 0.7359
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1068 - g_loss: 1.3718 - d_accuracy: 0.7324Epoch 22: D Accuracy = 0.7385
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1073 - g_loss: 1.3640 - d_accuracy: 0.7326
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0992 - g_loss: 1.3502 - d_accuracy: 0.7336Epoch 23: D Accuracy = 0.7538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0976 - g_loss: 1.3535 - d_accuracy: 0.7344
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1376 - g_loss: 1.3585 - d_accuracy: 0.7203Epoch 24: D Accuracy = 0.6538
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1387 - g_loss: 1.3791 - d_accuracy: 0.7179
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1310 - g_loss: 1.3216 - d_accuracy: 0.7214Epoch 25: D Accuracy = 0.7154
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1331 - g_loss: 1.3089 - d_accuracy: 0.7212
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0951 - g_loss: 1.3024 - d_accuracy: 0.7377Epoch 26: D Accuracy = 0.7692
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0945 - g_loss: 1.2995 - d_accuracy: 0.7388
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1542 - g_loss: 1.3196 - d_accuracy: 0.7099Epoch 27: D Accuracy = 0.7385
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1559 - g_loss: 1.3072 - d_accuracy: 0.7110
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1242 - g_loss: 1.3202 - d_accuracy: 0.7237Epoch 28: D Accuracy = 0.6692
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1267 - g_loss: 1.3392 - d_accuracy: 0.7218
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0975 - g_loss: 1.3087 - d_accuracy: 0.7354Epoch 29: D Accuracy = 0.7308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0989 - g_loss: 1.3166 - d_accuracy: 0.7352
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1314 - g_loss: 1.3288 - d_accuracy: 0.7223Epoch 30: D Accuracy = 0.8000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1267 - g_loss: 1.3308 - d_accuracy: 0.7251
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1068 - g_loss: 1.3359 - d_accuracy: 0.7377Epoch 31: D Accuracy = 0.6769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1065 - g_loss: 1.3553 - d_accuracy: 0.7356
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1073 - g_loss: 1.3041 - d_accuracy: 0.7316Epoch 32: D Accuracy = 0.8154
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1050 - g_loss: 1.2980 - d_accuracy: 0.7346
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1302 - g_loss: 1.3418 - d_accuracy: 0.7197Epoch 33: D Accuracy = 0.6615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1339 - g_loss: 1.3228 - d_accuracy: 0.7176
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0993 - g_loss: 1.3563 - d_accuracy: 0.7371Epoch 34: D Accuracy = 0.7692
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0990 - g_loss: 1.3448 - d_accuracy: 0.7383
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1104 - g_loss: 1.3439 - d_accuracy: 0.7285Epoch 35: D Accuracy = 0.6538
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1110 - g_loss: 1.3550 - d_accuracy: 0.7258
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0866 - g_loss: 1.3395 - d_accuracy: 0.7400Epoch 36: D Accuracy = 0.7385
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0868 - g_loss: 1.3442 - d_accuracy: 0.7400
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0978 - g_loss: 1.3657 - d_accuracy: 0.7369Epoch 37: D Accuracy = 0.6692
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0988 - g_loss: 1.3702 - d_accuracy: 0.7345
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1066 - g_loss: 1.3494 - d_accuracy: 0.7349Epoch 38: D Accuracy = 0.6538
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1117 - g_loss: 1.3758 - d_accuracy: 0.7320
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1217 - g_loss: 1.3266 - d_accuracy: 0.7258Epoch 39: D Accuracy = 0.7538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1210 - g_loss: 1.3240 - d_accuracy: 0.7268
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1040 - g_loss: 1.3603 - d_accuracy: 0.7360Epoch 40: D Accuracy = 0.7154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1028 - g_loss: 1.3721 - d_accuracy: 0.7353
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0721 - g_loss: 1.3568 - d_accuracy: 0.7511Epoch 41: D Accuracy = 0.6538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0759 - g_loss: 1.3652 - d_accuracy: 0.7476
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1308 - g_loss: 1.3510 - d_accuracy: 0.7224Epoch 42: D Accuracy = 0.7385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1320 - g_loss: 1.3386 - d_accuracy: 0.7229
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1183 - g_loss: 1.3174 - d_accuracy: 0.7252Epoch 43: D Accuracy = 0.6692
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1256 - g_loss: 1.2930 - d_accuracy: 0.7232
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1268 - g_loss: 1.3738 - d_accuracy: 0.7158Epoch 44: D Accuracy = 0.6308
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1325 - g_loss: 1.3551 - d_accuracy: 0.7127
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0716 - g_loss: 1.3656 - d_accuracy: 0.7498Epoch 45: D Accuracy = 0.7769
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0706 - g_loss: 1.3692 - d_accuracy: 0.7508
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1160 - g_loss: 1.3897 - d_accuracy: 0.7240Epoch 46: D Accuracy = 0.7077
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1164 - g_loss: 1.3905 - d_accuracy: 0.7234
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1081 - g_loss: 1.3559 - d_accuracy: 0.7303Epoch 47: D Accuracy = 0.7769
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1053 - g_loss: 1.3523 - d_accuracy: 0.7320
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0868 - g_loss: 1.3571 - d_accuracy: 0.7432Epoch 48: D Accuracy = 0.7923
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0839 - g_loss: 1.3557 - d_accuracy: 0.7449
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1423 - g_loss: 1.3244 - d_accuracy: 0.7159Epoch 49: D Accuracy = 0.7154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1435 - g_loss: 1.3175 - d_accuracy: 0.7159
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1077 - g_loss: 1.3335 - d_accuracy: 0.7298Epoch 50: D Accuracy = 0.6077
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1110 - g_loss: 1.3514 - d_accuracy: 0.7255
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1078 - g_loss: 1.3258 - d_accuracy: 0.7274Epoch 51: D Accuracy = 0.7385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1069 - g_loss: 1.3242 - d_accuracy: 0.7278
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1296 - g_loss: 1.3375 - d_accuracy: 0.7154Epoch 52: D Accuracy = 0.7308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1271 - g_loss: 1.3379 - d_accuracy: 0.7160
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1383 - g_loss: 1.3099 - d_accuracy: 0.7183Epoch 53: D Accuracy = 0.7846
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1369 - g_loss: 1.3039 - d_accuracy: 0.7207
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1264 - g_loss: 1.3015 - d_accuracy: 0.7214Epoch 54: D Accuracy = 0.7308
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1234 - g_loss: 1.3026 - d_accuracy: 0.7217
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1091 - g_loss: 1.2974 - d_accuracy: 0.7336Epoch 55: D Accuracy = 0.7769
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1068 - g_loss: 1.2891 - d_accuracy: 0.7352
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1209 - g_loss: 1.3073 - d_accuracy: 0.7254Epoch 56: D Accuracy = 0.6923
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1256 - g_loss: 1.2903 - d_accuracy: 0.7243
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1413 - g_loss: 1.3298 - d_accuracy: 0.7105Epoch 57: D Accuracy = 0.6923
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1409 - g_loss: 1.3466 - d_accuracy: 0.7099
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1645 - g_loss: 1.2766 - d_accuracy: 0.7062Epoch 58: D Accuracy = 0.7538
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1628 - g_loss: 1.2809 - d_accuracy: 0.7079
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1436 - g_loss: 1.2677 - d_accuracy: 0.7077Epoch 59: D Accuracy = 0.7769
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1420 - g_loss: 1.2577 - d_accuracy: 0.7102
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1439 - g_loss: 1.2947 - d_accuracy: 0.7108Epoch 60: D Accuracy = 0.6615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1426 - g_loss: 1.3102 - d_accuracy: 0.7091
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1823 - g_loss: 1.2584 - d_accuracy: 0.6930Epoch 61: D Accuracy = 0.6615
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1827 - g_loss: 1.2547 - d_accuracy: 0.6919
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1603 - g_loss: 1.2438 - d_accuracy: 0.7071Epoch 62: D Accuracy = 0.6923
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1611 - g_loss: 1.2572 - d_accuracy: 0.7065
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1761 - g_loss: 1.2409 - d_accuracy: 0.7007Epoch 63: D Accuracy = 0.6615
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1773 - g_loss: 1.2531 - d_accuracy: 0.6993
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1797 - g_loss: 1.2198 - d_accuracy: 0.6973Epoch 64: D Accuracy = 0.7462
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1775 - g_loss: 1.2250 - d_accuracy: 0.6991
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1537 - g_loss: 1.2436 - d_accuracy: 0.7069Epoch 65: D Accuracy = 0.7231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1540 - g_loss: 1.2359 - d_accuracy: 0.7075
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1633 - g_loss: 1.2336 - d_accuracy: 0.6981Epoch 66: D Accuracy = 0.7692
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1600 - g_loss: 1.2381 - d_accuracy: 0.7006
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1673 - g_loss: 1.2298 - d_accuracy: 0.6975Epoch 67: D Accuracy = 0.6462
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1724 - g_loss: 1.2122 - d_accuracy: 0.6957
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1504 - g_loss: 1.2259 - d_accuracy: 0.7069Epoch 68: D Accuracy = 0.7077
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1496 - g_loss: 1.2258 - d_accuracy: 0.7069
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2080 - g_loss: 1.2151 - d_accuracy: 0.6784Epoch 69: D Accuracy = 0.6846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2062 - g_loss: 1.2149 - d_accuracy: 0.6786
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1930 - g_loss: 1.1913 - d_accuracy: 0.6774Epoch 70: D Accuracy = 0.6231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1958 - g_loss: 1.2008 - d_accuracy: 0.6755
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1996 - g_loss: 1.1706 - d_accuracy: 0.6763Epoch 71: D Accuracy = 0.6615
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2006 - g_loss: 1.1622 - d_accuracy: 0.6757
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1884 - g_loss: 1.1730 - d_accuracy: 0.6888Epoch 72: D Accuracy = 0.7154
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1902 - g_loss: 1.1624 - d_accuracy: 0.6898
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2035 - g_loss: 1.1992 - d_accuracy: 0.6777Epoch 73: D Accuracy = 0.6231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2008 - g_loss: 1.2146 - d_accuracy: 0.6758
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2015 - g_loss: 1.1536 - d_accuracy: 0.6767Epoch 74: D Accuracy = 0.7231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1975 - g_loss: 1.1570 - d_accuracy: 0.6783
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1799 - g_loss: 1.1797 - d_accuracy: 0.6927Epoch 75: D Accuracy = 0.7385
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1794 - g_loss: 1.1745 - d_accuracy: 0.6943
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1808 - g_loss: 1.1881 - d_accuracy: 0.6848Epoch 76: D Accuracy = 0.6769
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1798 - g_loss: 1.1861 - d_accuracy: 0.6845
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1972 - g_loss: 1.1964 - d_accuracy: 0.6808Epoch 77: D Accuracy = 0.6385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2011 - g_loss: 1.1947 - d_accuracy: 0.6793
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2085 - g_loss: 1.1770 - d_accuracy: 0.6804Epoch 78: D Accuracy = 0.7000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2063 - g_loss: 1.1827 - d_accuracy: 0.6811
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2024 - g_loss: 1.1566 - d_accuracy: 0.6794Epoch 79: D Accuracy = 0.7538
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2004 - g_loss: 1.1524 - d_accuracy: 0.6821
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1795 - g_loss: 1.1708 - d_accuracy: 0.6913Epoch 80: D Accuracy = 0.6462
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1838 - g_loss: 1.1561 - d_accuracy: 0.6897
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2067 - g_loss: 1.1817 - d_accuracy: 0.6739Epoch 81: D Accuracy = 0.6846
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2036 - g_loss: 1.1900 - d_accuracy: 0.6743
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2135 - g_loss: 1.1918 - d_accuracy: 0.6683Epoch 82: D Accuracy = 0.6231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2132 - g_loss: 1.2038 - d_accuracy: 0.6667
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1869 - g_loss: 1.1481 - d_accuracy: 0.6886Epoch 83: D Accuracy = 0.6385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1887 - g_loss: 1.1636 - d_accuracy: 0.6868
Epoch 84/500
26/27 [===========================>..] - ETA: 0s - d_loss: 1.1880 - g_loss: 1.1498 - d_accuracy: 0.6886Epoch 84: D Accuracy = 0.5692
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1990 - g_loss: 1.2120 - d_accuracy: 0.6800
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2100 - g_loss: 1.1598 - d_accuracy: 0.6755Epoch 85: D Accuracy = 0.6692
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2109 - g_loss: 1.1611 - d_accuracy: 0.6753
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1757 - g_loss: 1.1642 - d_accuracy: 0.6920Epoch 86: D Accuracy = 0.7154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1734 - g_loss: 1.1580 - d_accuracy: 0.6928
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1915 - g_loss: 1.1597 - d_accuracy: 0.6764Epoch 87: D Accuracy = 0.6462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1946 - g_loss: 1.1590 - d_accuracy: 0.6753
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2206 - g_loss: 1.1512 - d_accuracy: 0.6702Epoch 88: D Accuracy = 0.6615
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2184 - g_loss: 1.1536 - d_accuracy: 0.6699
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1878 - g_loss: 1.1556 - d_accuracy: 0.6910Epoch 89: D Accuracy = 0.7154
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1900 - g_loss: 1.1451 - d_accuracy: 0.6919
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1880 - g_loss: 1.1862 - d_accuracy: 0.6878Epoch 90: D Accuracy = 0.7538
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1855 - g_loss: 1.1833 - d_accuracy: 0.6901
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1874 - g_loss: 1.1875 - d_accuracy: 0.6864Epoch 91: D Accuracy = 0.6231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1892 - g_loss: 1.2006 - d_accuracy: 0.6842
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2119 - g_loss: 1.1716 - d_accuracy: 0.6738Epoch 92: D Accuracy = 0.6692
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2129 - g_loss: 1.1665 - d_accuracy: 0.6736
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1788 - g_loss: 1.1513 - d_accuracy: 0.6918Epoch 93: D Accuracy = 0.6077
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1864 - g_loss: 1.1376 - d_accuracy: 0.6888
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1872 - g_loss: 1.1779 - d_accuracy: 0.6860Epoch 94: D Accuracy = 0.7769
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1812 - g_loss: 1.1900 - d_accuracy: 0.6893
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1879 - g_loss: 1.1923 - d_accuracy: 0.6907Epoch 95: D Accuracy = 0.6846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1910 - g_loss: 1.1902 - d_accuracy: 0.6905
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1784 - g_loss: 1.2148 - d_accuracy: 0.6909Epoch 96: D Accuracy = 0.6077
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1805 - g_loss: 1.2157 - d_accuracy: 0.6879
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1956 - g_loss: 1.2044 - d_accuracy: 0.6817Epoch 97: D Accuracy = 0.5308
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2040 - g_loss: 1.2256 - d_accuracy: 0.6763
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2095 - g_loss: 1.1458 - d_accuracy: 0.6806Epoch 98: D Accuracy = 0.6462
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2113 - g_loss: 1.1389 - d_accuracy: 0.6794
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1581 - g_loss: 1.1815 - d_accuracy: 0.6997Epoch 99: D Accuracy = 0.6000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1604 - g_loss: 1.1895 - d_accuracy: 0.6962
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1921 - g_loss: 1.1745 - d_accuracy: 0.6829
Class 4 — Epoch 100 preview:
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Epoch 100: D Accuracy = 0.6308
27/27 [==============================] - 1s 40ms/step - d_loss: 1.1947 - g_loss: 1.1684 - d_accuracy: 0.6811
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2071 - g_loss: 1.1890 - d_accuracy: 0.6805Epoch 101: D Accuracy = 0.6538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2094 - g_loss: 1.1904 - d_accuracy: 0.6795
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1817 - g_loss: 1.1683 - d_accuracy: 0.6876Epoch 102: D Accuracy = 0.6538
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1826 - g_loss: 1.1613 - d_accuracy: 0.6864
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1897 - g_loss: 1.1822 - d_accuracy: 0.6884Epoch 103: D Accuracy = 0.6231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1896 - g_loss: 1.1807 - d_accuracy: 0.6861
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1820 - g_loss: 1.1709 - d_accuracy: 0.6897Epoch 104: D Accuracy = 0.6231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1874 - g_loss: 1.1557 - d_accuracy: 0.6874
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1786 - g_loss: 1.1995 - d_accuracy: 0.6909Epoch 105: D Accuracy = 0.7077
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1795 - g_loss: 1.1919 - d_accuracy: 0.6915
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2149 - g_loss: 1.1919 - d_accuracy: 0.6689Epoch 106: D Accuracy = 0.7231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2130 - g_loss: 1.1948 - d_accuracy: 0.6708
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1751 - g_loss: 1.1637 - d_accuracy: 0.6894Epoch 107: D Accuracy = 0.7000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1774 - g_loss: 1.1521 - d_accuracy: 0.6898
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1603 - g_loss: 1.1753 - d_accuracy: 0.7018Epoch 108: D Accuracy = 0.7231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1593 - g_loss: 1.1680 - d_accuracy: 0.7026
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1731 - g_loss: 1.2099 - d_accuracy: 0.6955Epoch 109: D Accuracy = 0.7077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1735 - g_loss: 1.1982 - d_accuracy: 0.6959
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1684 - g_loss: 1.2142 - d_accuracy: 0.6867Epoch 110: D Accuracy = 0.5538
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1709 - g_loss: 1.2281 - d_accuracy: 0.6820
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1569 - g_loss: 1.2023 - d_accuracy: 0.7020Epoch 111: D Accuracy = 0.6615
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1578 - g_loss: 1.2107 - d_accuracy: 0.7006
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1308 - g_loss: 1.2067 - d_accuracy: 0.7180Epoch 112: D Accuracy = 0.8000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1280 - g_loss: 1.2091 - d_accuracy: 0.7209
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1696 - g_loss: 1.2375 - d_accuracy: 0.6978Epoch 113: D Accuracy = 0.7231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1679 - g_loss: 1.2346 - d_accuracy: 0.6987
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1649 - g_loss: 1.2027 - d_accuracy: 0.6985Epoch 114: D Accuracy = 0.7385
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1610 - g_loss: 1.2060 - d_accuracy: 0.6999
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1678 - g_loss: 1.2172 - d_accuracy: 0.6972Epoch 115: D Accuracy = 0.6538
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1685 - g_loss: 1.2188 - d_accuracy: 0.6957
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1605 - g_loss: 1.2157 - d_accuracy: 0.7007Epoch 116: D Accuracy = 0.6308
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1609 - g_loss: 1.2290 - d_accuracy: 0.6982
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1829 - g_loss: 1.1859 - d_accuracy: 0.6975Epoch 117: D Accuracy = 0.7538
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1834 - g_loss: 1.1775 - d_accuracy: 0.6995
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1761 - g_loss: 1.2065 - d_accuracy: 0.6915Epoch 118: D Accuracy = 0.6077
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1777 - g_loss: 1.2135 - d_accuracy: 0.6885
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1549 - g_loss: 1.2482 - d_accuracy: 0.7016Epoch 119: D Accuracy = 0.6154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1545 - g_loss: 1.2775 - d_accuracy: 0.6985
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1508 - g_loss: 1.2206 - d_accuracy: 0.7089Epoch 120: D Accuracy = 0.7077
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1507 - g_loss: 1.2231 - d_accuracy: 0.7089
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1751 - g_loss: 1.2149 - d_accuracy: 0.6893Epoch 121: D Accuracy = 0.6923
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1788 - g_loss: 1.1978 - d_accuracy: 0.6894
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1508 - g_loss: 1.2200 - d_accuracy: 0.7012Epoch 122: D Accuracy = 0.6385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1521 - g_loss: 1.2229 - d_accuracy: 0.6989
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1837 - g_loss: 1.2366 - d_accuracy: 0.6914Epoch 123: D Accuracy = 0.7308
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1822 - g_loss: 1.2287 - d_accuracy: 0.6928
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1577 - g_loss: 1.2091 - d_accuracy: 0.7075Epoch 124: D Accuracy = 0.7231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1581 - g_loss: 1.2006 - d_accuracy: 0.7080
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1384 - g_loss: 1.2160 - d_accuracy: 0.7108Epoch 125: D Accuracy = 0.7231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1355 - g_loss: 1.2205 - d_accuracy: 0.7112
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1669 - g_loss: 1.2571 - d_accuracy: 0.6980Epoch 126: D Accuracy = 0.5769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1719 - g_loss: 1.2802 - d_accuracy: 0.6937
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1490 - g_loss: 1.2230 - d_accuracy: 0.7113Epoch 127: D Accuracy = 0.6385
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1517 - g_loss: 1.2312 - d_accuracy: 0.7087
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1590 - g_loss: 1.2600 - d_accuracy: 0.7021Epoch 128: D Accuracy = 0.5923
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1649 - g_loss: 1.2899 - d_accuracy: 0.6981
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1431 - g_loss: 1.2447 - d_accuracy: 0.7140Epoch 129: D Accuracy = 0.7462
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1427 - g_loss: 1.2346 - d_accuracy: 0.7151
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1446 - g_loss: 1.2350 - d_accuracy: 0.7089Epoch 130: D Accuracy = 0.7538
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1407 - g_loss: 1.2447 - d_accuracy: 0.7105
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1458 - g_loss: 1.2724 - d_accuracy: 0.7070Epoch 131: D Accuracy = 0.5769
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1514 - g_loss: 1.2910 - d_accuracy: 0.7023
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1501 - g_loss: 1.2252 - d_accuracy: 0.7067Epoch 132: D Accuracy = 0.7692
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1515 - g_loss: 1.2135 - d_accuracy: 0.7090
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1199 - g_loss: 1.2789 - d_accuracy: 0.7172Epoch 133: D Accuracy = 0.6923
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1194 - g_loss: 1.2923 - d_accuracy: 0.7163
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1515 - g_loss: 1.2334 - d_accuracy: 0.7072Epoch 134: D Accuracy = 0.7077
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1509 - g_loss: 1.2286 - d_accuracy: 0.7072
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1493 - g_loss: 1.2753 - d_accuracy: 0.7065Epoch 135: D Accuracy = 0.7462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1497 - g_loss: 1.2632 - d_accuracy: 0.7079
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1350 - g_loss: 1.2765 - d_accuracy: 0.7170Epoch 136: D Accuracy = 0.7692
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1330 - g_loss: 1.2742 - d_accuracy: 0.7189
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1350 - g_loss: 1.2776 - d_accuracy: 0.7052Epoch 137: D Accuracy = 0.7000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1379 - g_loss: 1.2655 - d_accuracy: 0.7050
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1399 - g_loss: 1.2889 - d_accuracy: 0.7047Epoch 138: D Accuracy = 0.7077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1380 - g_loss: 1.3023 - d_accuracy: 0.7048
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1324 - g_loss: 1.2710 - d_accuracy: 0.7168Epoch 139: D Accuracy = 0.6462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1339 - g_loss: 1.2774 - d_accuracy: 0.7143
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1259 - g_loss: 1.2673 - d_accuracy: 0.7224Epoch 140: D Accuracy = 0.7308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1249 - g_loss: 1.2686 - d_accuracy: 0.7227
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1305 - g_loss: 1.2757 - d_accuracy: 0.7176Epoch 141: D Accuracy = 0.7615
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1293 - g_loss: 1.2694 - d_accuracy: 0.7192
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1215 - g_loss: 1.2771 - d_accuracy: 0.7153Epoch 142: D Accuracy = 0.6923
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1195 - g_loss: 1.2937 - d_accuracy: 0.7145
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1166 - g_loss: 1.2637 - d_accuracy: 0.7307Epoch 143: D Accuracy = 0.8154
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1119 - g_loss: 1.2672 - d_accuracy: 0.7337
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1303 - g_loss: 1.2905 - d_accuracy: 0.7138Epoch 144: D Accuracy = 0.8154
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1290 - g_loss: 1.2757 - d_accuracy: 0.7174
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1288 - g_loss: 1.2900 - d_accuracy: 0.7126Epoch 145: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1334 - g_loss: 1.2698 - d_accuracy: 0.7121
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1299 - g_loss: 1.2909 - d_accuracy: 0.7151Epoch 146: D Accuracy = 0.8077
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1261 - g_loss: 1.2863 - d_accuracy: 0.7184
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1237 - g_loss: 1.2869 - d_accuracy: 0.7215Epoch 147: D Accuracy = 0.7538
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1213 - g_loss: 1.2764 - d_accuracy: 0.7227
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1108 - g_loss: 1.3067 - d_accuracy: 0.7231Epoch 148: D Accuracy = 0.7615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1072 - g_loss: 1.3086 - d_accuracy: 0.7245
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1144 - g_loss: 1.3040 - d_accuracy: 0.7241Epoch 149: D Accuracy = 0.7385
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1150 - g_loss: 1.2941 - d_accuracy: 0.7246
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1118 - g_loss: 1.2926 - d_accuracy: 0.7292Epoch 150: D Accuracy = 0.7538
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1128 - g_loss: 1.2858 - d_accuracy: 0.7300
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1067 - g_loss: 1.3150 - d_accuracy: 0.7297Epoch 151: D Accuracy = 0.6231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1097 - g_loss: 1.3352 - d_accuracy: 0.7259
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1237 - g_loss: 1.3214 - d_accuracy: 0.7141Epoch 152: D Accuracy = 0.7538
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1243 - g_loss: 1.3068 - d_accuracy: 0.7155
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1219 - g_loss: 1.2953 - d_accuracy: 0.7201Epoch 153: D Accuracy = 0.7308
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1234 - g_loss: 1.2821 - d_accuracy: 0.7204
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1135 - g_loss: 1.3212 - d_accuracy: 0.7232Epoch 154: D Accuracy = 0.7692
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1123 - g_loss: 1.3114 - d_accuracy: 0.7249
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1086 - g_loss: 1.3169 - d_accuracy: 0.7329Epoch 155: D Accuracy = 0.8385
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1054 - g_loss: 1.3169 - d_accuracy: 0.7366
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0920 - g_loss: 1.3247 - d_accuracy: 0.7369Epoch 156: D Accuracy = 0.6923
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0902 - g_loss: 1.3411 - d_accuracy: 0.7353
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1241 - g_loss: 1.3369 - d_accuracy: 0.7204Epoch 157: D Accuracy = 0.7231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1236 - g_loss: 1.3404 - d_accuracy: 0.7205
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0828 - g_loss: 1.3241 - d_accuracy: 0.7419Epoch 158: D Accuracy = 0.6846
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0822 - g_loss: 1.3399 - d_accuracy: 0.7399
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0814 - g_loss: 1.3461 - d_accuracy: 0.7419Epoch 159: D Accuracy = 0.7077
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0815 - g_loss: 1.3488 - d_accuracy: 0.7407
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0825 - g_loss: 1.3282 - d_accuracy: 0.7468Epoch 160: D Accuracy = 0.7615
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0836 - g_loss: 1.3185 - d_accuracy: 0.7473
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1226 - g_loss: 1.3443 - d_accuracy: 0.7203Epoch 161: D Accuracy = 0.7923
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1212 - g_loss: 1.3386 - d_accuracy: 0.7229
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0653 - g_loss: 1.3406 - d_accuracy: 0.7519Epoch 162: D Accuracy = 0.7154
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0678 - g_loss: 1.3296 - d_accuracy: 0.7506
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0970 - g_loss: 1.3835 - d_accuracy: 0.7272Epoch 163: D Accuracy = 0.7308
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0982 - g_loss: 1.3710 - d_accuracy: 0.7273
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0929 - g_loss: 1.3500 - d_accuracy: 0.7338Epoch 164: D Accuracy = 0.7538
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0900 - g_loss: 1.3468 - d_accuracy: 0.7345
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1108 - g_loss: 1.3460 - d_accuracy: 0.7250Epoch 165: D Accuracy = 0.7769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1101 - g_loss: 1.3346 - d_accuracy: 0.7268
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0914 - g_loss: 1.3404 - d_accuracy: 0.7401Epoch 166: D Accuracy = 0.6692
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0991 - g_loss: 1.3185 - d_accuracy: 0.7375
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0847 - g_loss: 1.3763 - d_accuracy: 0.7356Epoch 167: D Accuracy = 0.6692
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0863 - g_loss: 1.3736 - d_accuracy: 0.7332
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0835 - g_loss: 1.3977 - d_accuracy: 0.7464Epoch 168: D Accuracy = 0.7385
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0856 - g_loss: 1.3791 - d_accuracy: 0.7461
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0764 - g_loss: 1.3814 - d_accuracy: 0.7445Epoch 169: D Accuracy = 0.7231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0766 - g_loss: 1.3893 - d_accuracy: 0.7438
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0821 - g_loss: 1.3514 - d_accuracy: 0.7429Epoch 170: D Accuracy = 0.8077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0801 - g_loss: 1.3406 - d_accuracy: 0.7452
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0587 - g_loss: 1.3933 - d_accuracy: 0.7561Epoch 171: D Accuracy = 0.7385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0564 - g_loss: 1.4022 - d_accuracy: 0.7555
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0977 - g_loss: 1.3759 - d_accuracy: 0.7343Epoch 172: D Accuracy = 0.6769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0993 - g_loss: 1.3847 - d_accuracy: 0.7322
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0693 - g_loss: 1.3545 - d_accuracy: 0.7478Epoch 173: D Accuracy = 0.7769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0684 - g_loss: 1.3561 - d_accuracy: 0.7489
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0604 - g_loss: 1.3740 - d_accuracy: 0.7552Epoch 174: D Accuracy = 0.8385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0574 - g_loss: 1.3734 - d_accuracy: 0.7581
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0752 - g_loss: 1.3995 - d_accuracy: 0.7437Epoch 175: D Accuracy = 0.8769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0679 - g_loss: 1.3992 - d_accuracy: 0.7485
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1133 - g_loss: 1.3956 - d_accuracy: 0.7276Epoch 176: D Accuracy = 0.7769
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1075 - g_loss: 1.3999 - d_accuracy: 0.7293
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0731 - g_loss: 1.3885 - d_accuracy: 0.7423Epoch 177: D Accuracy = 0.7231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0715 - g_loss: 1.4025 - d_accuracy: 0.7417
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1009 - g_loss: 1.4084 - d_accuracy: 0.7310Epoch 178: D Accuracy = 0.7462
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1016 - g_loss: 1.3987 - d_accuracy: 0.7316
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0594 - g_loss: 1.3836 - d_accuracy: 0.7538Epoch 179: D Accuracy = 0.6692
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0623 - g_loss: 1.3915 - d_accuracy: 0.7508
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0595 - g_loss: 1.4098 - d_accuracy: 0.7494Epoch 180: D Accuracy = 0.7615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0600 - g_loss: 1.4000 - d_accuracy: 0.7498
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0736 - g_loss: 1.4022 - d_accuracy: 0.7432Epoch 181: D Accuracy = 0.7769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0717 - g_loss: 1.4005 - d_accuracy: 0.7444
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0288 - g_loss: 1.4087 - d_accuracy: 0.7704Epoch 182: D Accuracy = 0.7846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0305 - g_loss: 1.4010 - d_accuracy: 0.7709
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0845 - g_loss: 1.4336 - d_accuracy: 0.7442Epoch 183: D Accuracy = 0.7077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0860 - g_loss: 1.4343 - d_accuracy: 0.7429
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1053 - g_loss: 1.4097 - d_accuracy: 0.7308Epoch 184: D Accuracy = 0.7462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1044 - g_loss: 1.4028 - d_accuracy: 0.7313
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0809 - g_loss: 1.3907 - d_accuracy: 0.7461Epoch 185: D Accuracy = 0.7231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0807 - g_loss: 1.3867 - d_accuracy: 0.7453
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0211 - g_loss: 1.4494 - d_accuracy: 0.7729Epoch 186: D Accuracy = 0.7308
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0211 - g_loss: 1.4663 - d_accuracy: 0.7714
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0810 - g_loss: 1.4263 - d_accuracy: 0.7420Epoch 187: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0786 - g_loss: 1.4323 - d_accuracy: 0.7441
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0651 - g_loss: 1.4175 - d_accuracy: 0.7509Epoch 188: D Accuracy = 0.7154
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0656 - g_loss: 1.4341 - d_accuracy: 0.7496
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0547 - g_loss: 1.4306 - d_accuracy: 0.7592Epoch 189: D Accuracy = 0.7692
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0538 - g_loss: 1.4248 - d_accuracy: 0.7596
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0554 - g_loss: 1.4395 - d_accuracy: 0.7520Epoch 190: D Accuracy = 0.8692
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0512 - g_loss: 1.4320 - d_accuracy: 0.7561
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0570 - g_loss: 1.4409 - d_accuracy: 0.7506Epoch 191: D Accuracy = 0.7769
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0537 - g_loss: 1.4479 - d_accuracy: 0.7515
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0881 - g_loss: 1.4294 - d_accuracy: 0.7344Epoch 192: D Accuracy = 0.6385
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0945 - g_loss: 1.4158 - d_accuracy: 0.7310
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0544 - g_loss: 1.4267 - d_accuracy: 0.7560Epoch 193: D Accuracy = 0.6538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0562 - g_loss: 1.4415 - d_accuracy: 0.7523
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0465 - g_loss: 1.4375 - d_accuracy: 0.7594Epoch 194: D Accuracy = 0.8077
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0449 - g_loss: 1.4313 - d_accuracy: 0.7611
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0519 - g_loss: 1.4604 - d_accuracy: 0.7480Epoch 195: D Accuracy = 0.6692
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0552 - g_loss: 1.4665 - d_accuracy: 0.7452
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0540 - g_loss: 1.4475 - d_accuracy: 0.7512Epoch 196: D Accuracy = 0.7462
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0574 - g_loss: 1.4270 - d_accuracy: 0.7510
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0407 - g_loss: 1.4739 - d_accuracy: 0.7590Epoch 197: D Accuracy = 0.7769
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0397 - g_loss: 1.4716 - d_accuracy: 0.7596
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0762 - g_loss: 1.4513 - d_accuracy: 0.7450Epoch 198: D Accuracy = 0.8077
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0749 - g_loss: 1.4387 - d_accuracy: 0.7473
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0372 - g_loss: 1.4462 - d_accuracy: 0.7612Epoch 199: D Accuracy = 0.7077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0434 - g_loss: 1.4258 - d_accuracy: 0.7593
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0388 - g_loss: 1.4849 - d_accuracy: 0.7606
Class 4 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.7308
27/27 [==============================] - 1s 42ms/step - d_loss: 1.0369 - g_loss: 1.5076 - d_accuracy: 0.7595
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0247 - g_loss: 1.4480 - d_accuracy: 0.7659Epoch 201: D Accuracy = 0.7769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0265 - g_loss: 1.4342 - d_accuracy: 0.7663
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0441 - g_loss: 1.4786 - d_accuracy: 0.7580Epoch 202: D Accuracy = 0.7385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0429 - g_loss: 1.4965 - d_accuracy: 0.7573
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0584 - g_loss: 1.4661 - d_accuracy: 0.7509Epoch 203: D Accuracy = 0.7154
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0583 - g_loss: 1.4757 - d_accuracy: 0.7496
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0734 - g_loss: 1.4777 - d_accuracy: 0.7406Epoch 204: D Accuracy = 0.7462
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0715 - g_loss: 1.4964 - d_accuracy: 0.7408
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0377 - g_loss: 1.4565 - d_accuracy: 0.7618Epoch 205: D Accuracy = 0.7769
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0395 - g_loss: 1.4411 - d_accuracy: 0.7624
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0318 - g_loss: 1.4755 - d_accuracy: 0.7669Epoch 206: D Accuracy = 0.7692
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0319 - g_loss: 1.4707 - d_accuracy: 0.7670
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0281 - g_loss: 1.4824 - d_accuracy: 0.7695Epoch 207: D Accuracy = 0.7385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0298 - g_loss: 1.4818 - d_accuracy: 0.7684
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0269 - g_loss: 1.5068 - d_accuracy: 0.7623Epoch 208: D Accuracy = 0.7769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0272 - g_loss: 1.4924 - d_accuracy: 0.7628
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0417 - g_loss: 1.5052 - d_accuracy: 0.7554Epoch 209: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0429 - g_loss: 1.5204 - d_accuracy: 0.7534
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0315 - g_loss: 1.5157 - d_accuracy: 0.7662Epoch 210: D Accuracy = 0.7231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0292 - g_loss: 1.5310 - d_accuracy: 0.7647
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0084 - g_loss: 1.4958 - d_accuracy: 0.7743Epoch 211: D Accuracy = 0.7154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0098 - g_loss: 1.5099 - d_accuracy: 0.7722
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0580 - g_loss: 1.5103 - d_accuracy: 0.7527Epoch 212: D Accuracy = 0.7769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0578 - g_loss: 1.4988 - d_accuracy: 0.7536
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0375 - g_loss: 1.4961 - d_accuracy: 0.7582Epoch 213: D Accuracy = 0.7846
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0352 - g_loss: 1.4924 - d_accuracy: 0.7592
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0172 - g_loss: 1.5024 - d_accuracy: 0.7720Epoch 214: D Accuracy = 0.7846
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0196 - g_loss: 1.4884 - d_accuracy: 0.7724
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0352 - g_loss: 1.5584 - d_accuracy: 0.7597Epoch 215: D Accuracy = 0.7077
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0341 - g_loss: 1.5645 - d_accuracy: 0.7579
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0304 - g_loss: 1.5558 - d_accuracy: 0.7619Epoch 216: D Accuracy = 0.7231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0312 - g_loss: 1.5720 - d_accuracy: 0.7605
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9598 - g_loss: 1.5148 - d_accuracy: 0.8038Epoch 217: D Accuracy = 0.8308
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9559 - g_loss: 1.5275 - d_accuracy: 0.8047
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9980 - g_loss: 1.5560 - d_accuracy: 0.7789Epoch 218: D Accuracy = 0.8385
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9950 - g_loss: 1.5515 - d_accuracy: 0.7810
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9866 - g_loss: 1.5654 - d_accuracy: 0.7877Epoch 219: D Accuracy = 0.6769
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9978 - g_loss: 1.5345 - d_accuracy: 0.7837
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0848 - g_loss: 1.5469 - d_accuracy: 0.7413Epoch 220: D Accuracy = 0.8615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0787 - g_loss: 1.5395 - d_accuracy: 0.7456
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9855 - g_loss: 1.5124 - d_accuracy: 0.7897Epoch 221: D Accuracy = 0.8462
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9859 - g_loss: 1.4975 - d_accuracy: 0.7917
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9981 - g_loss: 1.5639 - d_accuracy: 0.7773Epoch 222: D Accuracy = 0.7769
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9982 - g_loss: 1.5707 - d_accuracy: 0.7773
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9676 - g_loss: 1.5546 - d_accuracy: 0.7985Epoch 223: D Accuracy = 0.7154
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9721 - g_loss: 1.5653 - d_accuracy: 0.7955
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0052 - g_loss: 1.5714 - d_accuracy: 0.7806Epoch 224: D Accuracy = 0.8385
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0028 - g_loss: 1.5719 - d_accuracy: 0.7827
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9888 - g_loss: 1.5746 - d_accuracy: 0.7842Epoch 225: D Accuracy = 0.8538
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9861 - g_loss: 1.5734 - d_accuracy: 0.7867
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0368 - g_loss: 1.6020 - d_accuracy: 0.7568Epoch 226: D Accuracy = 0.7769
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0350 - g_loss: 1.5981 - d_accuracy: 0.7575
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9925 - g_loss: 1.5414 - d_accuracy: 0.7872Epoch 227: D Accuracy = 0.8000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9911 - g_loss: 1.5483 - d_accuracy: 0.7876
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9989 - g_loss: 1.5642 - d_accuracy: 0.7779Epoch 228: D Accuracy = 0.7846
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0013 - g_loss: 1.5481 - d_accuracy: 0.7781
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9964 - g_loss: 1.5773 - d_accuracy: 0.7799Epoch 229: D Accuracy = 0.7615
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9976 - g_loss: 1.5594 - d_accuracy: 0.7793
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9563 - g_loss: 1.6210 - d_accuracy: 0.8044Epoch 230: D Accuracy = 0.8308
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9560 - g_loss: 1.6128 - d_accuracy: 0.8053
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0204 - g_loss: 1.6081 - d_accuracy: 0.7666Epoch 231: D Accuracy = 0.7846
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0211 - g_loss: 1.6017 - d_accuracy: 0.7673
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9548 - g_loss: 1.6077 - d_accuracy: 0.8035Epoch 232: D Accuracy = 0.7923
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9561 - g_loss: 1.6054 - d_accuracy: 0.8031
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0018 - g_loss: 1.6336 - d_accuracy: 0.7759Epoch 233: D Accuracy = 0.7538
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0034 - g_loss: 1.6410 - d_accuracy: 0.7751
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9942 - g_loss: 1.5852 - d_accuracy: 0.7830Epoch 234: D Accuracy = 0.7462
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9959 - g_loss: 1.5888 - d_accuracy: 0.7817
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9777 - g_loss: 1.5664 - d_accuracy: 0.7909Epoch 235: D Accuracy = 0.8308
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9782 - g_loss: 1.5556 - d_accuracy: 0.7923
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0131 - g_loss: 1.5836 - d_accuracy: 0.7695Epoch 236: D Accuracy = 0.8231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0093 - g_loss: 1.5835 - d_accuracy: 0.7714
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9705 - g_loss: 1.5940 - d_accuracy: 0.7971Epoch 237: D Accuracy = 0.8154
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9724 - g_loss: 1.5788 - d_accuracy: 0.7978
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0140 - g_loss: 1.6085 - d_accuracy: 0.7685Epoch 238: D Accuracy = 0.7692
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0171 - g_loss: 1.5890 - d_accuracy: 0.7685
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0005 - g_loss: 1.6159 - d_accuracy: 0.7740Epoch 239: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0024 - g_loss: 1.5964 - d_accuracy: 0.7749
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9912 - g_loss: 1.6357 - d_accuracy: 0.7793Epoch 240: D Accuracy = 0.6923
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9951 - g_loss: 1.6535 - d_accuracy: 0.7762
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9617 - g_loss: 1.6249 - d_accuracy: 0.7921Epoch 241: D Accuracy = 0.7154
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9629 - g_loss: 1.6544 - d_accuracy: 0.7894
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9842 - g_loss: 1.6134 - d_accuracy: 0.7883Epoch 242: D Accuracy = 0.8000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9855 - g_loss: 1.6007 - d_accuracy: 0.7887
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9914 - g_loss: 1.6559 - d_accuracy: 0.7801Epoch 243: D Accuracy = 0.7615
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9931 - g_loss: 1.6348 - d_accuracy: 0.7794
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9560 - g_loss: 1.6462 - d_accuracy: 0.8031Epoch 244: D Accuracy = 0.8000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9568 - g_loss: 1.6473 - d_accuracy: 0.8030
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9673 - g_loss: 1.6295 - d_accuracy: 0.7944Epoch 245: D Accuracy = 0.8538
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9648 - g_loss: 1.6250 - d_accuracy: 0.7965
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9974 - g_loss: 1.6531 - d_accuracy: 0.7799Epoch 246: D Accuracy = 0.7538
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9980 - g_loss: 1.6545 - d_accuracy: 0.7790
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9960 - g_loss: 1.6614 - d_accuracy: 0.7873Epoch 247: D Accuracy = 0.7692
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9976 - g_loss: 1.6710 - d_accuracy: 0.7867
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9564 - g_loss: 1.6439 - d_accuracy: 0.7975Epoch 248: D Accuracy = 0.8462
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9550 - g_loss: 1.6471 - d_accuracy: 0.7993
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9779 - g_loss: 1.6451 - d_accuracy: 0.7850Epoch 249: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9774 - g_loss: 1.6256 - d_accuracy: 0.7855
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9551 - g_loss: 1.6444 - d_accuracy: 0.7977Epoch 250: D Accuracy = 0.8231
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9532 - g_loss: 1.6486 - d_accuracy: 0.7986
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9384 - g_loss: 1.6809 - d_accuracy: 0.8085Epoch 251: D Accuracy = 0.8385
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9381 - g_loss: 1.6700 - d_accuracy: 0.8096
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0072 - g_loss: 1.6651 - d_accuracy: 0.7762Epoch 252: D Accuracy = 0.7000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0093 - g_loss: 1.6793 - d_accuracy: 0.7735
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9546 - g_loss: 1.6490 - d_accuracy: 0.7970Epoch 253: D Accuracy = 0.8615
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9516 - g_loss: 1.6501 - d_accuracy: 0.7993
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9646 - g_loss: 1.6988 - d_accuracy: 0.7913Epoch 254: D Accuracy = 0.6231
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9741 - g_loss: 1.7294 - d_accuracy: 0.7853
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9428 - g_loss: 1.6726 - d_accuracy: 0.8083Epoch 255: D Accuracy = 0.7769
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9422 - g_loss: 1.6839 - d_accuracy: 0.8072
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9874 - g_loss: 1.6955 - d_accuracy: 0.7821Epoch 256: D Accuracy = 0.8538
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9822 - g_loss: 1.7083 - d_accuracy: 0.7846
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9457 - g_loss: 1.6950 - d_accuracy: 0.8015Epoch 257: D Accuracy = 0.8231
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9464 - g_loss: 1.6760 - d_accuracy: 0.8022
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9605 - g_loss: 1.7166 - d_accuracy: 0.7962Epoch 258: D Accuracy = 0.8462
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9577 - g_loss: 1.7087 - d_accuracy: 0.7980
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9570 - g_loss: 1.7156 - d_accuracy: 0.7945Epoch 259: D Accuracy = 0.8231
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9585 - g_loss: 1.6956 - d_accuracy: 0.7955
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9283 - g_loss: 1.7207 - d_accuracy: 0.8072Epoch 260: D Accuracy = 0.8308
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9271 - g_loss: 1.7173 - d_accuracy: 0.8081
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9548 - g_loss: 1.7156 - d_accuracy: 0.7936Epoch 261: D Accuracy = 0.8308
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9541 - g_loss: 1.7022 - d_accuracy: 0.7950
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9547 - g_loss: 1.7698 - d_accuracy: 0.7949Epoch 262: D Accuracy = 0.6692
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9568 - g_loss: 1.8174 - d_accuracy: 0.7904
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9449 - g_loss: 1.7421 - d_accuracy: 0.7994Epoch 263: D Accuracy = 0.8615
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9426 - g_loss: 1.7334 - d_accuracy: 0.8016
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9290 - g_loss: 1.7201 - d_accuracy: 0.8054Epoch 264: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9337 - g_loss: 1.7006 - d_accuracy: 0.8052
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9241 - g_loss: 1.7024 - d_accuracy: 0.8111Epoch 265: D Accuracy = 0.8462
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9227 - g_loss: 1.6925 - d_accuracy: 0.8124
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9491 - g_loss: 1.7323 - d_accuracy: 0.7998Epoch 266: D Accuracy = 0.9077
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9450 - g_loss: 1.7263 - d_accuracy: 0.8037
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9436 - g_loss: 1.7517 - d_accuracy: 0.8037Epoch 267: D Accuracy = 0.7692
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9456 - g_loss: 1.7586 - d_accuracy: 0.8024
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9439 - g_loss: 1.7442 - d_accuracy: 0.8074Epoch 268: D Accuracy = 0.6385
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9544 - g_loss: 1.7829 - d_accuracy: 0.8013
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9396 - g_loss: 1.7232 - d_accuracy: 0.8078Epoch 269: D Accuracy = 0.8692
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9360 - g_loss: 1.7207 - d_accuracy: 0.8100
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9085 - g_loss: 1.7454 - d_accuracy: 0.8204Epoch 270: D Accuracy = 0.8385
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9100 - g_loss: 1.7354 - d_accuracy: 0.8211
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9590 - g_loss: 1.8199 - d_accuracy: 0.7934Epoch 271: D Accuracy = 0.7077
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9627 - g_loss: 1.8421 - d_accuracy: 0.7904
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9223 - g_loss: 1.7384 - d_accuracy: 0.8124Epoch 272: D Accuracy = 0.8769
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9206 - g_loss: 1.7267 - d_accuracy: 0.8147
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9369 - g_loss: 1.7843 - d_accuracy: 0.8045Epoch 273: D Accuracy = 0.8615
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9343 - g_loss: 1.7811 - d_accuracy: 0.8065
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9323 - g_loss: 1.7347 - d_accuracy: 0.8107Epoch 274: D Accuracy = 0.8231
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9340 - g_loss: 1.7140 - d_accuracy: 0.8112
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9408 - g_loss: 1.8156 - d_accuracy: 0.7985Epoch 275: D Accuracy = 0.6538
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9500 - g_loss: 1.8459 - d_accuracy: 0.7934
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9388 - g_loss: 1.7590 - d_accuracy: 0.7996Epoch 276: D Accuracy = 0.6154
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9448 - g_loss: 1.7920 - d_accuracy: 0.7930
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9720 - g_loss: 1.7573 - d_accuracy: 0.7861Epoch 277: D Accuracy = 0.8385
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9712 - g_loss: 1.7444 - d_accuracy: 0.7880
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9437 - g_loss: 1.7834 - d_accuracy: 0.7974Epoch 278: D Accuracy = 0.8385
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9417 - g_loss: 1.7806 - d_accuracy: 0.7989
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8996 - g_loss: 1.7591 - d_accuracy: 0.8278Epoch 279: D Accuracy = 0.8077
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9007 - g_loss: 1.7441 - d_accuracy: 0.8271
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9591 - g_loss: 1.8112 - d_accuracy: 0.7909Epoch 280: D Accuracy = 0.7769
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9616 - g_loss: 1.7890 - d_accuracy: 0.7904
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9007 - g_loss: 1.7793 - d_accuracy: 0.8225Epoch 281: D Accuracy = 0.7769
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9069 - g_loss: 1.7516 - d_accuracy: 0.8208
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9360 - g_loss: 1.8287 - d_accuracy: 0.8044Epoch 282: D Accuracy = 0.7769
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9423 - g_loss: 1.7977 - d_accuracy: 0.8034
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9269 - g_loss: 1.8338 - d_accuracy: 0.8013Epoch 283: D Accuracy = 0.8923
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9209 - g_loss: 1.8420 - d_accuracy: 0.8045
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9329 - g_loss: 1.8043 - d_accuracy: 0.8093Epoch 284: D Accuracy = 0.8538
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9314 - g_loss: 1.7972 - d_accuracy: 0.8108
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9064 - g_loss: 1.8302 - d_accuracy: 0.8147Epoch 285: D Accuracy = 0.8846
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9039 - g_loss: 1.8218 - d_accuracy: 0.8172
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9069 - g_loss: 1.8627 - d_accuracy: 0.8124Epoch 286: D Accuracy = 0.8385
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9047 - g_loss: 1.8805 - d_accuracy: 0.8134
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9029 - g_loss: 1.8114 - d_accuracy: 0.8230Epoch 287: D Accuracy = 0.8308
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9043 - g_loss: 1.8012 - d_accuracy: 0.8233
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9092 - g_loss: 1.8507 - d_accuracy: 0.8176Epoch 288: D Accuracy = 0.7692
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9107 - g_loss: 1.8586 - d_accuracy: 0.8158
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8958 - g_loss: 1.8089 - d_accuracy: 0.8216Epoch 289: D Accuracy = 0.8077
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8957 - g_loss: 1.8206 - d_accuracy: 0.8211
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9303 - g_loss: 1.8784 - d_accuracy: 0.8053Epoch 290: D Accuracy = 0.7308
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9347 - g_loss: 1.8801 - d_accuracy: 0.8026
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9160 - g_loss: 1.8389 - d_accuracy: 0.8123Epoch 291: D Accuracy = 0.8538
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9134 - g_loss: 1.8432 - d_accuracy: 0.8138
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9033 - g_loss: 1.8567 - d_accuracy: 0.8192Epoch 292: D Accuracy = 0.8769
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9028 - g_loss: 1.8404 - d_accuracy: 0.8213
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8717 - g_loss: 1.8867 - d_accuracy: 0.8325Epoch 293: D Accuracy = 0.8846
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8667 - g_loss: 1.9069 - d_accuracy: 0.8344
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9343 - g_loss: 1.8645 - d_accuracy: 0.8009Epoch 294: D Accuracy = 0.8385
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9321 - g_loss: 1.8689 - d_accuracy: 0.8022
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8877 - g_loss: 1.8414 - d_accuracy: 0.8254Epoch 295: D Accuracy = 0.7846
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8909 - g_loss: 1.8502 - d_accuracy: 0.8239
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8868 - g_loss: 1.8413 - d_accuracy: 0.8255Epoch 296: D Accuracy = 0.8231
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8875 - g_loss: 1.8431 - d_accuracy: 0.8254
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9279 - g_loss: 1.8997 - d_accuracy: 0.8010Epoch 297: D Accuracy = 0.6923
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9303 - g_loss: 1.9279 - d_accuracy: 0.7971
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8784 - g_loss: 1.8333 - d_accuracy: 0.8353Epoch 298: D Accuracy = 0.8692
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8774 - g_loss: 1.8196 - d_accuracy: 0.8365
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9300 - g_loss: 1.8861 - d_accuracy: 0.8076Epoch 299: D Accuracy = 0.8846
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9269 - g_loss: 1.8724 - d_accuracy: 0.8104
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8837 - g_loss: 1.8983 - d_accuracy: 0.8268
Class 4 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.7846
27/27 [==============================] - 1s 41ms/step - d_loss: 0.8830 - g_loss: 1.9017 - d_accuracy: 0.8253
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8742 - g_loss: 1.8848 - d_accuracy: 0.8308Epoch 301: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8769 - g_loss: 1.8844 - d_accuracy: 0.8297
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9094 - g_loss: 1.8717 - d_accuracy: 0.8171Epoch 302: D Accuracy = 0.7923
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9071 - g_loss: 1.8966 - d_accuracy: 0.8162
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8723 - g_loss: 1.8745 - d_accuracy: 0.8328Epoch 303: D Accuracy = 0.8538
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8696 - g_loss: 1.8819 - d_accuracy: 0.8336
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8980 - g_loss: 1.8845 - d_accuracy: 0.8183Epoch 304: D Accuracy = 0.9077
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8942 - g_loss: 1.8852 - d_accuracy: 0.8215
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8971 - g_loss: 1.9039 - d_accuracy: 0.8225Epoch 305: D Accuracy = 0.9000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8937 - g_loss: 1.8996 - d_accuracy: 0.8253
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8741 - g_loss: 1.9078 - d_accuracy: 0.8263Epoch 306: D Accuracy = 0.8615
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8736 - g_loss: 1.8897 - d_accuracy: 0.8276
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8672 - g_loss: 1.9362 - d_accuracy: 0.8294Epoch 307: D Accuracy = 0.8615
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8645 - g_loss: 1.9283 - d_accuracy: 0.8305
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8892 - g_loss: 1.9787 - d_accuracy: 0.8178Epoch 308: D Accuracy = 0.8692
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8867 - g_loss: 1.9680 - d_accuracy: 0.8196
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8866 - g_loss: 1.9395 - d_accuracy: 0.8214Epoch 309: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8907 - g_loss: 1.9534 - d_accuracy: 0.8170
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8810 - g_loss: 1.9079 - d_accuracy: 0.8249Epoch 310: D Accuracy = 0.8154
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8803 - g_loss: 1.9021 - d_accuracy: 0.8246
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8601 - g_loss: 1.9627 - d_accuracy: 0.8380Epoch 311: D Accuracy = 0.9000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8568 - g_loss: 1.9684 - d_accuracy: 0.8402
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8698 - g_loss: 1.9427 - d_accuracy: 0.8382Epoch 312: D Accuracy = 0.8308
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8695 - g_loss: 1.9454 - d_accuracy: 0.8379
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9201 - g_loss: 1.9425 - d_accuracy: 0.8102Epoch 313: D Accuracy = 0.7846
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9180 - g_loss: 1.9568 - d_accuracy: 0.8093
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8729 - g_loss: 1.9742 - d_accuracy: 0.8319Epoch 314: D Accuracy = 0.7154
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8767 - g_loss: 2.0043 - d_accuracy: 0.8277
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8694 - g_loss: 1.9180 - d_accuracy: 0.8363Epoch 315: D Accuracy = 0.8385
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8737 - g_loss: 1.8923 - d_accuracy: 0.8364
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8835 - g_loss: 1.9608 - d_accuracy: 0.8276Epoch 316: D Accuracy = 0.8231
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8825 - g_loss: 1.9629 - d_accuracy: 0.8275
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8879 - g_loss: 1.9695 - d_accuracy: 0.8279Epoch 317: D Accuracy = 0.8154
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8878 - g_loss: 1.9799 - d_accuracy: 0.8275
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9040 - g_loss: 1.9275 - d_accuracy: 0.8194Epoch 318: D Accuracy = 0.8308
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9042 - g_loss: 1.9125 - d_accuracy: 0.8198
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9006 - g_loss: 1.9454 - d_accuracy: 0.8189Epoch 319: D Accuracy = 0.8769
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8963 - g_loss: 1.9522 - d_accuracy: 0.8210
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8526 - g_loss: 1.9788 - d_accuracy: 0.8388Epoch 320: D Accuracy = 0.8308
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8511 - g_loss: 1.9892 - d_accuracy: 0.8385
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8661 - g_loss: 1.9723 - d_accuracy: 0.8310Epoch 321: D Accuracy = 0.7769
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8683 - g_loss: 1.9783 - d_accuracy: 0.8291
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8813 - g_loss: 1.9898 - d_accuracy: 0.8253Epoch 322: D Accuracy = 0.8846
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8794 - g_loss: 1.9812 - d_accuracy: 0.8274
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9062 - g_loss: 2.0231 - d_accuracy: 0.8111Epoch 323: D Accuracy = 0.7308
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9070 - g_loss: 2.0531 - d_accuracy: 0.8082
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8383 - g_loss: 2.0007 - d_accuracy: 0.8479Epoch 324: D Accuracy = 0.8769
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8365 - g_loss: 2.0069 - d_accuracy: 0.8489
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8911 - g_loss: 1.9875 - d_accuracy: 0.8250Epoch 325: D Accuracy = 0.6615
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8970 - g_loss: 2.0013 - d_accuracy: 0.8192
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8823 - g_loss: 1.9448 - d_accuracy: 0.8312Epoch 326: D Accuracy = 0.8692
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8829 - g_loss: 1.9250 - d_accuracy: 0.8326
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8494 - g_loss: 1.9988 - d_accuracy: 0.8375Epoch 327: D Accuracy = 0.7923
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8512 - g_loss: 1.9987 - d_accuracy: 0.8359
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8897 - g_loss: 1.9831 - d_accuracy: 0.8204Epoch 328: D Accuracy = 0.8154
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8895 - g_loss: 1.9765 - d_accuracy: 0.8202
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8274 - g_loss: 2.0125 - d_accuracy: 0.8528Epoch 329: D Accuracy = 0.9077
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8245 - g_loss: 2.0059 - d_accuracy: 0.8547
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8659 - g_loss: 2.0345 - d_accuracy: 0.8335Epoch 330: D Accuracy = 0.8769
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8629 - g_loss: 2.0367 - d_accuracy: 0.8351
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8801 - g_loss: 1.9713 - d_accuracy: 0.8266Epoch 331: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8795 - g_loss: 1.9760 - d_accuracy: 0.8257
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8547 - g_loss: 2.0289 - d_accuracy: 0.8353Epoch 332: D Accuracy = 0.8615
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8553 - g_loss: 2.0200 - d_accuracy: 0.8362
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8570 - g_loss: 2.0282 - d_accuracy: 0.8364Epoch 333: D Accuracy = 0.8692
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8581 - g_loss: 2.0059 - d_accuracy: 0.8376
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8649 - g_loss: 2.0614 - d_accuracy: 0.8287Epoch 334: D Accuracy = 0.8231
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8699 - g_loss: 2.0353 - d_accuracy: 0.8285
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8547 - g_loss: 2.0419 - d_accuracy: 0.8349Epoch 335: D Accuracy = 0.8077
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8564 - g_loss: 2.0473 - d_accuracy: 0.8339
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8170 - g_loss: 2.0590 - d_accuracy: 0.8544Epoch 336: D Accuracy = 0.9154
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8136 - g_loss: 2.0542 - d_accuracy: 0.8565
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8341 - g_loss: 2.0884 - d_accuracy: 0.8463Epoch 337: D Accuracy = 0.6462
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8479 - g_loss: 2.1306 - d_accuracy: 0.8391
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9043 - g_loss: 2.0132 - d_accuracy: 0.8155Epoch 338: D Accuracy = 0.8308
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9037 - g_loss: 2.0023 - d_accuracy: 0.8160
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8307 - g_loss: 2.0372 - d_accuracy: 0.8476Epoch 339: D Accuracy = 0.8538
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8285 - g_loss: 2.0347 - d_accuracy: 0.8478
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8529 - g_loss: 2.0166 - d_accuracy: 0.8388Epoch 340: D Accuracy = 0.8154
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8539 - g_loss: 2.0069 - d_accuracy: 0.8380
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8436 - g_loss: 2.0933 - d_accuracy: 0.8369Epoch 341: D Accuracy = 0.8308
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8426 - g_loss: 2.1021 - d_accuracy: 0.8367
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8178 - g_loss: 2.0845 - d_accuracy: 0.8557Epoch 342: D Accuracy = 0.8385
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8178 - g_loss: 2.0797 - d_accuracy: 0.8551
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8670 - g_loss: 2.0776 - d_accuracy: 0.8273Epoch 343: D Accuracy = 0.7615
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8705 - g_loss: 2.0863 - d_accuracy: 0.8249
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8672 - g_loss: 2.0883 - d_accuracy: 0.8317Epoch 344: D Accuracy = 0.9000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8620 - g_loss: 2.0915 - d_accuracy: 0.8341
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8200 - g_loss: 2.0288 - d_accuracy: 0.8557Epoch 345: D Accuracy = 0.8923
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8190 - g_loss: 2.0198 - d_accuracy: 0.8570
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8077 - g_loss: 2.0899 - d_accuracy: 0.8583Epoch 346: D Accuracy = 0.8077
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8110 - g_loss: 2.0940 - d_accuracy: 0.8565
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9380 - g_loss: 2.0545 - d_accuracy: 0.7985Epoch 347: D Accuracy = 0.7615
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9443 - g_loss: 2.0168 - d_accuracy: 0.7971
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8855 - g_loss: 2.0616 - d_accuracy: 0.8252Epoch 348: D Accuracy = 0.8462
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8854 - g_loss: 2.0535 - d_accuracy: 0.8259
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8379 - g_loss: 2.0488 - d_accuracy: 0.8425Epoch 349: D Accuracy = 0.8462
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8380 - g_loss: 2.0459 - d_accuracy: 0.8427
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8136 - g_loss: 2.0901 - d_accuracy: 0.8574Epoch 350: D Accuracy = 0.8769
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8108 - g_loss: 2.0959 - d_accuracy: 0.8581
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8443 - g_loss: 2.1193 - d_accuracy: 0.8349Epoch 351: D Accuracy = 0.8462
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8406 - g_loss: 2.1525 - d_accuracy: 0.8353
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8000 - g_loss: 2.0912 - d_accuracy: 0.8622Epoch 352: D Accuracy = 0.8769
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8011 - g_loss: 2.0829 - d_accuracy: 0.8627
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8566 - g_loss: 2.1267 - d_accuracy: 0.8327Epoch 353: D Accuracy = 0.6077
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8698 - g_loss: 2.1857 - d_accuracy: 0.8247
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8219 - g_loss: 2.0817 - d_accuracy: 0.8530Epoch 354: D Accuracy = 0.8462
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8227 - g_loss: 2.0740 - d_accuracy: 0.8527
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8142 - g_loss: 2.1457 - d_accuracy: 0.8535Epoch 355: D Accuracy = 0.8769
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8145 - g_loss: 2.1422 - d_accuracy: 0.8544
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8211 - g_loss: 2.1411 - d_accuracy: 0.8545Epoch 356: D Accuracy = 0.8692
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8186 - g_loss: 2.1472 - d_accuracy: 0.8551
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8190 - g_loss: 2.1151 - d_accuracy: 0.8536Epoch 357: D Accuracy = 0.9000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8171 - g_loss: 2.1014 - d_accuracy: 0.8553
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8042 - g_loss: 2.1436 - d_accuracy: 0.8573Epoch 358: D Accuracy = 0.7538
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8091 - g_loss: 2.1520 - d_accuracy: 0.8537
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8566 - g_loss: 2.1352 - d_accuracy: 0.8310Epoch 359: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8570 - g_loss: 2.1459 - d_accuracy: 0.8299
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8512 - g_loss: 2.1565 - d_accuracy: 0.8384Epoch 360: D Accuracy = 0.7769
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8510 - g_loss: 2.1740 - d_accuracy: 0.8362
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8401 - g_loss: 2.0925 - d_accuracy: 0.8430Epoch 361: D Accuracy = 0.8692
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8401 - g_loss: 2.0701 - d_accuracy: 0.8439
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8669 - g_loss: 2.1412 - d_accuracy: 0.8296Epoch 362: D Accuracy = 0.8769
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8647 - g_loss: 2.1216 - d_accuracy: 0.8313
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7882 - g_loss: 2.1182 - d_accuracy: 0.8712Epoch 363: D Accuracy = 0.9000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7885 - g_loss: 2.1060 - d_accuracy: 0.8722
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7955 - g_loss: 2.1251 - d_accuracy: 0.8626Epoch 364: D Accuracy = 0.8692
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7976 - g_loss: 2.1066 - d_accuracy: 0.8629
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8564 - g_loss: 2.2120 - d_accuracy: 0.8373Epoch 365: D Accuracy = 0.8846
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8557 - g_loss: 2.1912 - d_accuracy: 0.8390
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8196 - g_loss: 2.1783 - d_accuracy: 0.8539Epoch 366: D Accuracy = 0.7692
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8312 - g_loss: 2.1384 - d_accuracy: 0.8508
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8457 - g_loss: 2.1692 - d_accuracy: 0.8385Epoch 367: D Accuracy = 0.7923
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8468 - g_loss: 2.1738 - d_accuracy: 0.8369
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8156 - g_loss: 2.1591 - d_accuracy: 0.8555Epoch 368: D Accuracy = 0.9154
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8118 - g_loss: 2.1633 - d_accuracy: 0.8577
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8055 - g_loss: 2.1334 - d_accuracy: 0.8563Epoch 369: D Accuracy = 0.8846
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8033 - g_loss: 2.1418 - d_accuracy: 0.8573
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8466 - g_loss: 2.1735 - d_accuracy: 0.8397Epoch 370: D Accuracy = 0.8077
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8457 - g_loss: 2.1979 - d_accuracy: 0.8385
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8005 - g_loss: 2.1698 - d_accuracy: 0.8620Epoch 371: D Accuracy = 0.9231
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7976 - g_loss: 2.1744 - d_accuracy: 0.8642
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7898 - g_loss: 2.2028 - d_accuracy: 0.8616Epoch 372: D Accuracy = 0.8231
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7920 - g_loss: 2.1979 - d_accuracy: 0.8603
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8680 - g_loss: 2.1510 - d_accuracy: 0.8324Epoch 373: D Accuracy = 0.9308
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8634 - g_loss: 2.1377 - d_accuracy: 0.8359
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8558 - g_loss: 2.1391 - d_accuracy: 0.8361Epoch 374: D Accuracy = 0.7846
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8627 - g_loss: 2.1079 - d_accuracy: 0.8342
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8443 - g_loss: 2.2087 - d_accuracy: 0.8390Epoch 375: D Accuracy = 0.8769
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8396 - g_loss: 2.2172 - d_accuracy: 0.8404
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7791 - g_loss: 2.2325 - d_accuracy: 0.8683Epoch 376: D Accuracy = 0.7923
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7808 - g_loss: 2.2387 - d_accuracy: 0.8656
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7590 - g_loss: 2.1995 - d_accuracy: 0.8787Epoch 377: D Accuracy = 0.9308
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7554 - g_loss: 2.2081 - d_accuracy: 0.8805
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8562 - g_loss: 2.2174 - d_accuracy: 0.8263Epoch 378: D Accuracy = 0.8846
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8513 - g_loss: 2.2177 - d_accuracy: 0.8284
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8199 - g_loss: 2.2247 - d_accuracy: 0.8526Epoch 379: D Accuracy = 0.7692
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8216 - g_loss: 2.2392 - d_accuracy: 0.8496
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8159 - g_loss: 2.2207 - d_accuracy: 0.8503Epoch 380: D Accuracy = 0.9154
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8127 - g_loss: 2.2222 - d_accuracy: 0.8526
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8247 - g_loss: 2.2366 - d_accuracy: 0.8471Epoch 381: D Accuracy = 0.9231
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8196 - g_loss: 2.2448 - d_accuracy: 0.8498
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8370 - g_loss: 2.2085 - d_accuracy: 0.8474Epoch 382: D Accuracy = 0.8615
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8392 - g_loss: 2.1834 - d_accuracy: 0.8480
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7894 - g_loss: 2.2294 - d_accuracy: 0.8680Epoch 383: D Accuracy = 0.8769
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7922 - g_loss: 2.2028 - d_accuracy: 0.8683
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7559 - g_loss: 2.2262 - d_accuracy: 0.8852Epoch 384: D Accuracy = 0.8846
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7546 - g_loss: 2.2280 - d_accuracy: 0.8852
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8346 - g_loss: 2.2592 - d_accuracy: 0.8443Epoch 385: D Accuracy = 0.7615
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8381 - g_loss: 2.2764 - d_accuracy: 0.8414
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7734 - g_loss: 2.2270 - d_accuracy: 0.8731Epoch 386: D Accuracy = 0.8692
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7701 - g_loss: 2.2488 - d_accuracy: 0.8729
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8043 - g_loss: 2.2314 - d_accuracy: 0.8554Epoch 387: D Accuracy = 0.8385
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8048 - g_loss: 2.2295 - d_accuracy: 0.8548
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8059 - g_loss: 2.2320 - d_accuracy: 0.8547Epoch 388: D Accuracy = 0.8308
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8049 - g_loss: 2.2460 - d_accuracy: 0.8538
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8232 - g_loss: 2.2639 - d_accuracy: 0.8460Epoch 389: D Accuracy = 0.8231
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8232 - g_loss: 2.2717 - d_accuracy: 0.8452
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7694 - g_loss: 2.2680 - d_accuracy: 0.8706Epoch 390: D Accuracy = 0.8154
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7712 - g_loss: 2.2671 - d_accuracy: 0.8686
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7945 - g_loss: 2.2407 - d_accuracy: 0.8612Epoch 391: D Accuracy = 0.8462
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7941 - g_loss: 2.2573 - d_accuracy: 0.8607
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7705 - g_loss: 2.2927 - d_accuracy: 0.8689Epoch 392: D Accuracy = 0.7846
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7738 - g_loss: 2.3240 - d_accuracy: 0.8659
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7936 - g_loss: 2.2580 - d_accuracy: 0.8577Epoch 393: D Accuracy = 0.9385
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7897 - g_loss: 2.2530 - d_accuracy: 0.8606
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7907 - g_loss: 2.3220 - d_accuracy: 0.8600Epoch 394: D Accuracy = 0.8923
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7906 - g_loss: 2.3032 - d_accuracy: 0.8612
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8170 - g_loss: 2.2944 - d_accuracy: 0.8489Epoch 395: D Accuracy = 0.9000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8165 - g_loss: 2.2719 - d_accuracy: 0.8507
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7678 - g_loss: 2.3258 - d_accuracy: 0.8689Epoch 396: D Accuracy = 0.8692
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7685 - g_loss: 2.3116 - d_accuracy: 0.8689
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8281 - g_loss: 2.3328 - d_accuracy: 0.8500Epoch 397: D Accuracy = 0.8923
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8265 - g_loss: 2.3315 - d_accuracy: 0.8515
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7771 - g_loss: 2.2638 - d_accuracy: 0.8694Epoch 398: D Accuracy = 0.8462
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7808 - g_loss: 2.2495 - d_accuracy: 0.8686
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7760 - g_loss: 2.2744 - d_accuracy: 0.8696Epoch 399: D Accuracy = 0.8846
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7753 - g_loss: 2.2676 - d_accuracy: 0.8701
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7817 - g_loss: 2.3236 - d_accuracy: 0.8602
Class 4 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.9077
27/27 [==============================] - 1s 46ms/step - d_loss: 0.7796 - g_loss: 2.3275 - d_accuracy: 0.8618
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7778 - g_loss: 2.2618 - d_accuracy: 0.8707Epoch 401: D Accuracy = 0.8692
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7777 - g_loss: 2.2665 - d_accuracy: 0.8707
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7908 - g_loss: 2.3403 - d_accuracy: 0.8603Epoch 402: D Accuracy = 0.7000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8000 - g_loss: 2.3709 - d_accuracy: 0.8545
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7625 - g_loss: 2.3494 - d_accuracy: 0.8728Epoch 403: D Accuracy = 0.8462
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7617 - g_loss: 2.3613 - d_accuracy: 0.8718
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7885 - g_loss: 2.3367 - d_accuracy: 0.8584Epoch 404: D Accuracy = 0.8615
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7864 - g_loss: 2.3532 - d_accuracy: 0.8586
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7957 - g_loss: 2.2995 - d_accuracy: 0.8599Epoch 405: D Accuracy = 0.9154
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7928 - g_loss: 2.2961 - d_accuracy: 0.8618
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8258 - g_loss: 2.2911 - d_accuracy: 0.8399Epoch 406: D Accuracy = 0.8538
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8247 - g_loss: 2.2849 - d_accuracy: 0.8404
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7869 - g_loss: 2.3250 - d_accuracy: 0.8661Epoch 407: D Accuracy = 0.8462
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7860 - g_loss: 2.3261 - d_accuracy: 0.8654
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8256 - g_loss: 2.3491 - d_accuracy: 0.8413Epoch 408: D Accuracy = 0.8077
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8255 - g_loss: 2.3732 - d_accuracy: 0.8401
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7760 - g_loss: 2.2977 - d_accuracy: 0.8671Epoch 409: D Accuracy = 0.9000
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7754 - g_loss: 2.2889 - d_accuracy: 0.8683
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7595 - g_loss: 2.4020 - d_accuracy: 0.8747Epoch 410: D Accuracy = 0.8538
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7597 - g_loss: 2.4177 - d_accuracy: 0.8739
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7960 - g_loss: 2.3185 - d_accuracy: 0.8563Epoch 411: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7980 - g_loss: 2.3196 - d_accuracy: 0.8543
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7986 - g_loss: 2.3386 - d_accuracy: 0.8610Epoch 412: D Accuracy = 0.7538
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8035 - g_loss: 2.3346 - d_accuracy: 0.8571
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8005 - g_loss: 2.3259 - d_accuracy: 0.8592Epoch 413: D Accuracy = 0.8462
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8035 - g_loss: 2.3034 - d_accuracy: 0.8587
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7803 - g_loss: 2.3444 - d_accuracy: 0.8626Epoch 414: D Accuracy = 0.9154
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7749 - g_loss: 2.3594 - d_accuracy: 0.8645
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7580 - g_loss: 2.3257 - d_accuracy: 0.8765Epoch 415: D Accuracy = 0.8923
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7587 - g_loss: 2.3176 - d_accuracy: 0.8771
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8042 - g_loss: 2.4450 - d_accuracy: 0.8524Epoch 416: D Accuracy = 0.7462
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8073 - g_loss: 2.5006 - d_accuracy: 0.8486
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7465 - g_loss: 2.3571 - d_accuracy: 0.8808Epoch 417: D Accuracy = 0.8923
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7486 - g_loss: 2.3470 - d_accuracy: 0.8813
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8041 - g_loss: 2.4020 - d_accuracy: 0.8592Epoch 418: D Accuracy = 0.8385
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8055 - g_loss: 2.4145 - d_accuracy: 0.8584
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7608 - g_loss: 2.3455 - d_accuracy: 0.8804Epoch 419: D Accuracy = 0.8615
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7642 - g_loss: 2.3271 - d_accuracy: 0.8798
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7522 - g_loss: 2.3796 - d_accuracy: 0.8765Epoch 420: D Accuracy = 0.9154
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7493 - g_loss: 2.3822 - d_accuracy: 0.8779
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7788 - g_loss: 2.4254 - d_accuracy: 0.8680Epoch 421: D Accuracy = 0.8538
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7816 - g_loss: 2.4080 - d_accuracy: 0.8675
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7995 - g_loss: 2.3666 - d_accuracy: 0.8557Epoch 422: D Accuracy = 0.8462
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8035 - g_loss: 2.3330 - d_accuracy: 0.8554
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7768 - g_loss: 2.3691 - d_accuracy: 0.8727Epoch 423: D Accuracy = 0.9308
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7748 - g_loss: 2.3619 - d_accuracy: 0.8748
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7575 - g_loss: 2.3800 - d_accuracy: 0.8738Epoch 424: D Accuracy = 0.8769
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7594 - g_loss: 2.3675 - d_accuracy: 0.8739
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7455 - g_loss: 2.3997 - d_accuracy: 0.8754Epoch 425: D Accuracy = 0.8000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7464 - g_loss: 2.4291 - d_accuracy: 0.8727
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7752 - g_loss: 2.4057 - d_accuracy: 0.8675Epoch 426: D Accuracy = 0.9308
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7716 - g_loss: 2.4047 - d_accuracy: 0.8698
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7858 - g_loss: 2.4132 - d_accuracy: 0.8616Epoch 427: D Accuracy = 0.8769
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7870 - g_loss: 2.4044 - d_accuracy: 0.8622
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7308 - g_loss: 2.4099 - d_accuracy: 0.8902Epoch 428: D Accuracy = 0.9538
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7252 - g_loss: 2.4116 - d_accuracy: 0.8925
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7448 - g_loss: 2.4225 - d_accuracy: 0.8820Epoch 429: D Accuracy = 0.9077
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7433 - g_loss: 2.4112 - d_accuracy: 0.8829
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7625 - g_loss: 2.3988 - d_accuracy: 0.8744Epoch 430: D Accuracy = 0.8231
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7726 - g_loss: 2.3618 - d_accuracy: 0.8725
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7948 - g_loss: 2.4450 - d_accuracy: 0.8619Epoch 431: D Accuracy = 0.9462
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7897 - g_loss: 2.4473 - d_accuracy: 0.8649
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7252 - g_loss: 2.4263 - d_accuracy: 0.8868Epoch 432: D Accuracy = 0.8308
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7269 - g_loss: 2.4293 - d_accuracy: 0.8848
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7748 - g_loss: 2.4429 - d_accuracy: 0.8707Epoch 433: D Accuracy = 0.9154
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7733 - g_loss: 2.4326 - d_accuracy: 0.8723
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7572 - g_loss: 2.4483 - d_accuracy: 0.8750Epoch 434: D Accuracy = 0.9385
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7555 - g_loss: 2.4420 - d_accuracy: 0.8773
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7798 - g_loss: 2.4429 - d_accuracy: 0.8642Epoch 435: D Accuracy = 0.6385
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7935 - g_loss: 2.4902 - d_accuracy: 0.8562
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7521 - g_loss: 2.4021 - d_accuracy: 0.8767Epoch 436: D Accuracy = 0.9769
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7467 - g_loss: 2.3963 - d_accuracy: 0.8803
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7139 - g_loss: 2.4290 - d_accuracy: 0.8969Epoch 437: D Accuracy = 0.9615
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7126 - g_loss: 2.4117 - d_accuracy: 0.8992
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7432 - g_loss: 2.4831 - d_accuracy: 0.8760Epoch 438: D Accuracy = 0.8538
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7434 - g_loss: 2.4783 - d_accuracy: 0.8752
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7373 - g_loss: 2.5192 - d_accuracy: 0.8798Epoch 439: D Accuracy = 0.9308
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7336 - g_loss: 2.5257 - d_accuracy: 0.8816
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7752 - g_loss: 2.4803 - d_accuracy: 0.8664Epoch 440: D Accuracy = 0.8923
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7733 - g_loss: 2.4814 - d_accuracy: 0.8673
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7303 - g_loss: 2.4847 - d_accuracy: 0.8894Epoch 441: D Accuracy = 0.8846
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7323 - g_loss: 2.4639 - d_accuracy: 0.8892
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8036 - g_loss: 2.4641 - d_accuracy: 0.8550Epoch 442: D Accuracy = 0.8692
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8044 - g_loss: 2.4323 - d_accuracy: 0.8555
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7328 - g_loss: 2.5153 - d_accuracy: 0.8813Epoch 443: D Accuracy = 0.9308
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7293 - g_loss: 2.5226 - d_accuracy: 0.8830
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7752 - g_loss: 2.5081 - d_accuracy: 0.8645Epoch 444: D Accuracy = 0.8615
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7791 - g_loss: 2.4880 - d_accuracy: 0.8644
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7501 - g_loss: 2.5437 - d_accuracy: 0.8741Epoch 445: D Accuracy = 0.8615
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7479 - g_loss: 2.5680 - d_accuracy: 0.8736
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7877 - g_loss: 2.4589 - d_accuracy: 0.8654Epoch 446: D Accuracy = 0.8923
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7860 - g_loss: 2.4661 - d_accuracy: 0.8663
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7656 - g_loss: 2.4375 - d_accuracy: 0.8731Epoch 447: D Accuracy = 0.8692
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7678 - g_loss: 2.4164 - d_accuracy: 0.8729
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7689 - g_loss: 2.4925 - d_accuracy: 0.8676Epoch 448: D Accuracy = 0.8385
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7740 - g_loss: 2.4569 - d_accuracy: 0.8665
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7414 - g_loss: 2.5038 - d_accuracy: 0.8777Epoch 449: D Accuracy = 0.8462
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7418 - g_loss: 2.5137 - d_accuracy: 0.8766
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7498 - g_loss: 2.4833 - d_accuracy: 0.8758Epoch 450: D Accuracy = 0.8769
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7495 - g_loss: 2.4784 - d_accuracy: 0.8758
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7873 - g_loss: 2.5842 - d_accuracy: 0.8632Epoch 451: D Accuracy = 0.9385
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7819 - g_loss: 2.5881 - d_accuracy: 0.8659
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7189 - g_loss: 2.5111 - d_accuracy: 0.8881Epoch 452: D Accuracy = 0.8308
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7206 - g_loss: 2.5243 - d_accuracy: 0.8861
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7619 - g_loss: 2.4986 - d_accuracy: 0.8705Epoch 453: D Accuracy = 0.7692
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7673 - g_loss: 2.5182 - d_accuracy: 0.8669
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7609 - g_loss: 2.4525 - d_accuracy: 0.8740Epoch 454: D Accuracy = 0.9077
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7601 - g_loss: 2.4399 - d_accuracy: 0.8752
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7188 - g_loss: 2.5741 - d_accuracy: 0.8866Epoch 455: D Accuracy = 0.9154
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7165 - g_loss: 2.5809 - d_accuracy: 0.8877
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7531 - g_loss: 2.4846 - d_accuracy: 0.8788Epoch 456: D Accuracy = 0.9154
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7503 - g_loss: 2.4862 - d_accuracy: 0.8801
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7956 - g_loss: 2.5387 - d_accuracy: 0.8526Epoch 457: D Accuracy = 0.9077
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7944 - g_loss: 2.5143 - d_accuracy: 0.8546
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7225 - g_loss: 2.4892 - d_accuracy: 0.8888Epoch 458: D Accuracy = 0.8231
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7263 - g_loss: 2.5135 - d_accuracy: 0.8865
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7397 - g_loss: 2.5150 - d_accuracy: 0.8764Epoch 459: D Accuracy = 0.9077
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7393 - g_loss: 2.4978 - d_accuracy: 0.8775
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7387 - g_loss: 2.5053 - d_accuracy: 0.8781Epoch 460: D Accuracy = 0.9308
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7391 - g_loss: 2.4854 - d_accuracy: 0.8800
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7217 - g_loss: 2.5291 - d_accuracy: 0.8869Epoch 461: D Accuracy = 0.8769
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7209 - g_loss: 2.5327 - d_accuracy: 0.8866
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7384 - g_loss: 2.5921 - d_accuracy: 0.8784Epoch 462: D Accuracy = 0.8692
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7393 - g_loss: 2.5807 - d_accuracy: 0.8781
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7061 - g_loss: 2.5712 - d_accuracy: 0.8950Epoch 463: D Accuracy = 0.9308
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7040 - g_loss: 2.5770 - d_accuracy: 0.8963
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7763 - g_loss: 2.5541 - d_accuracy: 0.8610Epoch 464: D Accuracy = 0.8923
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7756 - g_loss: 2.5300 - d_accuracy: 0.8621
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7322 - g_loss: 2.5246 - d_accuracy: 0.8853Epoch 465: D Accuracy = 0.8692
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7371 - g_loss: 2.4938 - d_accuracy: 0.8848
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7634 - g_loss: 2.6024 - d_accuracy: 0.8675Epoch 466: D Accuracy = 0.9231
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7588 - g_loss: 2.6030 - d_accuracy: 0.8695
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7398 - g_loss: 2.5924 - d_accuracy: 0.8750Epoch 467: D Accuracy = 0.9231
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7377 - g_loss: 2.5987 - d_accuracy: 0.8768
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7305 - g_loss: 2.5462 - d_accuracy: 0.8826Epoch 468: D Accuracy = 0.9308
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7266 - g_loss: 2.5534 - d_accuracy: 0.8843
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7275 - g_loss: 2.6087 - d_accuracy: 0.8830Epoch 469: D Accuracy = 0.8846
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7272 - g_loss: 2.6151 - d_accuracy: 0.8831
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7529 - g_loss: 2.5803 - d_accuracy: 0.8709Epoch 470: D Accuracy = 0.8462
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7541 - g_loss: 2.5894 - d_accuracy: 0.8700
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7242 - g_loss: 2.5827 - d_accuracy: 0.8875Epoch 471: D Accuracy = 0.9000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7231 - g_loss: 2.5705 - d_accuracy: 0.8879
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7183 - g_loss: 2.5779 - d_accuracy: 0.8918Epoch 472: D Accuracy = 0.9154
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7189 - g_loss: 2.5609 - d_accuracy: 0.8927
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7821 - g_loss: 2.6120 - d_accuracy: 0.8620Epoch 473: D Accuracy = 0.9231
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7789 - g_loss: 2.6011 - d_accuracy: 0.8642
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7554 - g_loss: 2.5380 - d_accuracy: 0.8755Epoch 474: D Accuracy = 0.9231
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7541 - g_loss: 2.5298 - d_accuracy: 0.8772
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7163 - g_loss: 2.5950 - d_accuracy: 0.8934Epoch 475: D Accuracy = 0.9231
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7148 - g_loss: 2.6061 - d_accuracy: 0.8945
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7567 - g_loss: 2.6083 - d_accuracy: 0.8768Epoch 476: D Accuracy = 0.8077
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7637 - g_loss: 2.6184 - d_accuracy: 0.8744
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7265 - g_loss: 2.6226 - d_accuracy: 0.8912Epoch 477: D Accuracy = 0.7462
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7328 - g_loss: 2.6882 - d_accuracy: 0.8860
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7194 - g_loss: 2.6166 - d_accuracy: 0.8854Epoch 478: D Accuracy = 0.8462
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7170 - g_loss: 2.6445 - d_accuracy: 0.8840
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7275 - g_loss: 2.5959 - d_accuracy: 0.8854Epoch 479: D Accuracy = 0.8385
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7292 - g_loss: 2.5975 - d_accuracy: 0.8837
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7187 - g_loss: 2.6111 - d_accuracy: 0.8842Epoch 480: D Accuracy = 0.8538
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7200 - g_loss: 2.6197 - d_accuracy: 0.8831
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6942 - g_loss: 2.6579 - d_accuracy: 0.9001Epoch 481: D Accuracy = 0.9308
27/27 [==============================] - 1s 34ms/step - d_loss: 0.6913 - g_loss: 2.6603 - d_accuracy: 0.9012
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7342 - g_loss: 2.6357 - d_accuracy: 0.8840Epoch 482: D Accuracy = 0.9154
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7340 - g_loss: 2.6173 - d_accuracy: 0.8851
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7646 - g_loss: 2.5792 - d_accuracy: 0.8713Epoch 483: D Accuracy = 0.8462
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7706 - g_loss: 2.5404 - d_accuracy: 0.8704
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7129 - g_loss: 2.6087 - d_accuracy: 0.8928Epoch 484: D Accuracy = 0.9231
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7102 - g_loss: 2.6171 - d_accuracy: 0.8939
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6901 - g_loss: 2.5920 - d_accuracy: 0.9021Epoch 485: D Accuracy = 0.9077
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6900 - g_loss: 2.5826 - d_accuracy: 0.9023
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7150 - g_loss: 2.6435 - d_accuracy: 0.8874Epoch 486: D Accuracy = 0.8923
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7155 - g_loss: 2.6344 - d_accuracy: 0.8875
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7004 - g_loss: 2.6506 - d_accuracy: 0.8938Epoch 487: D Accuracy = 0.8154
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7021 - g_loss: 2.6774 - d_accuracy: 0.8910
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7843 - g_loss: 2.6379 - d_accuracy: 0.8612Epoch 488: D Accuracy = 0.9077
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7810 - g_loss: 2.6307 - d_accuracy: 0.8628
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7110 - g_loss: 2.6671 - d_accuracy: 0.8907Epoch 489: D Accuracy = 0.9000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7070 - g_loss: 2.6924 - d_accuracy: 0.8910
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7163 - g_loss: 2.6349 - d_accuracy: 0.8872Epoch 490: D Accuracy = 0.9000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7149 - g_loss: 2.6257 - d_accuracy: 0.8877
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7607 - g_loss: 2.6267 - d_accuracy: 0.8681Epoch 491: D Accuracy = 0.9154
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7605 - g_loss: 2.6044 - d_accuracy: 0.8698
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7485 - g_loss: 2.6363 - d_accuracy: 0.8722Epoch 492: D Accuracy = 0.7769
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7517 - g_loss: 2.6620 - d_accuracy: 0.8688
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7201 - g_loss: 2.6435 - d_accuracy: 0.8839Epoch 493: D Accuracy = 0.8385
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7196 - g_loss: 2.6641 - d_accuracy: 0.8823
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7472 - g_loss: 2.6315 - d_accuracy: 0.8701Epoch 494: D Accuracy = 0.7923
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7473 - g_loss: 2.6532 - d_accuracy: 0.8673
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7442 - g_loss: 2.6732 - d_accuracy: 0.8769Epoch 495: D Accuracy = 0.9154
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7404 - g_loss: 2.6895 - d_accuracy: 0.8783
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6989 - g_loss: 2.6361 - d_accuracy: 0.8966Epoch 496: D Accuracy = 0.8462
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7002 - g_loss: 2.6706 - d_accuracy: 0.8948
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7270 - g_loss: 2.5980 - d_accuracy: 0.8835Epoch 497: D Accuracy = 0.8769
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7298 - g_loss: 2.5676 - d_accuracy: 0.8832
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7517 - g_loss: 2.6749 - d_accuracy: 0.8723Epoch 498: D Accuracy = 0.9154
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7477 - g_loss: 2.6996 - d_accuracy: 0.8738
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7120 - g_loss: 2.6446 - d_accuracy: 0.8902Epoch 499: D Accuracy = 0.9308
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7074 - g_loss: 2.6627 - d_accuracy: 0.8917
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6864 - g_loss: 2.6270 - d_accuracy: 0.9047
Class 4 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.9154
27/27 [==============================] - 1s 41ms/step - d_loss: 0.6854 - g_loss: 2.6142 - d_accuracy: 0.9051
Training DCGAN for class 5...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 0.9886 - g_loss: 1.3257 - d_accuracy: 0.7953WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0167s vs `on_train_batch_end` time: 0.0182s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 0.6631 - g_loss: 2.5077 - d_accuracy: 0.9167
Epoch 1: Generator loss improved from inf to 3.6914. Saving weights.
Epoch 1: D Accuracy = 0.9386
27/27 [==============================] - 2s 42ms/step - d_loss: 0.6577 - g_loss: 2.5500 - d_accuracy: 0.9175
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5072 - g_loss: 3.5127 - d_accuracy: 0.9610Epoch 2: D Accuracy = 0.9912
27/27 [==============================] - 1s 34ms/step - d_loss: 0.5040 - g_loss: 3.5252 - d_accuracy: 0.9621
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3921 - g_loss: 4.7968 - d_accuracy: 0.9911Epoch 3: D Accuracy = 0.9912
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3922 - g_loss: 4.8060 - d_accuracy: 0.9911
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3670 - g_loss: 5.6392 - d_accuracy: 0.9981Epoch 4: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3666 - g_loss: 5.6520 - d_accuracy: 0.9982
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8581 - g_loss: 3.3633 - d_accuracy: 0.9027
Epoch 5: Generator loss improved from 3.6914 to 2.1341. Saving weights.
Epoch 5: D Accuracy = 0.9386
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8508 - g_loss: 3.3194 - d_accuracy: 0.9040
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7013 - g_loss: 2.9978 - d_accuracy: 0.9038Epoch 6: D Accuracy = 0.9649
27/27 [==============================] - 1s 34ms/step - d_loss: 0.6963 - g_loss: 2.9820 - d_accuracy: 0.9060
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4118 - g_loss: 4.6319 - d_accuracy: 0.9861Epoch 7: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.4106 - g_loss: 4.6567 - d_accuracy: 0.9866
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4065 - g_loss: 4.6285 - d_accuracy: 0.9905Epoch 8: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.4062 - g_loss: 4.6147 - d_accuracy: 0.9908
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3851 - g_loss: 5.2090 - d_accuracy: 0.9926Epoch 9: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3842 - g_loss: 5.2311 - d_accuracy: 0.9929
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3671 - g_loss: 5.7386 - d_accuracy: 0.9954Epoch 10: D Accuracy = 0.9825
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3676 - g_loss: 5.7518 - d_accuracy: 0.9950
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3615 - g_loss: 5.8603 - d_accuracy: 0.9974Epoch 11: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3613 - g_loss: 5.8770 - d_accuracy: 0.9975
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3519 - g_loss: 6.4077 - d_accuracy: 0.9986Epoch 12: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3520 - g_loss: 6.4077 - d_accuracy: 0.9986
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3485 - g_loss: 6.5160 - d_accuracy: 0.9988Epoch 13: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3486 - g_loss: 6.5292 - d_accuracy: 0.9989
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3476 - g_loss: 6.5029 - d_accuracy: 0.9990Epoch 14: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3475 - g_loss: 6.5161 - d_accuracy: 0.9990
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3445 - g_loss: 6.9864 - d_accuracy: 0.9996Epoch 15: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3444 - g_loss: 7.0085 - d_accuracy: 0.9996
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3424 - g_loss: 7.1864 - d_accuracy: 0.9993Epoch 16: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3425 - g_loss: 7.1935 - d_accuracy: 0.9993
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3405 - g_loss: 6.9835 - d_accuracy: 1.0000Epoch 17: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3405 - g_loss: 6.9952 - d_accuracy: 1.0000
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3393 - g_loss: 7.2772 - d_accuracy: 1.0000Epoch 18: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3393 - g_loss: 7.2733 - d_accuracy: 1.0000
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3384 - g_loss: 7.4001 - d_accuracy: 0.9997Epoch 19: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3384 - g_loss: 7.3945 - d_accuracy: 0.9997
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3375 - g_loss: 7.4580 - d_accuracy: 1.0000Epoch 20: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3374 - g_loss: 7.4492 - d_accuracy: 1.0000
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3380 - g_loss: 7.2690 - d_accuracy: 0.9996Epoch 21: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3378 - g_loss: 7.2849 - d_accuracy: 0.9996
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3358 - g_loss: 7.8178 - d_accuracy: 1.0000Epoch 22: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3358 - g_loss: 7.8349 - d_accuracy: 1.0000
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3356 - g_loss: 7.7378 - d_accuracy: 0.9999Epoch 23: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3355 - g_loss: 7.7468 - d_accuracy: 0.9999
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3349 - g_loss: 7.8087 - d_accuracy: 0.9999Epoch 24: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3349 - g_loss: 7.8056 - d_accuracy: 0.9999
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3339 - g_loss: 8.0168 - d_accuracy: 1.0000Epoch 25: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3339 - g_loss: 8.0223 - d_accuracy: 1.0000
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3335 - g_loss: 8.0411 - d_accuracy: 1.0000Epoch 26: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3335 - g_loss: 7.9908 - d_accuracy: 1.0000
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0436 - g_loss: 6.0542 - d_accuracy: 0.9321
Epoch 27: Generator loss improved from 2.1341 to 1.8138. Saving weights.
Epoch 27: D Accuracy = 1.0000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0268 - g_loss: 5.9028 - d_accuracy: 0.9346
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1174 - g_loss: 1.1701 - d_accuracy: 0.7480
Epoch 28: Generator loss improved from 1.8138 to 1.1247. Saving weights.
Epoch 28: D Accuracy = 0.7193
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1197 - g_loss: 1.1684 - d_accuracy: 0.7470
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0671 - g_loss: 1.1826 - d_accuracy: 0.7894Epoch 29: D Accuracy = 0.7193
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0693 - g_loss: 1.1815 - d_accuracy: 0.7869
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0894 - g_loss: 1.1793 - d_accuracy: 0.7688Epoch 30: D Accuracy = 0.8158
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0889 - g_loss: 1.1794 - d_accuracy: 0.7705
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1305 - g_loss: 1.1652 - d_accuracy: 0.7398
Epoch 31: Generator loss improved from 1.1247 to 0.8964. Saving weights.
Epoch 31: D Accuracy = 0.5789
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1417 - g_loss: 1.1556 - d_accuracy: 0.7340
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1596 - g_loss: 1.1835 - d_accuracy: 0.7129
Epoch 32: Generator loss improved from 0.8964 to 0.8273. Saving weights.
Epoch 32: D Accuracy = 0.6228
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1642 - g_loss: 1.1707 - d_accuracy: 0.7097
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1460 - g_loss: 1.1789 - d_accuracy: 0.7189Epoch 33: D Accuracy = 0.7193
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1467 - g_loss: 1.1706 - d_accuracy: 0.7189
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1263 - g_loss: 1.2029 - d_accuracy: 0.7318Epoch 34: D Accuracy = 0.7807
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1245 - g_loss: 1.1967 - d_accuracy: 0.7335
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1415 - g_loss: 1.2245 - d_accuracy: 0.7211
Epoch 35: Generator loss improved from 0.8273 to 0.8066. Saving weights.
Epoch 35: D Accuracy = 0.6842
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1445 - g_loss: 1.2095 - d_accuracy: 0.7198
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0976 - g_loss: 1.3169 - d_accuracy: 0.7474Epoch 36: D Accuracy = 0.9035
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0903 - g_loss: 1.3155 - d_accuracy: 0.7530
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0166 - g_loss: 1.3313 - d_accuracy: 0.7926Epoch 37: D Accuracy = 0.7632
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0168 - g_loss: 1.3409 - d_accuracy: 0.7915
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0471 - g_loss: 1.4201 - d_accuracy: 0.7723Epoch 38: D Accuracy = 0.9035
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0423 - g_loss: 1.4173 - d_accuracy: 0.7770
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0235 - g_loss: 1.4851 - d_accuracy: 0.7722Epoch 39: D Accuracy = 0.7544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0192 - g_loss: 1.5011 - d_accuracy: 0.7715
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0016 - g_loss: 1.5153 - d_accuracy: 0.7801Epoch 40: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9981 - g_loss: 1.5187 - d_accuracy: 0.7820
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9775 - g_loss: 1.5418 - d_accuracy: 0.7948Epoch 41: D Accuracy = 0.8684
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9770 - g_loss: 1.5274 - d_accuracy: 0.7974
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0242 - g_loss: 1.5621 - d_accuracy: 0.7716Epoch 42: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0225 - g_loss: 1.5492 - d_accuracy: 0.7738
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0689 - g_loss: 1.4443 - d_accuracy: 0.7477Epoch 43: D Accuracy = 0.8333
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0673 - g_loss: 1.4381 - d_accuracy: 0.7508
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0751 - g_loss: 1.4603 - d_accuracy: 0.7493Epoch 44: D Accuracy = 0.8246
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0725 - g_loss: 1.4522 - d_accuracy: 0.7520
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0157 - g_loss: 1.4980 - d_accuracy: 0.7760Epoch 45: D Accuracy = 0.7456
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0139 - g_loss: 1.5160 - d_accuracy: 0.7749
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0022 - g_loss: 1.5292 - d_accuracy: 0.7792Epoch 46: D Accuracy = 0.8421
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0006 - g_loss: 1.5181 - d_accuracy: 0.7814
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0089 - g_loss: 1.5192 - d_accuracy: 0.7762Epoch 47: D Accuracy = 0.7982
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0095 - g_loss: 1.5012 - d_accuracy: 0.7770
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0311 - g_loss: 1.5548 - d_accuracy: 0.7633Epoch 48: D Accuracy = 0.7368
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0299 - g_loss: 1.5715 - d_accuracy: 0.7623
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0021 - g_loss: 1.5080 - d_accuracy: 0.7813Epoch 49: D Accuracy = 0.7982
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0039 - g_loss: 1.4868 - d_accuracy: 0.7819
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0092 - g_loss: 1.5256 - d_accuracy: 0.7801Epoch 50: D Accuracy = 0.7982
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0086 - g_loss: 1.5220 - d_accuracy: 0.7808
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0192 - g_loss: 1.5102 - d_accuracy: 0.7791Epoch 51: D Accuracy = 0.7807
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0177 - g_loss: 1.5120 - d_accuracy: 0.7791
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0236 - g_loss: 1.4857 - d_accuracy: 0.7641Epoch 52: D Accuracy = 0.7544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0236 - g_loss: 1.4745 - d_accuracy: 0.7637
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0226 - g_loss: 1.4889 - d_accuracy: 0.7681Epoch 53: D Accuracy = 0.7807
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0213 - g_loss: 1.4971 - d_accuracy: 0.7685
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0545 - g_loss: 1.4883 - d_accuracy: 0.7600Epoch 54: D Accuracy = 0.7982
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0520 - g_loss: 1.4772 - d_accuracy: 0.7614
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0442 - g_loss: 1.4264 - d_accuracy: 0.7668Epoch 55: D Accuracy = 0.8509
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0414 - g_loss: 1.4200 - d_accuracy: 0.7698
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1060 - g_loss: 1.4041 - d_accuracy: 0.7396Epoch 56: D Accuracy = 0.6404
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1116 - g_loss: 1.4116 - d_accuracy: 0.7360
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0765 - g_loss: 1.3615 - d_accuracy: 0.7442Epoch 57: D Accuracy = 0.6316
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0792 - g_loss: 1.3730 - d_accuracy: 0.7401
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0623 - g_loss: 1.3832 - d_accuracy: 0.7572Epoch 58: D Accuracy = 0.7719
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0626 - g_loss: 1.3811 - d_accuracy: 0.7577
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0774 - g_loss: 1.3573 - d_accuracy: 0.7426Epoch 59: D Accuracy = 0.7456
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0817 - g_loss: 1.3399 - d_accuracy: 0.7427
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0934 - g_loss: 1.3818 - d_accuracy: 0.7408Epoch 60: D Accuracy = 0.7281
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0944 - g_loss: 1.3733 - d_accuracy: 0.7403
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0815 - g_loss: 1.3776 - d_accuracy: 0.7486Epoch 61: D Accuracy = 0.6930
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0850 - g_loss: 1.3603 - d_accuracy: 0.7466
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0911 - g_loss: 1.3524 - d_accuracy: 0.7393Epoch 62: D Accuracy = 0.7632
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0905 - g_loss: 1.3531 - d_accuracy: 0.7402
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0723 - g_loss: 1.3721 - d_accuracy: 0.7446Epoch 63: D Accuracy = 0.7982
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0669 - g_loss: 1.3810 - d_accuracy: 0.7465
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0866 - g_loss: 1.3551 - d_accuracy: 0.7379Epoch 64: D Accuracy = 0.7719
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0833 - g_loss: 1.3432 - d_accuracy: 0.7392
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0837 - g_loss: 1.3969 - d_accuracy: 0.7356
Epoch 65: Generator loss improved from 0.8066 to 0.6840. Saving weights.
Epoch 65: D Accuracy = 0.6140
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0914 - g_loss: 1.3715 - d_accuracy: 0.7312
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0856 - g_loss: 1.4007 - d_accuracy: 0.7387Epoch 66: D Accuracy = 0.7105
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0896 - g_loss: 1.3904 - d_accuracy: 0.7377
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0767 - g_loss: 1.3934 - d_accuracy: 0.7460Epoch 67: D Accuracy = 0.7719
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0739 - g_loss: 1.3905 - d_accuracy: 0.7470
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0600 - g_loss: 1.3735 - d_accuracy: 0.7556Epoch 68: D Accuracy = 0.7719
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0578 - g_loss: 1.3812 - d_accuracy: 0.7562
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0535 - g_loss: 1.4427 - d_accuracy: 0.7604Epoch 69: D Accuracy = 0.7105
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0522 - g_loss: 1.4587 - d_accuracy: 0.7586
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0731 - g_loss: 1.4389 - d_accuracy: 0.7524Epoch 70: D Accuracy = 0.8772
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0673 - g_loss: 1.4375 - d_accuracy: 0.7569
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0750 - g_loss: 1.4171 - d_accuracy: 0.7443Epoch 71: D Accuracy = 0.7281
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0760 - g_loss: 1.4138 - d_accuracy: 0.7437
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0499 - g_loss: 1.4107 - d_accuracy: 0.7590Epoch 72: D Accuracy = 0.8246
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0476 - g_loss: 1.4061 - d_accuracy: 0.7613
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0575 - g_loss: 1.4174 - d_accuracy: 0.7598Epoch 73: D Accuracy = 0.6228
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0685 - g_loss: 1.3913 - d_accuracy: 0.7549
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0452 - g_loss: 1.4550 - d_accuracy: 0.7632Epoch 74: D Accuracy = 0.7632
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0460 - g_loss: 1.4405 - d_accuracy: 0.7632
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0468 - g_loss: 1.4493 - d_accuracy: 0.7579Epoch 75: D Accuracy = 0.7632
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0468 - g_loss: 1.4344 - d_accuracy: 0.7581
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0741 - g_loss: 1.4594 - d_accuracy: 0.7457Epoch 76: D Accuracy = 0.7632
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0754 - g_loss: 1.4509 - d_accuracy: 0.7463
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0282 - g_loss: 1.4781 - d_accuracy: 0.7686Epoch 77: D Accuracy = 0.6930
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0324 - g_loss: 1.4939 - d_accuracy: 0.7659
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0616 - g_loss: 1.4237 - d_accuracy: 0.7625Epoch 78: D Accuracy = 0.7281
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0599 - g_loss: 1.4306 - d_accuracy: 0.7613
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0342 - g_loss: 1.4392 - d_accuracy: 0.7742Epoch 79: D Accuracy = 0.8246
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0333 - g_loss: 1.4315 - d_accuracy: 0.7760
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0611 - g_loss: 1.4325 - d_accuracy: 0.7597Epoch 80: D Accuracy = 0.8509
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0554 - g_loss: 1.4274 - d_accuracy: 0.7629
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0579 - g_loss: 1.4296 - d_accuracy: 0.7593Epoch 81: D Accuracy = 0.7281
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0625 - g_loss: 1.4061 - d_accuracy: 0.7582
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0820 - g_loss: 1.4615 - d_accuracy: 0.7423Epoch 82: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0877 - g_loss: 1.4771 - d_accuracy: 0.7396
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0711 - g_loss: 1.4438 - d_accuracy: 0.7453
Epoch 83: Generator loss improved from 0.6840 to 0.6316. Saving weights.
Epoch 83: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0803 - g_loss: 1.4148 - d_accuracy: 0.7425
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0683 - g_loss: 1.4297 - d_accuracy: 0.7502Epoch 84: D Accuracy = 0.7982
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0657 - g_loss: 1.4317 - d_accuracy: 0.7519
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0947 - g_loss: 1.4143 - d_accuracy: 0.7406Epoch 85: D Accuracy = 0.7895
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0920 - g_loss: 1.4135 - d_accuracy: 0.7424
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1170 - g_loss: 1.4149 - d_accuracy: 0.7195Epoch 86: D Accuracy = 0.7281
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1177 - g_loss: 1.4032 - d_accuracy: 0.7198
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0698 - g_loss: 1.3690 - d_accuracy: 0.7552Epoch 87: D Accuracy = 0.7807
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0670 - g_loss: 1.3709 - d_accuracy: 0.7561
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0945 - g_loss: 1.3881 - d_accuracy: 0.7368Epoch 88: D Accuracy = 0.8509
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0889 - g_loss: 1.3861 - d_accuracy: 0.7409
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0878 - g_loss: 1.4011 - d_accuracy: 0.7411Epoch 89: D Accuracy = 0.6316
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0927 - g_loss: 1.4416 - d_accuracy: 0.7372
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1100 - g_loss: 1.4065 - d_accuracy: 0.7264Epoch 90: D Accuracy = 0.5351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1212 - g_loss: 1.4494 - d_accuracy: 0.7196
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0794 - g_loss: 1.3668 - d_accuracy: 0.7448Epoch 91: D Accuracy = 0.8158
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0755 - g_loss: 1.3675 - d_accuracy: 0.7473
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0871 - g_loss: 1.3749 - d_accuracy: 0.7502Epoch 92: D Accuracy = 0.6842
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0924 - g_loss: 1.3540 - d_accuracy: 0.7478
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1135 - g_loss: 1.4305 - d_accuracy: 0.7247Epoch 93: D Accuracy = 0.6842
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1129 - g_loss: 1.4513 - d_accuracy: 0.7233
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0804 - g_loss: 1.3558 - d_accuracy: 0.7457Epoch 94: D Accuracy = 0.8246
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0761 - g_loss: 1.3547 - d_accuracy: 0.7485
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0729 - g_loss: 1.3923 - d_accuracy: 0.7406Epoch 95: D Accuracy = 0.7456
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0718 - g_loss: 1.4019 - d_accuracy: 0.7408
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0902 - g_loss: 1.3953 - d_accuracy: 0.7402Epoch 96: D Accuracy = 0.6579
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0914 - g_loss: 1.4083 - d_accuracy: 0.7373
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0742 - g_loss: 1.3198 - d_accuracy: 0.7475Epoch 97: D Accuracy = 0.7807
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0725 - g_loss: 1.3196 - d_accuracy: 0.7487
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1085 - g_loss: 1.4323 - d_accuracy: 0.7333Epoch 98: D Accuracy = 0.8070
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1055 - g_loss: 1.4232 - d_accuracy: 0.7359
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0711 - g_loss: 1.3675 - d_accuracy: 0.7539Epoch 99: D Accuracy = 0.7368
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0717 - g_loss: 1.3669 - d_accuracy: 0.7532
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0955 - g_loss: 1.4060 - d_accuracy: 0.7366
Class 5 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.8246
27/27 [==============================] - 1s 40ms/step - d_loss: 1.0882 - g_loss: 1.4232 - d_accuracy: 0.7397
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0940 - g_loss: 1.3644 - d_accuracy: 0.7296Epoch 101: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0949 - g_loss: 1.3769 - d_accuracy: 0.7273
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0807 - g_loss: 1.3484 - d_accuracy: 0.7466
Epoch 102: Generator loss improved from 0.6316 to 0.6179. Saving weights.
Epoch 102: D Accuracy = 0.5789
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0942 - g_loss: 1.3223 - d_accuracy: 0.7406
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0905 - g_loss: 1.3941 - d_accuracy: 0.7361Epoch 103: D Accuracy = 0.7368
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0892 - g_loss: 1.3903 - d_accuracy: 0.7361
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1096 - g_loss: 1.3906 - d_accuracy: 0.7315Epoch 104: D Accuracy = 0.6491
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1120 - g_loss: 1.4057 - d_accuracy: 0.7286
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0884 - g_loss: 1.3803 - d_accuracy: 0.7359Epoch 105: D Accuracy = 0.8070
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0854 - g_loss: 1.3757 - d_accuracy: 0.7384
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0638 - g_loss: 1.4366 - d_accuracy: 0.7561Epoch 106: D Accuracy = 0.7807
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0594 - g_loss: 1.4484 - d_accuracy: 0.7569
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0647 - g_loss: 1.3840 - d_accuracy: 0.7554Epoch 107: D Accuracy = 0.7632
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0614 - g_loss: 1.3930 - d_accuracy: 0.7557
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0736 - g_loss: 1.4128 - d_accuracy: 0.7471Epoch 108: D Accuracy = 0.6404
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0776 - g_loss: 1.4540 - d_accuracy: 0.7433
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1335 - g_loss: 1.3715 - d_accuracy: 0.7182Epoch 109: D Accuracy = 0.6228
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1367 - g_loss: 1.3627 - d_accuracy: 0.7148
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0863 - g_loss: 1.3952 - d_accuracy: 0.7480Epoch 110: D Accuracy = 0.8158
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0834 - g_loss: 1.4015 - d_accuracy: 0.7504
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0841 - g_loss: 1.3529 - d_accuracy: 0.7482Epoch 111: D Accuracy = 0.6579
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0900 - g_loss: 1.3540 - d_accuracy: 0.7450
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0523 - g_loss: 1.3878 - d_accuracy: 0.7603Epoch 112: D Accuracy = 0.6930
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0574 - g_loss: 1.3756 - d_accuracy: 0.7579
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1203 - g_loss: 1.3893 - d_accuracy: 0.7292Epoch 113: D Accuracy = 0.8947
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1129 - g_loss: 1.3790 - d_accuracy: 0.7351
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0768 - g_loss: 1.3773 - d_accuracy: 0.7492Epoch 114: D Accuracy = 0.6930
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0771 - g_loss: 1.3758 - d_accuracy: 0.7472
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0897 - g_loss: 1.4065 - d_accuracy: 0.7345Epoch 115: D Accuracy = 0.6316
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0929 - g_loss: 1.4360 - d_accuracy: 0.7308
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0571 - g_loss: 1.3760 - d_accuracy: 0.7540Epoch 116: D Accuracy = 0.7982
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0530 - g_loss: 1.3825 - d_accuracy: 0.7555
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0963 - g_loss: 1.4132 - d_accuracy: 0.7369Epoch 117: D Accuracy = 0.7544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0944 - g_loss: 1.4107 - d_accuracy: 0.7375
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0697 - g_loss: 1.3915 - d_accuracy: 0.7489Epoch 118: D Accuracy = 0.7544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0731 - g_loss: 1.3724 - d_accuracy: 0.7491
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0798 - g_loss: 1.4115 - d_accuracy: 0.7419Epoch 119: D Accuracy = 0.8509
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0734 - g_loss: 1.4093 - d_accuracy: 0.7458
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0951 - g_loss: 1.4204 - d_accuracy: 0.7334Epoch 120: D Accuracy = 0.6053
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1043 - g_loss: 1.4003 - d_accuracy: 0.7288
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1067 - g_loss: 1.3941 - d_accuracy: 0.7347Epoch 121: D Accuracy = 0.7544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1067 - g_loss: 1.3776 - d_accuracy: 0.7354
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0762 - g_loss: 1.4033 - d_accuracy: 0.7398Epoch 122: D Accuracy = 0.6842
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0783 - g_loss: 1.4138 - d_accuracy: 0.7378
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0643 - g_loss: 1.3738 - d_accuracy: 0.7518Epoch 123: D Accuracy = 0.6930
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0680 - g_loss: 1.3586 - d_accuracy: 0.7497
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0476 - g_loss: 1.3982 - d_accuracy: 0.7623Epoch 124: D Accuracy = 0.7193
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0484 - g_loss: 1.3921 - d_accuracy: 0.7608
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0823 - g_loss: 1.4290 - d_accuracy: 0.7373Epoch 125: D Accuracy = 0.8772
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0770 - g_loss: 1.4182 - d_accuracy: 0.7423
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0930 - g_loss: 1.4047 - d_accuracy: 0.7343Epoch 126: D Accuracy = 0.6930
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0932 - g_loss: 1.4146 - d_accuracy: 0.7328
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0504 - g_loss: 1.3910 - d_accuracy: 0.7606Epoch 127: D Accuracy = 0.9123
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0429 - g_loss: 1.3895 - d_accuracy: 0.7661
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0926 - g_loss: 1.4129 - d_accuracy: 0.7451Epoch 128: D Accuracy = 0.7544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0942 - g_loss: 1.3961 - d_accuracy: 0.7454
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0863 - g_loss: 1.3964 - d_accuracy: 0.7436Epoch 129: D Accuracy = 0.8860
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0789 - g_loss: 1.3964 - d_accuracy: 0.7487
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1031 - g_loss: 1.3939 - d_accuracy: 0.7329Epoch 130: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1041 - g_loss: 1.4049 - d_accuracy: 0.7305
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0549 - g_loss: 1.3993 - d_accuracy: 0.7538Epoch 131: D Accuracy = 0.7895
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0516 - g_loss: 1.3992 - d_accuracy: 0.7551
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1003 - g_loss: 1.3771 - d_accuracy: 0.7366Epoch 132: D Accuracy = 0.7632
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1036 - g_loss: 1.3577 - d_accuracy: 0.7375
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0554 - g_loss: 1.4210 - d_accuracy: 0.7586Epoch 133: D Accuracy = 0.8421
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0515 - g_loss: 1.4167 - d_accuracy: 0.7616
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0450 - g_loss: 1.4165 - d_accuracy: 0.7563Epoch 134: D Accuracy = 0.7456
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0446 - g_loss: 1.4326 - d_accuracy: 0.7560
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0482 - g_loss: 1.3858 - d_accuracy: 0.7637Epoch 135: D Accuracy = 0.8421
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0446 - g_loss: 1.3811 - d_accuracy: 0.7665
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0498 - g_loss: 1.4544 - d_accuracy: 0.7572Epoch 136: D Accuracy = 0.8158
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0466 - g_loss: 1.4622 - d_accuracy: 0.7593
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0946 - g_loss: 1.4683 - d_accuracy: 0.7348Epoch 137: D Accuracy = 0.8596
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0906 - g_loss: 1.4537 - d_accuracy: 0.7393
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0831 - g_loss: 1.4255 - d_accuracy: 0.7368Epoch 138: D Accuracy = 0.7105
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0868 - g_loss: 1.4128 - d_accuracy: 0.7359
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0735 - g_loss: 1.4356 - d_accuracy: 0.7543Epoch 139: D Accuracy = 0.7281
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0773 - g_loss: 1.4163 - d_accuracy: 0.7533
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0552 - g_loss: 1.4229 - d_accuracy: 0.7583Epoch 140: D Accuracy = 0.7281
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0582 - g_loss: 1.4023 - d_accuracy: 0.7572
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0377 - g_loss: 1.4351 - d_accuracy: 0.7680Epoch 141: D Accuracy = 0.8684
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0346 - g_loss: 1.4374 - d_accuracy: 0.7716
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0944 - g_loss: 1.4178 - d_accuracy: 0.7334Epoch 142: D Accuracy = 0.7193
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0954 - g_loss: 1.4239 - d_accuracy: 0.7329
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0552 - g_loss: 1.4054 - d_accuracy: 0.7530Epoch 143: D Accuracy = 0.7807
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0540 - g_loss: 1.3964 - d_accuracy: 0.7540
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0465 - g_loss: 1.4385 - d_accuracy: 0.7617Epoch 144: D Accuracy = 0.7456
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0493 - g_loss: 1.4310 - d_accuracy: 0.7611
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0801 - g_loss: 1.4507 - d_accuracy: 0.7400Epoch 145: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0802 - g_loss: 1.4666 - d_accuracy: 0.7374
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0512 - g_loss: 1.4257 - d_accuracy: 0.7620Epoch 146: D Accuracy = 0.7895
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0514 - g_loss: 1.4112 - d_accuracy: 0.7630
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0582 - g_loss: 1.4297 - d_accuracy: 0.7538Epoch 147: D Accuracy = 0.8596
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0521 - g_loss: 1.4315 - d_accuracy: 0.7576
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0662 - g_loss: 1.3991 - d_accuracy: 0.7564Epoch 148: D Accuracy = 0.7193
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0728 - g_loss: 1.3780 - d_accuracy: 0.7551
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0715 - g_loss: 1.4598 - d_accuracy: 0.7498Epoch 149: D Accuracy = 0.8070
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0674 - g_loss: 1.4639 - d_accuracy: 0.7518
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0563 - g_loss: 1.4361 - d_accuracy: 0.7577Epoch 150: D Accuracy = 0.7982
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0542 - g_loss: 1.4252 - d_accuracy: 0.7592
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0107 - g_loss: 1.4723 - d_accuracy: 0.7762Epoch 151: D Accuracy = 0.7895
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0112 - g_loss: 1.4756 - d_accuracy: 0.7767
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0486 - g_loss: 1.4750 - d_accuracy: 0.7553Epoch 152: D Accuracy = 0.7368
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0470 - g_loss: 1.4858 - d_accuracy: 0.7546
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0537 - g_loss: 1.4292 - d_accuracy: 0.7554Epoch 153: D Accuracy = 0.8333
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0504 - g_loss: 1.4247 - d_accuracy: 0.7582
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0713 - g_loss: 1.4680 - d_accuracy: 0.7489Epoch 154: D Accuracy = 0.7982
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0669 - g_loss: 1.4721 - d_accuracy: 0.7507
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0608 - g_loss: 1.4563 - d_accuracy: 0.7418Epoch 155: D Accuracy = 0.7368
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0567 - g_loss: 1.4674 - d_accuracy: 0.7417
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0594 - g_loss: 1.4595 - d_accuracy: 0.7535Epoch 156: D Accuracy = 0.6842
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0611 - g_loss: 1.4719 - d_accuracy: 0.7510
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0653 - g_loss: 1.4751 - d_accuracy: 0.7538Epoch 157: D Accuracy = 0.7632
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0643 - g_loss: 1.4721 - d_accuracy: 0.7541
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0440 - g_loss: 1.4241 - d_accuracy: 0.7672Epoch 158: D Accuracy = 0.7456
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0472 - g_loss: 1.4049 - d_accuracy: 0.7664
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0845 - g_loss: 1.4897 - d_accuracy: 0.7401Epoch 159: D Accuracy = 0.6754
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0854 - g_loss: 1.5094 - d_accuracy: 0.7378
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0595 - g_loss: 1.4408 - d_accuracy: 0.7587Epoch 160: D Accuracy = 0.7193
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0600 - g_loss: 1.4461 - d_accuracy: 0.7573
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1036 - g_loss: 1.4552 - d_accuracy: 0.7398Epoch 161: D Accuracy = 0.8421
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0982 - g_loss: 1.4505 - d_accuracy: 0.7435
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0677 - g_loss: 1.4535 - d_accuracy: 0.7427Epoch 162: D Accuracy = 0.7456
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0676 - g_loss: 1.4638 - d_accuracy: 0.7429
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0755 - g_loss: 1.4111 - d_accuracy: 0.7434Epoch 163: D Accuracy = 0.7018
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0799 - g_loss: 1.3950 - d_accuracy: 0.7420
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0375 - g_loss: 1.4327 - d_accuracy: 0.7660Epoch 164: D Accuracy = 0.6930
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0399 - g_loss: 1.4540 - d_accuracy: 0.7634
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0394 - g_loss: 1.4561 - d_accuracy: 0.7664Epoch 165: D Accuracy = 0.7368
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0422 - g_loss: 1.4431 - d_accuracy: 0.7654
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0500 - g_loss: 1.4688 - d_accuracy: 0.7580Epoch 166: D Accuracy = 0.7368
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0502 - g_loss: 1.4698 - d_accuracy: 0.7573
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0558 - g_loss: 1.4926 - d_accuracy: 0.7513Epoch 167: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0601 - g_loss: 1.5181 - d_accuracy: 0.7482
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0374 - g_loss: 1.4552 - d_accuracy: 0.7622Epoch 168: D Accuracy = 0.7719
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0392 - g_loss: 1.4398 - d_accuracy: 0.7626
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0295 - g_loss: 1.4805 - d_accuracy: 0.7693Epoch 169: D Accuracy = 0.7193
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0289 - g_loss: 1.4917 - d_accuracy: 0.7675
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0377 - g_loss: 1.4547 - d_accuracy: 0.7593Epoch 170: D Accuracy = 0.7982
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0343 - g_loss: 1.4576 - d_accuracy: 0.7607
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0665 - g_loss: 1.4930 - d_accuracy: 0.7490Epoch 171: D Accuracy = 0.8158
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0631 - g_loss: 1.4770 - d_accuracy: 0.7514
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0457 - g_loss: 1.5007 - d_accuracy: 0.7577Epoch 172: D Accuracy = 0.5789
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0582 - g_loss: 1.5220 - d_accuracy: 0.7513
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0472 - g_loss: 1.5053 - d_accuracy: 0.7579Epoch 173: D Accuracy = 0.6053
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0528 - g_loss: 1.5368 - d_accuracy: 0.7525
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0129 - g_loss: 1.4672 - d_accuracy: 0.7750Epoch 174: D Accuracy = 0.7368
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0152 - g_loss: 1.4531 - d_accuracy: 0.7736
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0930 - g_loss: 1.5487 - d_accuracy: 0.7385Epoch 175: D Accuracy = 0.6491
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0998 - g_loss: 1.5327 - d_accuracy: 0.7353
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0333 - g_loss: 1.5012 - d_accuracy: 0.7671Epoch 176: D Accuracy = 0.8246
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0292 - g_loss: 1.5043 - d_accuracy: 0.7691
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0441 - g_loss: 1.4826 - d_accuracy: 0.7612Epoch 177: D Accuracy = 0.8070
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0415 - g_loss: 1.4779 - d_accuracy: 0.7629
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0278 - g_loss: 1.4864 - d_accuracy: 0.7628Epoch 178: D Accuracy = 0.8070
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0259 - g_loss: 1.4858 - d_accuracy: 0.7644
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0256 - g_loss: 1.5362 - d_accuracy: 0.7663Epoch 179: D Accuracy = 0.8158
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0249 - g_loss: 1.5193 - d_accuracy: 0.7681
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0066 - g_loss: 1.5447 - d_accuracy: 0.7836Epoch 180: D Accuracy = 0.8333
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0056 - g_loss: 1.5328 - d_accuracy: 0.7854
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0529 - g_loss: 1.5861 - d_accuracy: 0.7531Epoch 181: D Accuracy = 0.5877
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0609 - g_loss: 1.6276 - d_accuracy: 0.7472
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0193 - g_loss: 1.5074 - d_accuracy: 0.7729Epoch 182: D Accuracy = 0.7632
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0210 - g_loss: 1.5206 - d_accuracy: 0.7726
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9966 - g_loss: 1.5221 - d_accuracy: 0.7844Epoch 183: D Accuracy = 0.7105
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0026 - g_loss: 1.5275 - d_accuracy: 0.7818
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0196 - g_loss: 1.4921 - d_accuracy: 0.7747Epoch 184: D Accuracy = 0.7281
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0209 - g_loss: 1.5069 - d_accuracy: 0.7730
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0369 - g_loss: 1.5024 - d_accuracy: 0.7567Epoch 185: D Accuracy = 0.7632
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0401 - g_loss: 1.4866 - d_accuracy: 0.7569
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0556 - g_loss: 1.5967 - d_accuracy: 0.7521Epoch 186: D Accuracy = 0.6930
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0575 - g_loss: 1.6046 - d_accuracy: 0.7500
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0124 - g_loss: 1.5070 - d_accuracy: 0.7791Epoch 187: D Accuracy = 0.8596
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0080 - g_loss: 1.5115 - d_accuracy: 0.7820
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0439 - g_loss: 1.5459 - d_accuracy: 0.7535Epoch 188: D Accuracy = 0.7632
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0425 - g_loss: 1.5321 - d_accuracy: 0.7539
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0342 - g_loss: 1.4910 - d_accuracy: 0.7648Epoch 189: D Accuracy = 0.7544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0400 - g_loss: 1.4703 - d_accuracy: 0.7644
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0420 - g_loss: 1.5766 - d_accuracy: 0.7514Epoch 190: D Accuracy = 0.7807
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0345 - g_loss: 1.5996 - d_accuracy: 0.7525
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0234 - g_loss: 1.5296 - d_accuracy: 0.7666Epoch 191: D Accuracy = 0.8421
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0176 - g_loss: 1.5417 - d_accuracy: 0.7693
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0503 - g_loss: 1.5334 - d_accuracy: 0.7539Epoch 192: D Accuracy = 0.5965
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0651 - g_loss: 1.5728 - d_accuracy: 0.7482
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0288 - g_loss: 1.4867 - d_accuracy: 0.7680Epoch 193: D Accuracy = 0.7018
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0297 - g_loss: 1.4819 - d_accuracy: 0.7657
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0531 - g_loss: 1.5153 - d_accuracy: 0.7538Epoch 194: D Accuracy = 0.7982
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0489 - g_loss: 1.5270 - d_accuracy: 0.7554
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0284 - g_loss: 1.5566 - d_accuracy: 0.7670Epoch 195: D Accuracy = 0.7719
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0272 - g_loss: 1.5568 - d_accuracy: 0.7672
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0082 - g_loss: 1.5265 - d_accuracy: 0.7773Epoch 196: D Accuracy = 0.8158
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0033 - g_loss: 1.5340 - d_accuracy: 0.7787
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0048 - g_loss: 1.5897 - d_accuracy: 0.7731Epoch 197: D Accuracy = 0.7018
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0066 - g_loss: 1.6131 - d_accuracy: 0.7705
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0766 - g_loss: 1.5566 - d_accuracy: 0.7449Epoch 198: D Accuracy = 0.8421
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0699 - g_loss: 1.5620 - d_accuracy: 0.7483
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9971 - g_loss: 1.5825 - d_accuracy: 0.7791Epoch 199: D Accuracy = 0.8596
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9934 - g_loss: 1.5788 - d_accuracy: 0.7820
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0295 - g_loss: 1.5549 - d_accuracy: 0.7617
Class 5 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.8860
27/27 [==============================] - 1s 40ms/step - d_loss: 1.0220 - g_loss: 1.5548 - d_accuracy: 0.7661
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0335 - g_loss: 1.5395 - d_accuracy: 0.7606Epoch 201: D Accuracy = 0.7281
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0348 - g_loss: 1.5462 - d_accuracy: 0.7595
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9819 - g_loss: 1.5667 - d_accuracy: 0.7921Epoch 202: D Accuracy = 0.7895
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9838 - g_loss: 1.5658 - d_accuracy: 0.7920
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0257 - g_loss: 1.5249 - d_accuracy: 0.7700Epoch 203: D Accuracy = 0.7281
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0311 - g_loss: 1.5026 - d_accuracy: 0.7685
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0319 - g_loss: 1.5711 - d_accuracy: 0.7614Epoch 204: D Accuracy = 0.7018
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0331 - g_loss: 1.5847 - d_accuracy: 0.7592
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0145 - g_loss: 1.5607 - d_accuracy: 0.7675Epoch 205: D Accuracy = 0.7368
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0130 - g_loss: 1.5731 - d_accuracy: 0.7664
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0781 - g_loss: 1.5379 - d_accuracy: 0.7460Epoch 206: D Accuracy = 0.7368
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0758 - g_loss: 1.5430 - d_accuracy: 0.7457
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0086 - g_loss: 1.5644 - d_accuracy: 0.7750Epoch 207: D Accuracy = 0.6316
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0150 - g_loss: 1.5795 - d_accuracy: 0.7699
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0457 - g_loss: 1.5500 - d_accuracy: 0.7590Epoch 208: D Accuracy = 0.7105
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0502 - g_loss: 1.5267 - d_accuracy: 0.7572
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0169 - g_loss: 1.5470 - d_accuracy: 0.7732Epoch 209: D Accuracy = 0.7895
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0190 - g_loss: 1.5330 - d_accuracy: 0.7737
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0069 - g_loss: 1.5966 - d_accuracy: 0.7672Epoch 210: D Accuracy = 0.7193
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0050 - g_loss: 1.6283 - d_accuracy: 0.7655
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0282 - g_loss: 1.5965 - d_accuracy: 0.7715Epoch 211: D Accuracy = 0.6930
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0316 - g_loss: 1.5834 - d_accuracy: 0.7687
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0074 - g_loss: 1.5756 - d_accuracy: 0.7779Epoch 212: D Accuracy = 0.7368
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0089 - g_loss: 1.5867 - d_accuracy: 0.7764
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9618 - g_loss: 1.5814 - d_accuracy: 0.8017Epoch 213: D Accuracy = 0.8421
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9587 - g_loss: 1.5793 - d_accuracy: 0.8032
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0777 - g_loss: 1.5748 - d_accuracy: 0.7427
Epoch 214: Generator loss improved from 0.6179 to 0.6163. Saving weights.
Epoch 214: D Accuracy = 0.6228
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0893 - g_loss: 1.5406 - d_accuracy: 0.7384
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0115 - g_loss: 1.5896 - d_accuracy: 0.7726Epoch 215: D Accuracy = 0.7632
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0109 - g_loss: 1.6131 - d_accuracy: 0.7723
Epoch 216/500
26/27 [===========================>..] - ETA: 0s - d_loss: 0.9782 - g_loss: 1.6043 - d_accuracy: 0.7862Epoch 216: D Accuracy = 0.9386
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9605 - g_loss: 1.6240 - d_accuracy: 0.7971
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0004 - g_loss: 1.5810 - d_accuracy: 0.7790Epoch 217: D Accuracy = 0.7281
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0027 - g_loss: 1.5864 - d_accuracy: 0.7772
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0130 - g_loss: 1.5785 - d_accuracy: 0.7756Epoch 218: D Accuracy = 0.7368
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0172 - g_loss: 1.5703 - d_accuracy: 0.7742
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9980 - g_loss: 1.5798 - d_accuracy: 0.7766Epoch 219: D Accuracy = 0.7368
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0043 - g_loss: 1.5538 - d_accuracy: 0.7751
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0045 - g_loss: 1.6324 - d_accuracy: 0.7771Epoch 220: D Accuracy = 0.9123
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9988 - g_loss: 1.6277 - d_accuracy: 0.7820
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0321 - g_loss: 1.5991 - d_accuracy: 0.7606Epoch 221: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0260 - g_loss: 1.6083 - d_accuracy: 0.7632
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0348 - g_loss: 1.5903 - d_accuracy: 0.7644Epoch 222: D Accuracy = 0.6316
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0408 - g_loss: 1.6126 - d_accuracy: 0.7597
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0156 - g_loss: 1.5636 - d_accuracy: 0.7663Epoch 223: D Accuracy = 0.7632
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0160 - g_loss: 1.5615 - d_accuracy: 0.7661
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0211 - g_loss: 1.5987 - d_accuracy: 0.7607Epoch 224: D Accuracy = 0.7807
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0221 - g_loss: 1.5887 - d_accuracy: 0.7614
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0346 - g_loss: 1.5842 - d_accuracy: 0.7638Epoch 225: D Accuracy = 0.8070
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0338 - g_loss: 1.5684 - d_accuracy: 0.7654
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0098 - g_loss: 1.6019 - d_accuracy: 0.7733Epoch 226: D Accuracy = 0.7982
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0069 - g_loss: 1.5998 - d_accuracy: 0.7742
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9721 - g_loss: 1.5816 - d_accuracy: 0.7888Epoch 227: D Accuracy = 0.8246
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9716 - g_loss: 1.5758 - d_accuracy: 0.7901
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0014 - g_loss: 1.5999 - d_accuracy: 0.7761Epoch 228: D Accuracy = 0.8070
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0025 - g_loss: 1.5826 - d_accuracy: 0.7772
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0134 - g_loss: 1.6087 - d_accuracy: 0.7676Epoch 229: D Accuracy = 0.8158
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0116 - g_loss: 1.6022 - d_accuracy: 0.7693
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0393 - g_loss: 1.5922 - d_accuracy: 0.7634Epoch 230: D Accuracy = 0.7982
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0377 - g_loss: 1.6035 - d_accuracy: 0.7646
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0512 - g_loss: 1.6418 - d_accuracy: 0.7571Epoch 231: D Accuracy = 0.7632
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0471 - g_loss: 1.6706 - d_accuracy: 0.7574
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9920 - g_loss: 1.5779 - d_accuracy: 0.7769Epoch 232: D Accuracy = 0.7544
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9943 - g_loss: 1.5589 - d_accuracy: 0.7761
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9819 - g_loss: 1.6424 - d_accuracy: 0.7899Epoch 233: D Accuracy = 0.7719
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9814 - g_loss: 1.6593 - d_accuracy: 0.7892
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0635 - g_loss: 1.6059 - d_accuracy: 0.7547Epoch 234: D Accuracy = 0.8070
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0572 - g_loss: 1.6124 - d_accuracy: 0.7566
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9750 - g_loss: 1.6337 - d_accuracy: 0.7884Epoch 235: D Accuracy = 0.8333
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9720 - g_loss: 1.6496 - d_accuracy: 0.7900
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9958 - g_loss: 1.6390 - d_accuracy: 0.7719Epoch 236: D Accuracy = 0.6228
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0004 - g_loss: 1.6760 - d_accuracy: 0.7666
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0162 - g_loss: 1.5899 - d_accuracy: 0.7720Epoch 237: D Accuracy = 0.7982
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0176 - g_loss: 1.5725 - d_accuracy: 0.7730
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9989 - g_loss: 1.6585 - d_accuracy: 0.7784Epoch 238: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9920 - g_loss: 1.6788 - d_accuracy: 0.7804
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9806 - g_loss: 1.6231 - d_accuracy: 0.7857Epoch 239: D Accuracy = 0.6053
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9899 - g_loss: 1.6301 - d_accuracy: 0.7793
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0302 - g_loss: 1.6202 - d_accuracy: 0.7579Epoch 240: D Accuracy = 0.7807
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0252 - g_loss: 1.6361 - d_accuracy: 0.7587
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9816 - g_loss: 1.6035 - d_accuracy: 0.7829Epoch 241: D Accuracy = 0.8772
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9773 - g_loss: 1.5989 - d_accuracy: 0.7863
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0130 - g_loss: 1.6491 - d_accuracy: 0.7691Epoch 242: D Accuracy = 0.7982
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0102 - g_loss: 1.6592 - d_accuracy: 0.7702
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0169 - g_loss: 1.6545 - d_accuracy: 0.7681Epoch 243: D Accuracy = 0.7982
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0126 - g_loss: 1.6641 - d_accuracy: 0.7692
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9924 - g_loss: 1.6160 - d_accuracy: 0.7816Epoch 244: D Accuracy = 0.7632
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9943 - g_loss: 1.5968 - d_accuracy: 0.7809
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9788 - g_loss: 1.6293 - d_accuracy: 0.7836Epoch 245: D Accuracy = 0.7982
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9780 - g_loss: 1.6191 - d_accuracy: 0.7841
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9781 - g_loss: 1.6788 - d_accuracy: 0.7842Epoch 246: D Accuracy = 0.7719
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9791 - g_loss: 1.6963 - d_accuracy: 0.7838
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9531 - g_loss: 1.6328 - d_accuracy: 0.8056Epoch 247: D Accuracy = 0.8947
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9473 - g_loss: 1.6397 - d_accuracy: 0.8087
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9920 - g_loss: 1.6581 - d_accuracy: 0.7842Epoch 248: D Accuracy = 0.8070
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9945 - g_loss: 1.6406 - d_accuracy: 0.7850
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9848 - g_loss: 1.7024 - d_accuracy: 0.7795Epoch 249: D Accuracy = 0.6491
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9941 - g_loss: 1.7145 - d_accuracy: 0.7749
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9941 - g_loss: 1.6430 - d_accuracy: 0.7784Epoch 250: D Accuracy = 0.6930
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0083 - g_loss: 1.6084 - d_accuracy: 0.7754
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0256 - g_loss: 1.6658 - d_accuracy: 0.7652Epoch 251: D Accuracy = 0.7807
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0258 - g_loss: 1.6504 - d_accuracy: 0.7657
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9675 - g_loss: 1.7015 - d_accuracy: 0.7934Epoch 252: D Accuracy = 0.8246
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9694 - g_loss: 1.6799 - d_accuracy: 0.7945
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9581 - g_loss: 1.6732 - d_accuracy: 0.7963Epoch 253: D Accuracy = 0.7456
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9592 - g_loss: 1.6817 - d_accuracy: 0.7945
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9946 - g_loss: 1.6759 - d_accuracy: 0.7806Epoch 254: D Accuracy = 0.8070
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9973 - g_loss: 1.6524 - d_accuracy: 0.7816
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9700 - g_loss: 1.6768 - d_accuracy: 0.7888Epoch 255: D Accuracy = 0.7281
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9740 - g_loss: 1.6511 - d_accuracy: 0.7867
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0000 - g_loss: 1.6811 - d_accuracy: 0.7733Epoch 256: D Accuracy = 0.8246
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9963 - g_loss: 1.6750 - d_accuracy: 0.7751
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9987 - g_loss: 1.6825 - d_accuracy: 0.7788Epoch 257: D Accuracy = 0.7281
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9983 - g_loss: 1.6945 - d_accuracy: 0.7770
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9744 - g_loss: 1.6380 - d_accuracy: 0.7884Epoch 258: D Accuracy = 0.7719
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9740 - g_loss: 1.6362 - d_accuracy: 0.7878
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9480 - g_loss: 1.6919 - d_accuracy: 0.8031Epoch 259: D Accuracy = 0.7544
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9490 - g_loss: 1.6881 - d_accuracy: 0.8014
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9851 - g_loss: 1.7156 - d_accuracy: 0.7807Epoch 260: D Accuracy = 0.7632
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9906 - g_loss: 1.6947 - d_accuracy: 0.7801
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0202 - g_loss: 1.6811 - d_accuracy: 0.7691Epoch 261: D Accuracy = 0.7544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0197 - g_loss: 1.6826 - d_accuracy: 0.7686
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9472 - g_loss: 1.6779 - d_accuracy: 0.8034Epoch 262: D Accuracy = 0.8860
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9433 - g_loss: 1.6796 - d_accuracy: 0.8063
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9987 - g_loss: 1.6482 - d_accuracy: 0.7768Epoch 263: D Accuracy = 0.8421
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9957 - g_loss: 1.6355 - d_accuracy: 0.7792
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9863 - g_loss: 1.6759 - d_accuracy: 0.7795Epoch 264: D Accuracy = 0.7895
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9891 - g_loss: 1.6535 - d_accuracy: 0.7799
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0095 - g_loss: 1.6995 - d_accuracy: 0.7681Epoch 265: D Accuracy = 0.6491
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0205 - g_loss: 1.6718 - d_accuracy: 0.7639
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9534 - g_loss: 1.7431 - d_accuracy: 0.7914Epoch 266: D Accuracy = 0.5702
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9654 - g_loss: 1.7876 - d_accuracy: 0.7835
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0003 - g_loss: 1.6818 - d_accuracy: 0.7791Epoch 267: D Accuracy = 0.7895
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9989 - g_loss: 1.6760 - d_accuracy: 0.7795
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9552 - g_loss: 1.6911 - d_accuracy: 0.8012Epoch 268: D Accuracy = 0.8421
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9551 - g_loss: 1.6813 - d_accuracy: 0.8026
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9891 - g_loss: 1.7062 - d_accuracy: 0.7833Epoch 269: D Accuracy = 0.7807
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9890 - g_loss: 1.7169 - d_accuracy: 0.7832
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9541 - g_loss: 1.7203 - d_accuracy: 0.7978Epoch 270: D Accuracy = 0.7895
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9544 - g_loss: 1.7224 - d_accuracy: 0.7975
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9713 - g_loss: 1.7082 - d_accuracy: 0.7886Epoch 271: D Accuracy = 0.7368
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9716 - g_loss: 1.7121 - d_accuracy: 0.7867
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9583 - g_loss: 1.7154 - d_accuracy: 0.7894Epoch 272: D Accuracy = 0.8333
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9562 - g_loss: 1.7082 - d_accuracy: 0.7910
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9743 - g_loss: 1.7000 - d_accuracy: 0.7894Epoch 273: D Accuracy = 0.8070
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9743 - g_loss: 1.6820 - d_accuracy: 0.7901
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9997 - g_loss: 1.7076 - d_accuracy: 0.7738Epoch 274: D Accuracy = 0.6930
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0011 - g_loss: 1.6981 - d_accuracy: 0.7709
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9682 - g_loss: 1.7217 - d_accuracy: 0.7895Epoch 275: D Accuracy = 0.7193
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9711 - g_loss: 1.7217 - d_accuracy: 0.7870
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9929 - g_loss: 1.6776 - d_accuracy: 0.7788Epoch 276: D Accuracy = 0.7544
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9929 - g_loss: 1.6655 - d_accuracy: 0.7779
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9739 - g_loss: 1.7083 - d_accuracy: 0.7863Epoch 277: D Accuracy = 0.7807
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9716 - g_loss: 1.7215 - d_accuracy: 0.7861
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9526 - g_loss: 1.6722 - d_accuracy: 0.8008Epoch 278: D Accuracy = 0.7982
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9532 - g_loss: 1.6636 - d_accuracy: 0.8007
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0186 - g_loss: 1.7723 - d_accuracy: 0.7651Epoch 279: D Accuracy = 0.8421
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0139 - g_loss: 1.7682 - d_accuracy: 0.7679
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9481 - g_loss: 1.6933 - d_accuracy: 0.8000Epoch 280: D Accuracy = 0.8684
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9452 - g_loss: 1.6913 - d_accuracy: 0.8024
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9728 - g_loss: 1.7571 - d_accuracy: 0.7805Epoch 281: D Accuracy = 0.7193
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9731 - g_loss: 1.7891 - d_accuracy: 0.7784
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9867 - g_loss: 1.7051 - d_accuracy: 0.7818Epoch 282: D Accuracy = 0.7807
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9885 - g_loss: 1.6824 - d_accuracy: 0.7818
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9700 - g_loss: 1.7669 - d_accuracy: 0.7889Epoch 283: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9732 - g_loss: 1.8045 - d_accuracy: 0.7858
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9336 - g_loss: 1.7339 - d_accuracy: 0.8109Epoch 284: D Accuracy = 0.8070
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9354 - g_loss: 1.7194 - d_accuracy: 0.8107
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9344 - g_loss: 1.7751 - d_accuracy: 0.8007Epoch 285: D Accuracy = 0.7368
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9344 - g_loss: 1.7833 - d_accuracy: 0.7984
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9507 - g_loss: 1.7201 - d_accuracy: 0.7968Epoch 286: D Accuracy = 0.7982
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9534 - g_loss: 1.6966 - d_accuracy: 0.7968
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0940 - g_loss: 1.8053 - d_accuracy: 0.7668Epoch 287: D Accuracy = 0.8333
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0871 - g_loss: 1.7985 - d_accuracy: 0.7692
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9185 - g_loss: 1.7464 - d_accuracy: 0.8169Epoch 288: D Accuracy = 0.8246
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9203 - g_loss: 1.7355 - d_accuracy: 0.8171
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9818 - g_loss: 1.6997 - d_accuracy: 0.7864Epoch 289: D Accuracy = 0.7807
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9820 - g_loss: 1.6953 - d_accuracy: 0.7862
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9579 - g_loss: 1.7414 - d_accuracy: 0.7950Epoch 290: D Accuracy = 0.7456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9601 - g_loss: 1.7421 - d_accuracy: 0.7932
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9347 - g_loss: 1.7442 - d_accuracy: 0.8067Epoch 291: D Accuracy = 0.8509
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9326 - g_loss: 1.7465 - d_accuracy: 0.8083
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9260 - g_loss: 1.7889 - d_accuracy: 0.8118Epoch 292: D Accuracy = 0.8596
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9228 - g_loss: 1.7875 - d_accuracy: 0.8135
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9309 - g_loss: 1.7886 - d_accuracy: 0.8094Epoch 293: D Accuracy = 0.7719
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9335 - g_loss: 1.8096 - d_accuracy: 0.8081
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9076 - g_loss: 1.8042 - d_accuracy: 0.8161Epoch 294: D Accuracy = 0.8509
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9103 - g_loss: 1.7844 - d_accuracy: 0.8173
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9675 - g_loss: 1.7751 - d_accuracy: 0.7889Epoch 295: D Accuracy = 0.7719
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9698 - g_loss: 1.7491 - d_accuracy: 0.7883
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9649 - g_loss: 1.7962 - d_accuracy: 0.7875Epoch 296: D Accuracy = 0.6404
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9712 - g_loss: 1.8150 - d_accuracy: 0.7822
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9552 - g_loss: 1.7421 - d_accuracy: 0.7957Epoch 297: D Accuracy = 0.7719
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9551 - g_loss: 1.7580 - d_accuracy: 0.7948
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9357 - g_loss: 1.7666 - d_accuracy: 0.8029Epoch 298: D Accuracy = 0.7632
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9379 - g_loss: 1.7626 - d_accuracy: 0.8014
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9295 - g_loss: 1.7879 - d_accuracy: 0.8085Epoch 299: D Accuracy = 0.7895
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9337 - g_loss: 1.7647 - d_accuracy: 0.8078
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9500 - g_loss: 1.7539 - d_accuracy: 0.7981
Class 5 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.7632
27/27 [==============================] - 1s 41ms/step - d_loss: 0.9528 - g_loss: 1.7453 - d_accuracy: 0.7968
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9841 - g_loss: 1.8073 - d_accuracy: 0.7826Epoch 301: D Accuracy = 0.8246
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9827 - g_loss: 1.7919 - d_accuracy: 0.7841
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9529 - g_loss: 1.7552 - d_accuracy: 0.7961Epoch 302: D Accuracy = 0.7982
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9565 - g_loss: 1.7304 - d_accuracy: 0.7961
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9786 - g_loss: 1.7922 - d_accuracy: 0.7846Epoch 303: D Accuracy = 0.8596
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9768 - g_loss: 1.7885 - d_accuracy: 0.7873
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9368 - g_loss: 1.7876 - d_accuracy: 0.8040Epoch 304: D Accuracy = 0.7281
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9416 - g_loss: 1.7869 - d_accuracy: 0.8013
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9400 - g_loss: 1.7885 - d_accuracy: 0.8022Epoch 305: D Accuracy = 0.8509
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9367 - g_loss: 1.7787 - d_accuracy: 0.8039
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9422 - g_loss: 1.7955 - d_accuracy: 0.8032Epoch 306: D Accuracy = 0.6316
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9524 - g_loss: 1.8282 - d_accuracy: 0.7971
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9296 - g_loss: 1.7809 - d_accuracy: 0.8068Epoch 307: D Accuracy = 0.9035
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9257 - g_loss: 1.7764 - d_accuracy: 0.8102
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9557 - g_loss: 1.7950 - d_accuracy: 0.7986Epoch 308: D Accuracy = 0.8860
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9513 - g_loss: 1.7916 - d_accuracy: 0.8017
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9544 - g_loss: 1.8007 - d_accuracy: 0.7932Epoch 309: D Accuracy = 0.7982
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9532 - g_loss: 1.7957 - d_accuracy: 0.7933
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9335 - g_loss: 1.8148 - d_accuracy: 0.8085Epoch 310: D Accuracy = 0.7982
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9407 - g_loss: 1.7873 - d_accuracy: 0.8081
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9382 - g_loss: 1.7810 - d_accuracy: 0.8027Epoch 311: D Accuracy = 0.8421
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9362 - g_loss: 1.7693 - d_accuracy: 0.8042
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9518 - g_loss: 1.8042 - d_accuracy: 0.7949Epoch 312: D Accuracy = 0.7544
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9580 - g_loss: 1.8028 - d_accuracy: 0.7934
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9172 - g_loss: 1.8335 - d_accuracy: 0.8089Epoch 313: D Accuracy = 0.8158
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9145 - g_loss: 1.8500 - d_accuracy: 0.8091
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9529 - g_loss: 1.7993 - d_accuracy: 0.7987Epoch 314: D Accuracy = 0.7632
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9533 - g_loss: 1.8023 - d_accuracy: 0.7974
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9783 - g_loss: 1.8117 - d_accuracy: 0.7873Epoch 315: D Accuracy = 0.8158
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9809 - g_loss: 1.7913 - d_accuracy: 0.7883
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9376 - g_loss: 1.8280 - d_accuracy: 0.8056Epoch 316: D Accuracy = 0.7632
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9397 - g_loss: 1.8352 - d_accuracy: 0.8041
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9402 - g_loss: 1.7838 - d_accuracy: 0.8016Epoch 317: D Accuracy = 0.8070
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9414 - g_loss: 1.7749 - d_accuracy: 0.8018
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9133 - g_loss: 1.8546 - d_accuracy: 0.8150Epoch 318: D Accuracy = 0.8684
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9099 - g_loss: 1.8558 - d_accuracy: 0.8169
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9290 - g_loss: 1.7960 - d_accuracy: 0.8054Epoch 319: D Accuracy = 0.8596
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9283 - g_loss: 1.7784 - d_accuracy: 0.8074
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9388 - g_loss: 1.8359 - d_accuracy: 0.7958Epoch 320: D Accuracy = 0.8070
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9403 - g_loss: 1.8146 - d_accuracy: 0.7962
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9437 - g_loss: 1.8514 - d_accuracy: 0.8007Epoch 321: D Accuracy = 0.6930
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9463 - g_loss: 1.8637 - d_accuracy: 0.7968
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8937 - g_loss: 1.8424 - d_accuracy: 0.8229Epoch 322: D Accuracy = 0.8158
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8940 - g_loss: 1.8327 - d_accuracy: 0.8226
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9112 - g_loss: 1.8810 - d_accuracy: 0.8101Epoch 323: D Accuracy = 0.8070
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9128 - g_loss: 1.8851 - d_accuracy: 0.8100
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9556 - g_loss: 1.8746 - d_accuracy: 0.7894Epoch 324: D Accuracy = 0.7544
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9571 - g_loss: 1.8691 - d_accuracy: 0.7881
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8971 - g_loss: 1.8351 - d_accuracy: 0.8235Epoch 325: D Accuracy = 0.7982
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8977 - g_loss: 1.8379 - d_accuracy: 0.8226
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9090 - g_loss: 1.9276 - d_accuracy: 0.8099Epoch 326: D Accuracy = 0.7193
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9105 - g_loss: 1.9695 - d_accuracy: 0.8067
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9116 - g_loss: 1.8506 - d_accuracy: 0.8121Epoch 327: D Accuracy = 0.6930
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9154 - g_loss: 1.8672 - d_accuracy: 0.8079
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9359 - g_loss: 1.8576 - d_accuracy: 0.8065Epoch 328: D Accuracy = 0.8860
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9330 - g_loss: 1.8532 - d_accuracy: 0.8094
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9901 - g_loss: 1.8594 - d_accuracy: 0.7868Epoch 329: D Accuracy = 0.6842
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9938 - g_loss: 1.8956 - d_accuracy: 0.7831
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9297 - g_loss: 1.8474 - d_accuracy: 0.8087Epoch 330: D Accuracy = 0.8070
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9333 - g_loss: 1.8255 - d_accuracy: 0.8086
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9314 - g_loss: 1.8141 - d_accuracy: 0.8034Epoch 331: D Accuracy = 0.8509
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9301 - g_loss: 1.7996 - d_accuracy: 0.8051
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9306 - g_loss: 1.8890 - d_accuracy: 0.8025Epoch 332: D Accuracy = 0.7719
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9295 - g_loss: 1.8931 - d_accuracy: 0.8014
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9363 - g_loss: 1.8739 - d_accuracy: 0.8012Epoch 333: D Accuracy = 0.9211
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9298 - g_loss: 1.8755 - d_accuracy: 0.8055
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9479 - g_loss: 1.8717 - d_accuracy: 0.7942Epoch 334: D Accuracy = 0.7368
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9477 - g_loss: 1.8928 - d_accuracy: 0.7922
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8933 - g_loss: 1.8765 - d_accuracy: 0.8231Epoch 335: D Accuracy = 0.8772
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8921 - g_loss: 1.8680 - d_accuracy: 0.8251
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9084 - g_loss: 1.8980 - d_accuracy: 0.8174Epoch 336: D Accuracy = 0.8772
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9079 - g_loss: 1.8804 - d_accuracy: 0.8195
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9058 - g_loss: 1.8648 - d_accuracy: 0.8169Epoch 337: D Accuracy = 0.8421
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9040 - g_loss: 1.8651 - d_accuracy: 0.8178
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9060 - g_loss: 1.8798 - d_accuracy: 0.8172Epoch 338: D Accuracy = 0.8860
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9018 - g_loss: 1.8742 - d_accuracy: 0.8197
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9455 - g_loss: 1.8714 - d_accuracy: 0.7972Epoch 339: D Accuracy = 0.7544
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9464 - g_loss: 1.8554 - d_accuracy: 0.7957
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8712 - g_loss: 1.8907 - d_accuracy: 0.8332Epoch 340: D Accuracy = 0.8246
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8716 - g_loss: 1.9024 - d_accuracy: 0.8329
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9140 - g_loss: 1.9195 - d_accuracy: 0.8152Epoch 341: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9190 - g_loss: 1.9505 - d_accuracy: 0.8099
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9060 - g_loss: 1.8443 - d_accuracy: 0.8168Epoch 342: D Accuracy = 0.7807
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9134 - g_loss: 1.8252 - d_accuracy: 0.8155
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9026 - g_loss: 1.8894 - d_accuracy: 0.8225Epoch 343: D Accuracy = 0.8158
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9033 - g_loss: 1.8756 - d_accuracy: 0.8222
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8983 - g_loss: 1.9419 - d_accuracy: 0.8210Epoch 344: D Accuracy = 0.8421
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8947 - g_loss: 1.9433 - d_accuracy: 0.8217
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9111 - g_loss: 1.9313 - d_accuracy: 0.8100Epoch 345: D Accuracy = 0.7281
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9112 - g_loss: 1.9660 - d_accuracy: 0.8070
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9516 - g_loss: 1.8709 - d_accuracy: 0.7911Epoch 346: D Accuracy = 0.7281
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9532 - g_loss: 1.8711 - d_accuracy: 0.7889
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8832 - g_loss: 1.8862 - d_accuracy: 0.8209Epoch 347: D Accuracy = 0.7456
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8863 - g_loss: 1.8784 - d_accuracy: 0.8182
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9030 - g_loss: 1.9608 - d_accuracy: 0.8127Epoch 348: D Accuracy = 0.8246
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9015 - g_loss: 1.9575 - d_accuracy: 0.8131
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9352 - g_loss: 1.9787 - d_accuracy: 0.8045Epoch 349: D Accuracy = 0.5965
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9500 - g_loss: 2.0292 - d_accuracy: 0.7971
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9057 - g_loss: 1.9071 - d_accuracy: 0.8163Epoch 350: D Accuracy = 0.7281
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9089 - g_loss: 1.9389 - d_accuracy: 0.8132
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9073 - g_loss: 1.8853 - d_accuracy: 0.8182Epoch 351: D Accuracy = 0.7982
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9110 - g_loss: 1.8652 - d_accuracy: 0.8175
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8870 - g_loss: 1.8940 - d_accuracy: 0.8261Epoch 352: D Accuracy = 0.8860
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8860 - g_loss: 1.8815 - d_accuracy: 0.8282
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8687 - g_loss: 1.9580 - d_accuracy: 0.8310Epoch 353: D Accuracy = 0.8947
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8671 - g_loss: 1.9561 - d_accuracy: 0.8333
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8954 - g_loss: 1.9455 - d_accuracy: 0.8213Epoch 354: D Accuracy = 0.8772
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8907 - g_loss: 1.9431 - d_accuracy: 0.8233
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9230 - g_loss: 1.9582 - d_accuracy: 0.8084Epoch 355: D Accuracy = 0.7105
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9271 - g_loss: 1.9886 - d_accuracy: 0.8049
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9025 - g_loss: 1.8909 - d_accuracy: 0.8180Epoch 356: D Accuracy = 0.8246
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9044 - g_loss: 1.8870 - d_accuracy: 0.8182
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8730 - g_loss: 1.9588 - d_accuracy: 0.8306Epoch 357: D Accuracy = 0.7456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8754 - g_loss: 1.9619 - d_accuracy: 0.8275
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8894 - g_loss: 1.9358 - d_accuracy: 0.8163Epoch 358: D Accuracy = 0.6930
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8948 - g_loss: 1.9546 - d_accuracy: 0.8119
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8812 - g_loss: 1.9318 - d_accuracy: 0.8276Epoch 359: D Accuracy = 0.7632
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8829 - g_loss: 1.9639 - d_accuracy: 0.8253
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9130 - g_loss: 1.9402 - d_accuracy: 0.8106Epoch 360: D Accuracy = 0.7456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9146 - g_loss: 1.9513 - d_accuracy: 0.8083
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8623 - g_loss: 1.9766 - d_accuracy: 0.8355Epoch 361: D Accuracy = 0.8684
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8615 - g_loss: 1.9725 - d_accuracy: 0.8367
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9031 - g_loss: 1.9698 - d_accuracy: 0.8139Epoch 362: D Accuracy = 0.8509
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8987 - g_loss: 1.9773 - d_accuracy: 0.8152
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8672 - g_loss: 2.0103 - d_accuracy: 0.8314Epoch 363: D Accuracy = 0.8509
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8687 - g_loss: 1.9962 - d_accuracy: 0.8321
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9360 - g_loss: 2.0078 - d_accuracy: 0.8018Epoch 364: D Accuracy = 0.7544
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9364 - g_loss: 2.0341 - d_accuracy: 0.8001
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9077 - g_loss: 1.9517 - d_accuracy: 0.8198Epoch 365: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9076 - g_loss: 1.9403 - d_accuracy: 0.8203
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8563 - g_loss: 1.9788 - d_accuracy: 0.8399Epoch 366: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8547 - g_loss: 1.9953 - d_accuracy: 0.8397
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8596 - g_loss: 2.0168 - d_accuracy: 0.8341Epoch 367: D Accuracy = 0.8596
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8578 - g_loss: 2.0134 - d_accuracy: 0.8350
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8878 - g_loss: 1.9870 - d_accuracy: 0.8196Epoch 368: D Accuracy = 0.7193
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8931 - g_loss: 2.0099 - d_accuracy: 0.8160
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8800 - g_loss: 1.9973 - d_accuracy: 0.8257Epoch 369: D Accuracy = 0.8246
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8793 - g_loss: 1.9913 - d_accuracy: 0.8256
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9038 - g_loss: 2.0096 - d_accuracy: 0.8202Epoch 370: D Accuracy = 0.9123
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9006 - g_loss: 1.9874 - d_accuracy: 0.8235
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8650 - g_loss: 2.0115 - d_accuracy: 0.8330Epoch 371: D Accuracy = 0.8772
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8616 - g_loss: 2.0087 - d_accuracy: 0.8346
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9313 - g_loss: 2.0021 - d_accuracy: 0.8079Epoch 372: D Accuracy = 0.7982
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9298 - g_loss: 2.0092 - d_accuracy: 0.8076
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8730 - g_loss: 2.0119 - d_accuracy: 0.8309Epoch 373: D Accuracy = 0.8684
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8673 - g_loss: 2.0284 - d_accuracy: 0.8323
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8389 - g_loss: 2.0054 - d_accuracy: 0.8490Epoch 374: D Accuracy = 0.8596
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8389 - g_loss: 1.9982 - d_accuracy: 0.8493
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8627 - g_loss: 2.0478 - d_accuracy: 0.8341Epoch 375: D Accuracy = 0.8421
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8637 - g_loss: 2.0458 - d_accuracy: 0.8344
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8781 - g_loss: 1.9914 - d_accuracy: 0.8323Epoch 376: D Accuracy = 0.8246
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8823 - g_loss: 1.9728 - d_accuracy: 0.8321
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9482 - g_loss: 2.0416 - d_accuracy: 0.7966Epoch 377: D Accuracy = 0.6491
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9579 - g_loss: 2.0678 - d_accuracy: 0.7913
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8882 - g_loss: 2.0277 - d_accuracy: 0.8218Epoch 378: D Accuracy = 0.8246
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8852 - g_loss: 2.0376 - d_accuracy: 0.8219
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9056 - g_loss: 1.9996 - d_accuracy: 0.8116Epoch 379: D Accuracy = 0.8421
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9038 - g_loss: 1.9837 - d_accuracy: 0.8127
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8753 - g_loss: 2.0402 - d_accuracy: 0.8259Epoch 380: D Accuracy = 0.7719
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8763 - g_loss: 2.0535 - d_accuracy: 0.8240
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9082 - g_loss: 1.9839 - d_accuracy: 0.8178Epoch 381: D Accuracy = 0.8070
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9127 - g_loss: 1.9628 - d_accuracy: 0.8174
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8493 - g_loss: 2.0206 - d_accuracy: 0.8398Epoch 382: D Accuracy = 0.8509
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8472 - g_loss: 2.0323 - d_accuracy: 0.8402
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8460 - g_loss: 2.0454 - d_accuracy: 0.8439Epoch 383: D Accuracy = 0.8947
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8418 - g_loss: 2.0561 - d_accuracy: 0.8457
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8098 - g_loss: 2.0642 - d_accuracy: 0.8576Epoch 384: D Accuracy = 0.8421
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8115 - g_loss: 2.0425 - d_accuracy: 0.8570
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8777 - g_loss: 2.0731 - d_accuracy: 0.8215Epoch 385: D Accuracy = 0.7456
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8811 - g_loss: 2.0775 - d_accuracy: 0.8187
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9028 - g_loss: 2.0805 - d_accuracy: 0.8124Epoch 386: D Accuracy = 0.6579
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9097 - g_loss: 2.1120 - d_accuracy: 0.8069
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8712 - g_loss: 2.0084 - d_accuracy: 0.8356Epoch 387: D Accuracy = 0.8772
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8686 - g_loss: 2.0036 - d_accuracy: 0.8371
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8381 - g_loss: 2.0717 - d_accuracy: 0.8488Epoch 388: D Accuracy = 0.8772
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8347 - g_loss: 2.0675 - d_accuracy: 0.8498
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8341 - g_loss: 2.1079 - d_accuracy: 0.8475Epoch 389: D Accuracy = 0.7544
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8406 - g_loss: 2.1346 - d_accuracy: 0.8442
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9011 - g_loss: 2.0741 - d_accuracy: 0.8168Epoch 390: D Accuracy = 0.7368
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9049 - g_loss: 2.0921 - d_accuracy: 0.8139
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8931 - g_loss: 2.0711 - d_accuracy: 0.8217Epoch 391: D Accuracy = 0.9474
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8856 - g_loss: 2.0623 - d_accuracy: 0.8262
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8631 - g_loss: 2.0954 - d_accuracy: 0.8314Epoch 392: D Accuracy = 0.8070
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8605 - g_loss: 2.1126 - d_accuracy: 0.8305
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8300 - g_loss: 2.0541 - d_accuracy: 0.8468Epoch 393: D Accuracy = 0.8596
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8249 - g_loss: 2.0903 - d_accuracy: 0.8473
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8521 - g_loss: 2.0686 - d_accuracy: 0.8340Epoch 394: D Accuracy = 0.7632
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8549 - g_loss: 2.0708 - d_accuracy: 0.8314
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8864 - g_loss: 2.0235 - d_accuracy: 0.8289Epoch 395: D Accuracy = 0.8684
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8830 - g_loss: 2.0186 - d_accuracy: 0.8303
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8293 - g_loss: 2.0782 - d_accuracy: 0.8485Epoch 396: D Accuracy = 0.8509
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8290 - g_loss: 2.0788 - d_accuracy: 0.8486
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8601 - g_loss: 2.1157 - d_accuracy: 0.8315Epoch 397: D Accuracy = 0.8772
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8572 - g_loss: 2.1160 - d_accuracy: 0.8332
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8536 - g_loss: 2.0188 - d_accuracy: 0.8357Epoch 398: D Accuracy = 0.8684
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8512 - g_loss: 2.0038 - d_accuracy: 0.8369
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8471 - g_loss: 2.1051 - d_accuracy: 0.8362Epoch 399: D Accuracy = 0.8509
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8479 - g_loss: 2.0871 - d_accuracy: 0.8367
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8567 - g_loss: 2.1217 - d_accuracy: 0.8372
Class 5 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.8947
27/27 [==============================] - 1s 44ms/step - d_loss: 0.8544 - g_loss: 2.1182 - d_accuracy: 0.8393
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8275 - g_loss: 2.0838 - d_accuracy: 0.8432Epoch 401: D Accuracy = 0.7895
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8335 - g_loss: 2.0579 - d_accuracy: 0.8413
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8519 - g_loss: 2.1151 - d_accuracy: 0.8367Epoch 402: D Accuracy = 0.7544
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8572 - g_loss: 2.1306 - d_accuracy: 0.8337
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8564 - g_loss: 2.0590 - d_accuracy: 0.8346Epoch 403: D Accuracy = 0.8772
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8548 - g_loss: 2.0528 - d_accuracy: 0.8361
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8476 - g_loss: 2.0977 - d_accuracy: 0.8417Epoch 404: D Accuracy = 0.8772
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8463 - g_loss: 2.0975 - d_accuracy: 0.8429
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8395 - g_loss: 2.1153 - d_accuracy: 0.8458Epoch 405: D Accuracy = 0.9035
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8343 - g_loss: 2.1414 - d_accuracy: 0.8479
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8527 - g_loss: 2.1425 - d_accuracy: 0.8335Epoch 406: D Accuracy = 0.8596
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8499 - g_loss: 2.1446 - d_accuracy: 0.8344
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8752 - g_loss: 2.1481 - d_accuracy: 0.8249Epoch 407: D Accuracy = 0.8772
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8682 - g_loss: 2.1624 - d_accuracy: 0.8267
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8608 - g_loss: 2.1050 - d_accuracy: 0.8356Epoch 408: D Accuracy = 0.7632
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8632 - g_loss: 2.1201 - d_accuracy: 0.8330
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8376 - g_loss: 2.1234 - d_accuracy: 0.8381Epoch 409: D Accuracy = 0.7719
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8387 - g_loss: 2.1579 - d_accuracy: 0.8357
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8356 - g_loss: 2.0965 - d_accuracy: 0.8424Epoch 410: D Accuracy = 0.6930
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8434 - g_loss: 2.1007 - d_accuracy: 0.8370
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8554 - g_loss: 2.1071 - d_accuracy: 0.8349Epoch 411: D Accuracy = 0.8158
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8611 - g_loss: 2.0769 - d_accuracy: 0.8342
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8328 - g_loss: 2.1668 - d_accuracy: 0.8392Epoch 412: D Accuracy = 0.8158
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8344 - g_loss: 2.1658 - d_accuracy: 0.8384
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8175 - g_loss: 2.0936 - d_accuracy: 0.8492Epoch 413: D Accuracy = 0.8070
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8176 - g_loss: 2.1293 - d_accuracy: 0.8477
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8682 - g_loss: 2.1147 - d_accuracy: 0.8300Epoch 414: D Accuracy = 0.7895
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8751 - g_loss: 2.0848 - d_accuracy: 0.8286
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8731 - g_loss: 2.1426 - d_accuracy: 0.8295Epoch 415: D Accuracy = 0.9211
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8680 - g_loss: 2.1417 - d_accuracy: 0.8328
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8511 - g_loss: 2.1435 - d_accuracy: 0.8376Epoch 416: D Accuracy = 0.8772
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8456 - g_loss: 2.1562 - d_accuracy: 0.8390
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8238 - g_loss: 2.1529 - d_accuracy: 0.8495Epoch 417: D Accuracy = 0.8947
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8226 - g_loss: 2.1418 - d_accuracy: 0.8512
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7951 - g_loss: 2.1436 - d_accuracy: 0.8607Epoch 418: D Accuracy = 0.7982
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8013 - g_loss: 2.1195 - d_accuracy: 0.8585
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8336 - g_loss: 2.1569 - d_accuracy: 0.8419Epoch 419: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8326 - g_loss: 2.1639 - d_accuracy: 0.8416
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8155 - g_loss: 2.1514 - d_accuracy: 0.8544Epoch 420: D Accuracy = 0.8772
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8136 - g_loss: 2.1556 - d_accuracy: 0.8552
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8411 - g_loss: 2.2091 - d_accuracy: 0.8453Epoch 421: D Accuracy = 0.9211
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8397 - g_loss: 2.1844 - d_accuracy: 0.8480
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8764 - g_loss: 2.1723 - d_accuracy: 0.8323Epoch 422: D Accuracy = 0.9123
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8688 - g_loss: 2.1776 - d_accuracy: 0.8351
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8323 - g_loss: 2.1761 - d_accuracy: 0.8420Epoch 423: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8430 - g_loss: 2.1886 - d_accuracy: 0.8357
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8365 - g_loss: 2.1371 - d_accuracy: 0.8437Epoch 424: D Accuracy = 0.8421
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8378 - g_loss: 2.1213 - d_accuracy: 0.8436
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8350 - g_loss: 2.1813 - d_accuracy: 0.8426Epoch 425: D Accuracy = 0.7895
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8360 - g_loss: 2.1854 - d_accuracy: 0.8407
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8678 - g_loss: 2.2206 - d_accuracy: 0.8322Epoch 426: D Accuracy = 0.6930
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8723 - g_loss: 2.2544 - d_accuracy: 0.8273
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8439 - g_loss: 2.1762 - d_accuracy: 0.8375Epoch 427: D Accuracy = 0.7456
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8518 - g_loss: 2.1839 - d_accuracy: 0.8342
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8239 - g_loss: 2.1775 - d_accuracy: 0.8517Epoch 428: D Accuracy = 0.9211
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8208 - g_loss: 2.1686 - d_accuracy: 0.8542
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8046 - g_loss: 2.1876 - d_accuracy: 0.8560Epoch 429: D Accuracy = 0.7807
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8118 - g_loss: 2.1532 - d_accuracy: 0.8533
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8526 - g_loss: 2.1763 - d_accuracy: 0.8319Epoch 430: D Accuracy = 0.8860
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8527 - g_loss: 2.1539 - d_accuracy: 0.8338
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8270 - g_loss: 2.2191 - d_accuracy: 0.8467Epoch 431: D Accuracy = 0.8947
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8308 - g_loss: 2.1932 - d_accuracy: 0.8484
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8842 - g_loss: 2.2138 - d_accuracy: 0.8242Epoch 432: D Accuracy = 0.8246
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8822 - g_loss: 2.2558 - d_accuracy: 0.8242
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8615 - g_loss: 2.1402 - d_accuracy: 0.8315Epoch 433: D Accuracy = 0.9035
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8563 - g_loss: 2.1369 - d_accuracy: 0.8341
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8385 - g_loss: 2.2238 - d_accuracy: 0.8391Epoch 434: D Accuracy = 0.7544
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8383 - g_loss: 2.2457 - d_accuracy: 0.8361
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8009 - g_loss: 2.1695 - d_accuracy: 0.8586Epoch 435: D Accuracy = 0.9123
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7972 - g_loss: 2.1680 - d_accuracy: 0.8605
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8158 - g_loss: 2.1839 - d_accuracy: 0.8511Epoch 436: D Accuracy = 0.8246
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8208 - g_loss: 2.1557 - d_accuracy: 0.8502
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8704 - g_loss: 2.1684 - d_accuracy: 0.8309Epoch 437: D Accuracy = 0.7895
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8835 - g_loss: 2.1312 - d_accuracy: 0.8294
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7878 - g_loss: 2.2243 - d_accuracy: 0.8644Epoch 438: D Accuracy = 0.8947
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7861 - g_loss: 2.2175 - d_accuracy: 0.8655
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8820 - g_loss: 2.2366 - d_accuracy: 0.8276Epoch 439: D Accuracy = 0.7281
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8873 - g_loss: 2.2639 - d_accuracy: 0.8240
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8798 - g_loss: 2.1386 - d_accuracy: 0.8305Epoch 440: D Accuracy = 0.8684
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8756 - g_loss: 2.1288 - d_accuracy: 0.8318
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8154 - g_loss: 2.2183 - d_accuracy: 0.8500Epoch 441: D Accuracy = 0.9386
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8103 - g_loss: 2.2215 - d_accuracy: 0.8532
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8240 - g_loss: 2.1786 - d_accuracy: 0.8501Epoch 442: D Accuracy = 0.8772
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8215 - g_loss: 2.1901 - d_accuracy: 0.8510
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8130 - g_loss: 2.2360 - d_accuracy: 0.8491Epoch 443: D Accuracy = 0.8246
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8164 - g_loss: 2.2269 - d_accuracy: 0.8482
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8413 - g_loss: 2.3028 - d_accuracy: 0.8472Epoch 444: D Accuracy = 0.6842
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8574 - g_loss: 2.3903 - d_accuracy: 0.8414
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8194 - g_loss: 2.1902 - d_accuracy: 0.8528Epoch 445: D Accuracy = 0.8158
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8209 - g_loss: 2.1930 - d_accuracy: 0.8515
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8110 - g_loss: 2.1826 - d_accuracy: 0.8561Epoch 446: D Accuracy = 0.7895
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8150 - g_loss: 2.1782 - d_accuracy: 0.8537
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8057 - g_loss: 2.2488 - d_accuracy: 0.8546Epoch 447: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8070 - g_loss: 2.2741 - d_accuracy: 0.8539
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8404 - g_loss: 2.2638 - d_accuracy: 0.8419Epoch 448: D Accuracy = 0.8596
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8366 - g_loss: 2.2668 - d_accuracy: 0.8425
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8186 - g_loss: 2.2581 - d_accuracy: 0.8514Epoch 449: D Accuracy = 0.8509
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8201 - g_loss: 2.2608 - d_accuracy: 0.8514
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8515 - g_loss: 2.1929 - d_accuracy: 0.8357Epoch 450: D Accuracy = 0.8596
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8490 - g_loss: 2.1917 - d_accuracy: 0.8365
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8088 - g_loss: 2.2886 - d_accuracy: 0.8515Epoch 451: D Accuracy = 0.8509
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8082 - g_loss: 2.3050 - d_accuracy: 0.8515
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8156 - g_loss: 2.2010 - d_accuracy: 0.8549Epoch 452: D Accuracy = 0.8860
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8173 - g_loss: 2.1802 - d_accuracy: 0.8560
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7974 - g_loss: 2.2120 - d_accuracy: 0.8618Epoch 453: D Accuracy = 0.8421
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8021 - g_loss: 2.1838 - d_accuracy: 0.8611
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8049 - g_loss: 2.2353 - d_accuracy: 0.8533Epoch 454: D Accuracy = 0.8860
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8063 - g_loss: 2.2114 - d_accuracy: 0.8544
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7989 - g_loss: 2.2898 - d_accuracy: 0.8565Epoch 455: D Accuracy = 0.8860
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8001 - g_loss: 2.2608 - d_accuracy: 0.8575
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7846 - g_loss: 2.2701 - d_accuracy: 0.8625Epoch 456: D Accuracy = 0.8070
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7865 - g_loss: 2.2611 - d_accuracy: 0.8605
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7897 - g_loss: 2.2456 - d_accuracy: 0.8597Epoch 457: D Accuracy = 0.8947
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7874 - g_loss: 2.2532 - d_accuracy: 0.8609
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8061 - g_loss: 2.2357 - d_accuracy: 0.8605Epoch 458: D Accuracy = 0.9123
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8035 - g_loss: 2.2320 - d_accuracy: 0.8623
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8573 - g_loss: 2.2724 - d_accuracy: 0.8356Epoch 459: D Accuracy = 0.7719
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8681 - g_loss: 2.2303 - d_accuracy: 0.8333
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8057 - g_loss: 2.2964 - d_accuracy: 0.8510Epoch 460: D Accuracy = 0.8158
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8091 - g_loss: 2.2675 - d_accuracy: 0.8497
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8087 - g_loss: 2.3023 - d_accuracy: 0.8528Epoch 461: D Accuracy = 0.8158
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8090 - g_loss: 2.3160 - d_accuracy: 0.8515
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8200 - g_loss: 2.2963 - d_accuracy: 0.8499Epoch 462: D Accuracy = 0.8158
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8215 - g_loss: 2.3074 - d_accuracy: 0.8487
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8413 - g_loss: 2.2927 - d_accuracy: 0.8411Epoch 463: D Accuracy = 0.7807
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8436 - g_loss: 2.3044 - d_accuracy: 0.8390
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7856 - g_loss: 2.2340 - d_accuracy: 0.8643Epoch 464: D Accuracy = 0.7982
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7896 - g_loss: 2.2457 - d_accuracy: 0.8620
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8177 - g_loss: 2.3045 - d_accuracy: 0.8501Epoch 465: D Accuracy = 0.7807
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8206 - g_loss: 2.3288 - d_accuracy: 0.8476
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8500 - g_loss: 2.3123 - d_accuracy: 0.8345Epoch 466: D Accuracy = 0.7895
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8483 - g_loss: 2.3280 - d_accuracy: 0.8329
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8098 - g_loss: 2.3179 - d_accuracy: 0.8554Epoch 467: D Accuracy = 0.9561
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8030 - g_loss: 2.3224 - d_accuracy: 0.8590
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7700 - g_loss: 2.3021 - d_accuracy: 0.8702Epoch 468: D Accuracy = 0.9123
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7669 - g_loss: 2.3047 - d_accuracy: 0.8717
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7951 - g_loss: 2.2781 - d_accuracy: 0.8597Epoch 469: D Accuracy = 0.9123
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7951 - g_loss: 2.2577 - d_accuracy: 0.8616
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8221 - g_loss: 2.2681 - d_accuracy: 0.8495Epoch 470: D Accuracy = 0.8947
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8205 - g_loss: 2.2463 - d_accuracy: 0.8512
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7546 - g_loss: 2.3119 - d_accuracy: 0.8740Epoch 471: D Accuracy = 0.8684
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7553 - g_loss: 2.2923 - d_accuracy: 0.8738
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7678 - g_loss: 2.3079 - d_accuracy: 0.8718Epoch 472: D Accuracy = 0.9123
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7684 - g_loss: 2.2934 - d_accuracy: 0.8732
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9276 - g_loss: 2.3633 - d_accuracy: 0.8082Epoch 473: D Accuracy = 0.7632
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9336 - g_loss: 2.3238 - d_accuracy: 0.8066
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7966 - g_loss: 2.3424 - d_accuracy: 0.8574Epoch 474: D Accuracy = 0.9123
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7951 - g_loss: 2.3270 - d_accuracy: 0.8594
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7954 - g_loss: 2.2934 - d_accuracy: 0.8588Epoch 475: D Accuracy = 0.8246
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7997 - g_loss: 2.2758 - d_accuracy: 0.8576
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7853 - g_loss: 2.3186 - d_accuracy: 0.8667Epoch 476: D Accuracy = 0.8860
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7838 - g_loss: 2.3166 - d_accuracy: 0.8674
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7546 - g_loss: 2.3222 - d_accuracy: 0.8812Epoch 477: D Accuracy = 0.9298
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7517 - g_loss: 2.3204 - d_accuracy: 0.8830
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7733 - g_loss: 2.3316 - d_accuracy: 0.8673Epoch 478: D Accuracy = 0.8421
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7734 - g_loss: 2.3482 - d_accuracy: 0.8664
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7774 - g_loss: 2.3155 - d_accuracy: 0.8704Epoch 479: D Accuracy = 0.8684
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7839 - g_loss: 2.2878 - d_accuracy: 0.8703
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8229 - g_loss: 2.3669 - d_accuracy: 0.8475Epoch 480: D Accuracy = 0.7456
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8295 - g_loss: 2.3869 - d_accuracy: 0.8439
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7984 - g_loss: 2.2697 - d_accuracy: 0.8601Epoch 481: D Accuracy = 0.8509
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7988 - g_loss: 2.2606 - d_accuracy: 0.8597
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7768 - g_loss: 2.3684 - d_accuracy: 0.8697Epoch 482: D Accuracy = 0.9386
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7725 - g_loss: 2.3693 - d_accuracy: 0.8721
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7653 - g_loss: 2.3692 - d_accuracy: 0.8676Epoch 483: D Accuracy = 0.8509
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7632 - g_loss: 2.3963 - d_accuracy: 0.8670
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8146 - g_loss: 2.3483 - d_accuracy: 0.8516Epoch 484: D Accuracy = 0.9123
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8100 - g_loss: 2.3522 - d_accuracy: 0.8538
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8142 - g_loss: 2.3942 - d_accuracy: 0.8530Epoch 485: D Accuracy = 0.9211
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8125 - g_loss: 2.3901 - d_accuracy: 0.8554
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7978 - g_loss: 2.3684 - d_accuracy: 0.8570Epoch 486: D Accuracy = 0.7982
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8020 - g_loss: 2.3911 - d_accuracy: 0.8549
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7788 - g_loss: 2.3432 - d_accuracy: 0.8680Epoch 487: D Accuracy = 0.8860
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7806 - g_loss: 2.3126 - d_accuracy: 0.8687
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7809 - g_loss: 2.4073 - d_accuracy: 0.8640Epoch 488: D Accuracy = 0.9386
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7764 - g_loss: 2.4070 - d_accuracy: 0.8667
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7881 - g_loss: 2.3358 - d_accuracy: 0.8627Epoch 489: D Accuracy = 0.9211
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7841 - g_loss: 2.3391 - d_accuracy: 0.8648
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7688 - g_loss: 2.3982 - d_accuracy: 0.8711Epoch 490: D Accuracy = 0.9298
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7656 - g_loss: 2.3945 - d_accuracy: 0.8732
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8578 - g_loss: 2.3845 - d_accuracy: 0.8349Epoch 491: D Accuracy = 0.9123
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8550 - g_loss: 2.3654 - d_accuracy: 0.8376
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7641 - g_loss: 2.3965 - d_accuracy: 0.8747Epoch 492: D Accuracy = 0.7807
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7710 - g_loss: 2.4264 - d_accuracy: 0.8713
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7560 - g_loss: 2.4614 - d_accuracy: 0.8726Epoch 493: D Accuracy = 0.7632
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7616 - g_loss: 2.4813 - d_accuracy: 0.8687
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8103 - g_loss: 2.3848 - d_accuracy: 0.8518Epoch 494: D Accuracy = 0.8772
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8077 - g_loss: 2.4020 - d_accuracy: 0.8527
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8344 - g_loss: 2.3596 - d_accuracy: 0.8429Epoch 495: D Accuracy = 0.9211
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8285 - g_loss: 2.3607 - d_accuracy: 0.8456
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7598 - g_loss: 2.3637 - d_accuracy: 0.8708Epoch 496: D Accuracy = 0.8860
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7587 - g_loss: 2.3469 - d_accuracy: 0.8713
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8514 - g_loss: 2.3916 - d_accuracy: 0.8369Epoch 497: D Accuracy = 0.8772
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8462 - g_loss: 2.4200 - d_accuracy: 0.8383
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8117 - g_loss: 2.3527 - d_accuracy: 0.8520Epoch 498: D Accuracy = 0.8509
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8091 - g_loss: 2.3676 - d_accuracy: 0.8519
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7638 - g_loss: 2.4020 - d_accuracy: 0.8707Epoch 499: D Accuracy = 0.8596
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7622 - g_loss: 2.4179 - d_accuracy: 0.8703
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8165 - g_loss: 2.4298 - d_accuracy: 0.8448
Class 5 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.8246
27/27 [==============================] - 1s 41ms/step - d_loss: 0.8179 - g_loss: 2.4225 - d_accuracy: 0.8441
Training DCGAN for class 6...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 0.9678 - g_loss: 1.6638 - d_accuracy: 0.7875WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0169s vs `on_train_batch_end` time: 0.0182s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 0.6692 - g_loss: 2.7518 - d_accuracy: 0.9166
Epoch 1: Generator loss improved from inf to 3.5414. Saving weights.
Epoch 1: D Accuracy = 0.9200
27/27 [==============================] - 2s 43ms/step - d_loss: 0.6679 - g_loss: 2.7800 - d_accuracy: 0.9167
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7963 - g_loss: 2.5443 - d_accuracy: 0.8812
Epoch 2: Generator loss improved from 3.5414 to 2.9223. Saving weights.
Epoch 2: D Accuracy = 0.9500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7889 - g_loss: 2.5578 - d_accuracy: 0.8837
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4612 - g_loss: 3.7800 - d_accuracy: 0.9771Epoch 3: D Accuracy = 0.9450
27/27 [==============================] - 1s 34ms/step - d_loss: 0.4616 - g_loss: 3.7982 - d_accuracy: 0.9760
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7082 - g_loss: 4.4366 - d_accuracy: 0.9275Epoch 4: D Accuracy = 0.6800
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7204 - g_loss: 4.3841 - d_accuracy: 0.9187
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1544 - g_loss: 1.3228 - d_accuracy: 0.7341
Epoch 5: Generator loss improved from 2.9223 to 1.1908. Saving weights.
Epoch 5: D Accuracy = 0.6750
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1566 - g_loss: 1.3181 - d_accuracy: 0.7319
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2664 - g_loss: 1.0416 - d_accuracy: 0.6531
Epoch 6: Generator loss improved from 1.1908 to 0.9331. Saving weights.
Epoch 6: D Accuracy = 0.6450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2687 - g_loss: 1.0377 - d_accuracy: 0.6528
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2547 - g_loss: 1.0229 - d_accuracy: 0.6524
Epoch 7: Generator loss improved from 0.9331 to 0.9127. Saving weights.
Epoch 7: D Accuracy = 0.6300
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2573 - g_loss: 1.0190 - d_accuracy: 0.6516
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2520 - g_loss: 1.0442 - d_accuracy: 0.6520Epoch 8: D Accuracy = 0.6200
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2514 - g_loss: 1.0432 - d_accuracy: 0.6509
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2138 - g_loss: 1.0769 - d_accuracy: 0.6711Epoch 9: D Accuracy = 0.6700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2130 - g_loss: 1.0786 - d_accuracy: 0.6710
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2249 - g_loss: 1.0979 - d_accuracy: 0.6722
Epoch 10: Generator loss improved from 0.9127 to 0.8984. Saving weights.
Epoch 10: D Accuracy = 0.7000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2244 - g_loss: 1.0908 - d_accuracy: 0.6732
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1904 - g_loss: 1.1283 - d_accuracy: 0.6933
Epoch 11: Generator loss improved from 0.8984 to 0.8814. Saving weights.
Epoch 11: D Accuracy = 0.6600
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1923 - g_loss: 1.1195 - d_accuracy: 0.6921
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1276 - g_loss: 1.2341 - d_accuracy: 0.7291Epoch 12: D Accuracy = 0.7550
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1267 - g_loss: 1.2287 - d_accuracy: 0.7300
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1086 - g_loss: 1.2865 - d_accuracy: 0.7364Epoch 13: D Accuracy = 0.7800
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1084 - g_loss: 1.2778 - d_accuracy: 0.7379
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1012 - g_loss: 1.3713 - d_accuracy: 0.7373Epoch 14: D Accuracy = 0.5700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1148 - g_loss: 1.4156 - d_accuracy: 0.7313
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0648 - g_loss: 1.3212 - d_accuracy: 0.7621Epoch 15: D Accuracy = 0.7650
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0633 - g_loss: 1.3237 - d_accuracy: 0.7622
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0529 - g_loss: 1.4054 - d_accuracy: 0.7636Epoch 16: D Accuracy = 0.7550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0517 - g_loss: 1.4179 - d_accuracy: 0.7633
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0980 - g_loss: 1.4179 - d_accuracy: 0.7389Epoch 17: D Accuracy = 0.8400
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0928 - g_loss: 1.4117 - d_accuracy: 0.7425
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0544 - g_loss: 1.4413 - d_accuracy: 0.7589Epoch 18: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0555 - g_loss: 1.4557 - d_accuracy: 0.7568
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1149 - g_loss: 1.3662 - d_accuracy: 0.7277Epoch 19: D Accuracy = 0.8050
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1125 - g_loss: 1.3602 - d_accuracy: 0.7305
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1519 - g_loss: 1.3329 - d_accuracy: 0.7034Epoch 20: D Accuracy = 0.7450
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1492 - g_loss: 1.3375 - d_accuracy: 0.7049
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1702 - g_loss: 1.3021 - d_accuracy: 0.6917Epoch 21: D Accuracy = 0.7100
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1679 - g_loss: 1.2957 - d_accuracy: 0.6923
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1714 - g_loss: 1.2696 - d_accuracy: 0.6950Epoch 22: D Accuracy = 0.7100
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1687 - g_loss: 1.2727 - d_accuracy: 0.6955
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1828 - g_loss: 1.2293 - d_accuracy: 0.6886Epoch 23: D Accuracy = 0.6900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1840 - g_loss: 1.2186 - d_accuracy: 0.6887
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1978 - g_loss: 1.2361 - d_accuracy: 0.6803Epoch 24: D Accuracy = 0.5950
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2024 - g_loss: 1.2555 - d_accuracy: 0.6773
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1989 - g_loss: 1.1951 - d_accuracy: 0.6844Epoch 25: D Accuracy = 0.7050
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1984 - g_loss: 1.1869 - d_accuracy: 0.6851
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2047 - g_loss: 1.1889 - d_accuracy: 0.6698Epoch 26: D Accuracy = 0.7100
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2022 - g_loss: 1.1840 - d_accuracy: 0.6713
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2064 - g_loss: 1.1817 - d_accuracy: 0.6734Epoch 27: D Accuracy = 0.6650
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2068 - g_loss: 1.1750 - d_accuracy: 0.6731
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1965 - g_loss: 1.1746 - d_accuracy: 0.6788
Epoch 28: Generator loss improved from 0.8814 to 0.8534. Saving weights.
Epoch 28: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1963 - g_loss: 1.1631 - d_accuracy: 0.6814
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2425 - g_loss: 1.1789 - d_accuracy: 0.6545Epoch 29: D Accuracy = 0.7450
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2394 - g_loss: 1.1730 - d_accuracy: 0.6577
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2385 - g_loss: 1.1525 - d_accuracy: 0.6494Epoch 30: D Accuracy = 0.6950
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2366 - g_loss: 1.1472 - d_accuracy: 0.6511
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2141 - g_loss: 1.1905 - d_accuracy: 0.6632Epoch 31: D Accuracy = 0.5750
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2205 - g_loss: 1.2134 - d_accuracy: 0.6601
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2450 - g_loss: 1.1515 - d_accuracy: 0.6549Epoch 32: D Accuracy = 0.5350
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2493 - g_loss: 1.1749 - d_accuracy: 0.6507
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2328 - g_loss: 1.1164 - d_accuracy: 0.6546Epoch 33: D Accuracy = 0.6000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2341 - g_loss: 1.1219 - d_accuracy: 0.6527
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2338 - g_loss: 1.1177 - d_accuracy: 0.6615Epoch 34: D Accuracy = 0.6450
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2357 - g_loss: 1.1138 - d_accuracy: 0.6609
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2401 - g_loss: 1.1374 - d_accuracy: 0.6554Epoch 35: D Accuracy = 0.5950
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2414 - g_loss: 1.1518 - d_accuracy: 0.6533
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2403 - g_loss: 1.1144 - d_accuracy: 0.6565Epoch 36: D Accuracy = 0.6900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2392 - g_loss: 1.1084 - d_accuracy: 0.6577
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2369 - g_loss: 1.1045 - d_accuracy: 0.6575Epoch 37: D Accuracy = 0.7250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2354 - g_loss: 1.0981 - d_accuracy: 0.6599
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2477 - g_loss: 1.1138 - d_accuracy: 0.6457Epoch 38: D Accuracy = 0.5950
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2477 - g_loss: 1.1277 - d_accuracy: 0.6439
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2390 - g_loss: 1.0846 - d_accuracy: 0.6562Epoch 39: D Accuracy = 0.7450
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2360 - g_loss: 1.0830 - d_accuracy: 0.6594
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2516 - g_loss: 1.1126 - d_accuracy: 0.6508Epoch 40: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2496 - g_loss: 1.1179 - d_accuracy: 0.6508
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2250 - g_loss: 1.1065 - d_accuracy: 0.6641
Epoch 41: Generator loss improved from 0.8534 to 0.8344. Saving weights.
Epoch 41: D Accuracy = 0.6700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2272 - g_loss: 1.0968 - d_accuracy: 0.6643
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2672 - g_loss: 1.1005 - d_accuracy: 0.6312Epoch 42: D Accuracy = 0.6600
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2658 - g_loss: 1.0914 - d_accuracy: 0.6322
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2355 - g_loss: 1.1064 - d_accuracy: 0.6533Epoch 43: D Accuracy = 0.6950
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2357 - g_loss: 1.0994 - d_accuracy: 0.6548
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2450 - g_loss: 1.1222 - d_accuracy: 0.6495Epoch 44: D Accuracy = 0.6500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2440 - g_loss: 1.1284 - d_accuracy: 0.6495
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2452 - g_loss: 1.0990 - d_accuracy: 0.6503Epoch 45: D Accuracy = 0.7100
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2429 - g_loss: 1.0974 - d_accuracy: 0.6524
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2343 - g_loss: 1.1029 - d_accuracy: 0.6542Epoch 46: D Accuracy = 0.5900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2348 - g_loss: 1.1202 - d_accuracy: 0.6519
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2545 - g_loss: 1.0909 - d_accuracy: 0.6406Epoch 47: D Accuracy = 0.6100
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2565 - g_loss: 1.0892 - d_accuracy: 0.6396
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2666 - g_loss: 1.0811 - d_accuracy: 0.6283Epoch 48: D Accuracy = 0.6400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2653 - g_loss: 1.0766 - d_accuracy: 0.6287
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2465 - g_loss: 1.0609 - d_accuracy: 0.6469
Epoch 49: Generator loss improved from 0.8344 to 0.7698. Saving weights.
Epoch 49: D Accuracy = 0.6700
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2470 - g_loss: 1.0505 - d_accuracy: 0.6477
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2538 - g_loss: 1.0849 - d_accuracy: 0.6355
Epoch 50: Generator loss improved from 0.7698 to 0.7368. Saving weights.
Epoch 50: D Accuracy = 0.5800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2568 - g_loss: 1.0724 - d_accuracy: 0.6335
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2449 - g_loss: 1.0923 - d_accuracy: 0.6507Epoch 51: D Accuracy = 0.6000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2462 - g_loss: 1.0868 - d_accuracy: 0.6489
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2479 - g_loss: 1.0900 - d_accuracy: 0.6400Epoch 52: D Accuracy = 0.6000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2488 - g_loss: 1.1091 - d_accuracy: 0.6386
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2503 - g_loss: 1.0865 - d_accuracy: 0.6448Epoch 53: D Accuracy = 0.6400
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2492 - g_loss: 1.0914 - d_accuracy: 0.6446
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2635 - g_loss: 1.0974 - d_accuracy: 0.6318Epoch 54: D Accuracy = 0.6100
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2646 - g_loss: 1.0987 - d_accuracy: 0.6310
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2383 - g_loss: 1.0638 - d_accuracy: 0.6490Epoch 55: D Accuracy = 0.6200
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2398 - g_loss: 1.0550 - d_accuracy: 0.6479
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2858 - g_loss: 1.0680 - d_accuracy: 0.6266Epoch 56: D Accuracy = 0.5950
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2867 - g_loss: 1.0809 - d_accuracy: 0.6255
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2396 - g_loss: 1.0711 - d_accuracy: 0.6510Epoch 57: D Accuracy = 0.5500
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2438 - g_loss: 1.0690 - d_accuracy: 0.6474
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2305 - g_loss: 1.0844 - d_accuracy: 0.6630Epoch 58: D Accuracy = 0.6400
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2296 - g_loss: 1.0842 - d_accuracy: 0.6622
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2594 - g_loss: 1.0905 - d_accuracy: 0.6405Epoch 59: D Accuracy = 0.6400
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2589 - g_loss: 1.0866 - d_accuracy: 0.6404
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2539 - g_loss: 1.0879 - d_accuracy: 0.6405Epoch 60: D Accuracy = 0.6950
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2523 - g_loss: 1.0894 - d_accuracy: 0.6424
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 1.0830 - d_accuracy: 0.6453Epoch 61: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2545 - g_loss: 1.0917 - d_accuracy: 0.6428
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2428 - g_loss: 1.0621 - d_accuracy: 0.6450Epoch 62: D Accuracy = 0.6150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2430 - g_loss: 1.0659 - d_accuracy: 0.6440
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2392 - g_loss: 1.1032 - d_accuracy: 0.6487Epoch 63: D Accuracy = 0.7100
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2365 - g_loss: 1.1066 - d_accuracy: 0.6509
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2701 - g_loss: 1.0908 - d_accuracy: 0.6341Epoch 64: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2729 - g_loss: 1.0833 - d_accuracy: 0.6328
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2405 - g_loss: 1.1050 - d_accuracy: 0.6554Epoch 65: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2399 - g_loss: 1.1001 - d_accuracy: 0.6552
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2447 - g_loss: 1.1036 - d_accuracy: 0.6483Epoch 66: D Accuracy = 0.6100
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2461 - g_loss: 1.1091 - d_accuracy: 0.6469
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2705 - g_loss: 1.0836 - d_accuracy: 0.6402Epoch 67: D Accuracy = 0.6800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2691 - g_loss: 1.0774 - d_accuracy: 0.6416
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2253 - g_loss: 1.1079 - d_accuracy: 0.6571Epoch 68: D Accuracy = 0.5550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2305 - g_loss: 1.1172 - d_accuracy: 0.6535
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2677 - g_loss: 1.0879 - d_accuracy: 0.6362Epoch 69: D Accuracy = 0.6000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2680 - g_loss: 1.0931 - d_accuracy: 0.6349
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2348 - g_loss: 1.0918 - d_accuracy: 0.6538Epoch 70: D Accuracy = 0.6800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2346 - g_loss: 1.0883 - d_accuracy: 0.6547
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2575 - g_loss: 1.0987 - d_accuracy: 0.6412Epoch 71: D Accuracy = 0.6750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2562 - g_loss: 1.0907 - d_accuracy: 0.6424
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2082 - g_loss: 1.0983 - d_accuracy: 0.6702Epoch 72: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2106 - g_loss: 1.0928 - d_accuracy: 0.6677
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2725 - g_loss: 1.1380 - d_accuracy: 0.6434Epoch 73: D Accuracy = 0.6100
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2723 - g_loss: 1.1352 - d_accuracy: 0.6422
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2340 - g_loss: 1.0968 - d_accuracy: 0.6510Epoch 74: D Accuracy = 0.7600
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2318 - g_loss: 1.0888 - d_accuracy: 0.6549
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2441 - g_loss: 1.0999 - d_accuracy: 0.6500Epoch 75: D Accuracy = 0.5350
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2489 - g_loss: 1.0960 - d_accuracy: 0.6459
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2566 - g_loss: 1.1157 - d_accuracy: 0.6469Epoch 76: D Accuracy = 0.5250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2617 - g_loss: 1.1199 - d_accuracy: 0.6426
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2483 - g_loss: 1.0911 - d_accuracy: 0.6524Epoch 77: D Accuracy = 0.6700
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2481 - g_loss: 1.0907 - d_accuracy: 0.6530
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2362 - g_loss: 1.1101 - d_accuracy: 0.6566Epoch 78: D Accuracy = 0.6350
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2377 - g_loss: 1.1073 - d_accuracy: 0.6558
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2263 - g_loss: 1.1180 - d_accuracy: 0.6522Epoch 79: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2275 - g_loss: 1.1415 - d_accuracy: 0.6495
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2419 - g_loss: 1.0960 - d_accuracy: 0.6511Epoch 80: D Accuracy = 0.6800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2383 - g_loss: 1.0949 - d_accuracy: 0.6521
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2408 - g_loss: 1.1099 - d_accuracy: 0.6586Epoch 81: D Accuracy = 0.6100
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2419 - g_loss: 1.1077 - d_accuracy: 0.6569
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 1.1216 - d_accuracy: 0.6513Epoch 82: D Accuracy = 0.6550
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2394 - g_loss: 1.1175 - d_accuracy: 0.6514
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2501 - g_loss: 1.0852 - d_accuracy: 0.6443Epoch 83: D Accuracy = 0.5800
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2559 - g_loss: 1.0899 - d_accuracy: 0.6420
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2705 - g_loss: 1.0924 - d_accuracy: 0.6362Epoch 84: D Accuracy = 0.5450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2737 - g_loss: 1.0877 - d_accuracy: 0.6330
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2148 - g_loss: 1.1044 - d_accuracy: 0.6789Epoch 85: D Accuracy = 0.7450
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2127 - g_loss: 1.0954 - d_accuracy: 0.6813
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2481 - g_loss: 1.1168 - d_accuracy: 0.6437Epoch 86: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2502 - g_loss: 1.1139 - d_accuracy: 0.6430
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2278 - g_loss: 1.1174 - d_accuracy: 0.6571Epoch 87: D Accuracy = 0.5900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2281 - g_loss: 1.1260 - d_accuracy: 0.6547
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2411 - g_loss: 1.0953 - d_accuracy: 0.6483Epoch 88: D Accuracy = 0.5550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2465 - g_loss: 1.0844 - d_accuracy: 0.6450
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2385 - g_loss: 1.1229 - d_accuracy: 0.6595Epoch 89: D Accuracy = 0.6650
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2360 - g_loss: 1.1264 - d_accuracy: 0.6597
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2362 - g_loss: 1.1052 - d_accuracy: 0.6597Epoch 90: D Accuracy = 0.5850
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2384 - g_loss: 1.1042 - d_accuracy: 0.6570
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2539 - g_loss: 1.1387 - d_accuracy: 0.6469Epoch 91: D Accuracy = 0.5300
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2587 - g_loss: 1.1716 - d_accuracy: 0.6428
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2306 - g_loss: 1.1081 - d_accuracy: 0.6617Epoch 92: D Accuracy = 0.6200
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2310 - g_loss: 1.1113 - d_accuracy: 0.6602
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2208 - g_loss: 1.1021 - d_accuracy: 0.6646Epoch 93: D Accuracy = 0.5900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2229 - g_loss: 1.1047 - d_accuracy: 0.6620
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2500 - g_loss: 1.1266 - d_accuracy: 0.6536Epoch 94: D Accuracy = 0.5500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2540 - g_loss: 1.1390 - d_accuracy: 0.6499
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2094 - g_loss: 1.1155 - d_accuracy: 0.6723Epoch 95: D Accuracy = 0.7550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2059 - g_loss: 1.1170 - d_accuracy: 0.6753
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1914 - g_loss: 1.1504 - d_accuracy: 0.6816Epoch 96: D Accuracy = 0.6700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1923 - g_loss: 1.1550 - d_accuracy: 0.6812
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2513 - g_loss: 1.1437 - d_accuracy: 0.6502Epoch 97: D Accuracy = 0.5150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2557 - g_loss: 1.1488 - d_accuracy: 0.6453
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2148 - g_loss: 1.1420 - d_accuracy: 0.6659Epoch 98: D Accuracy = 0.7400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2104 - g_loss: 1.1437 - d_accuracy: 0.6685
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2111 - g_loss: 1.1868 - d_accuracy: 0.6701Epoch 99: D Accuracy = 0.6600
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2092 - g_loss: 1.1923 - d_accuracy: 0.6698
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2325 - g_loss: 1.1258 - d_accuracy: 0.6625
Class 6 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.6100
27/27 [==============================] - 1s 41ms/step - d_loss: 1.2344 - g_loss: 1.1347 - d_accuracy: 0.6606
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2467 - g_loss: 1.1379 - d_accuracy: 0.6530Epoch 101: D Accuracy = 0.6900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2458 - g_loss: 1.1407 - d_accuracy: 0.6543
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2161 - g_loss: 1.1544 - d_accuracy: 0.6711Epoch 102: D Accuracy = 0.6850
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2144 - g_loss: 1.1645 - d_accuracy: 0.6716
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2225 - g_loss: 1.1385 - d_accuracy: 0.6649Epoch 103: D Accuracy = 0.5650
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2287 - g_loss: 1.1369 - d_accuracy: 0.6613
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2387 - g_loss: 1.1262 - d_accuracy: 0.6622Epoch 104: D Accuracy = 0.6800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2375 - g_loss: 1.1326 - d_accuracy: 0.6628
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.1453 - d_accuracy: 0.6798Epoch 105: D Accuracy = 0.7850
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1994 - g_loss: 1.1528 - d_accuracy: 0.6836
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1895 - g_loss: 1.1905 - d_accuracy: 0.6924Epoch 106: D Accuracy = 0.6950
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1898 - g_loss: 1.1828 - d_accuracy: 0.6925
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1718 - g_loss: 1.1658 - d_accuracy: 0.6991Epoch 107: D Accuracy = 0.7500
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1699 - g_loss: 1.1617 - d_accuracy: 0.7009
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1977 - g_loss: 1.1612 - d_accuracy: 0.6790Epoch 108: D Accuracy = 0.7050
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1998 - g_loss: 1.1492 - d_accuracy: 0.6800
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1901 - g_loss: 1.2131 - d_accuracy: 0.6813Epoch 109: D Accuracy = 0.6650
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1926 - g_loss: 1.1973 - d_accuracy: 0.6807
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2316 - g_loss: 1.1913 - d_accuracy: 0.6758Epoch 110: D Accuracy = 0.7150
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2310 - g_loss: 1.1777 - d_accuracy: 0.6772
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1962 - g_loss: 1.1634 - d_accuracy: 0.6782Epoch 111: D Accuracy = 0.6400
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1986 - g_loss: 1.1604 - d_accuracy: 0.6769
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1744 - g_loss: 1.1409 - d_accuracy: 0.6959Epoch 112: D Accuracy = 0.6750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1743 - g_loss: 1.1448 - d_accuracy: 0.6951
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2026 - g_loss: 1.1978 - d_accuracy: 0.6776Epoch 113: D Accuracy = 0.6350
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2030 - g_loss: 1.1973 - d_accuracy: 0.6761
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2131 - g_loss: 1.1567 - d_accuracy: 0.6696Epoch 114: D Accuracy = 0.7200
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2121 - g_loss: 1.1601 - d_accuracy: 0.6714
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2228 - g_loss: 1.1643 - d_accuracy: 0.6708Epoch 115: D Accuracy = 0.6650
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2233 - g_loss: 1.1526 - d_accuracy: 0.6705
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2223 - g_loss: 1.1676 - d_accuracy: 0.6643Epoch 116: D Accuracy = 0.6200
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2228 - g_loss: 1.1635 - d_accuracy: 0.6627
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 1.1520 - d_accuracy: 0.6562Epoch 117: D Accuracy = 0.6350
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2528 - g_loss: 1.1482 - d_accuracy: 0.6554
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1912 - g_loss: 1.1294 - d_accuracy: 0.6878
Epoch 118: Generator loss improved from 0.7368 to 0.6896. Saving weights.
Epoch 118: D Accuracy = 0.6400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1968 - g_loss: 1.1137 - d_accuracy: 0.6861
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2369 - g_loss: 1.1797 - d_accuracy: 0.6644Epoch 119: D Accuracy = 0.7050
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2356 - g_loss: 1.1785 - d_accuracy: 0.6659
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2219 - g_loss: 1.1667 - d_accuracy: 0.6674Epoch 120: D Accuracy = 0.5550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2235 - g_loss: 1.1883 - d_accuracy: 0.6634
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1960 - g_loss: 1.1548 - d_accuracy: 0.6858Epoch 121: D Accuracy = 0.7750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1920 - g_loss: 1.1561 - d_accuracy: 0.6890
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2214 - g_loss: 1.1476 - d_accuracy: 0.6610Epoch 122: D Accuracy = 0.6550
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2222 - g_loss: 1.1527 - d_accuracy: 0.6608
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2208 - g_loss: 1.1259 - d_accuracy: 0.6668Epoch 123: D Accuracy = 0.7300
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2199 - g_loss: 1.1193 - d_accuracy: 0.6691
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2308 - g_loss: 1.1646 - d_accuracy: 0.6577Epoch 124: D Accuracy = 0.6550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2287 - g_loss: 1.1740 - d_accuracy: 0.6576
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2250 - g_loss: 1.1401 - d_accuracy: 0.6640Epoch 125: D Accuracy = 0.6400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2264 - g_loss: 1.1411 - d_accuracy: 0.6632
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2082 - g_loss: 1.1312 - d_accuracy: 0.6675Epoch 126: D Accuracy = 0.6900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2076 - g_loss: 1.1245 - d_accuracy: 0.6683
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1984 - g_loss: 1.1872 - d_accuracy: 0.6774Epoch 127: D Accuracy = 0.5700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2027 - g_loss: 1.2079 - d_accuracy: 0.6735
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1843 - g_loss: 1.1574 - d_accuracy: 0.6880Epoch 128: D Accuracy = 0.7250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1821 - g_loss: 1.1629 - d_accuracy: 0.6893
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1924 - g_loss: 1.1705 - d_accuracy: 0.6785Epoch 129: D Accuracy = 0.7050
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1925 - g_loss: 1.1608 - d_accuracy: 0.6794
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1839 - g_loss: 1.1869 - d_accuracy: 0.6906Epoch 130: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1862 - g_loss: 1.1716 - d_accuracy: 0.6909
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2152 - g_loss: 1.2008 - d_accuracy: 0.6713Epoch 131: D Accuracy = 0.6400
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2168 - g_loss: 1.1922 - d_accuracy: 0.6702
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2163 - g_loss: 1.1719 - d_accuracy: 0.6690Epoch 132: D Accuracy = 0.6100
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2193 - g_loss: 1.1808 - d_accuracy: 0.6669
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1787 - g_loss: 1.1580 - d_accuracy: 0.6928Epoch 133: D Accuracy = 0.8000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1750 - g_loss: 1.1548 - d_accuracy: 0.6967
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1857 - g_loss: 1.1655 - d_accuracy: 0.6884Epoch 134: D Accuracy = 0.6600
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1869 - g_loss: 1.1643 - d_accuracy: 0.6873
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1753 - g_loss: 1.2003 - d_accuracy: 0.6958Epoch 135: D Accuracy = 0.7900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1710 - g_loss: 1.2016 - d_accuracy: 0.6991
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1940 - g_loss: 1.1831 - d_accuracy: 0.6808Epoch 136: D Accuracy = 0.7850
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1904 - g_loss: 1.1778 - d_accuracy: 0.6846
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1900 - g_loss: 1.1794 - d_accuracy: 0.6830Epoch 137: D Accuracy = 0.6450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1915 - g_loss: 1.1735 - d_accuracy: 0.6817
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1822 - g_loss: 1.1736 - d_accuracy: 0.6921Epoch 138: D Accuracy = 0.7050
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1862 - g_loss: 1.1568 - d_accuracy: 0.6925
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2011 - g_loss: 1.2022 - d_accuracy: 0.6797Epoch 139: D Accuracy = 0.6650
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2004 - g_loss: 1.2023 - d_accuracy: 0.6792
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2049 - g_loss: 1.1929 - d_accuracy: 0.6701Epoch 140: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2069 - g_loss: 1.1854 - d_accuracy: 0.6685
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2113 - g_loss: 1.1706 - d_accuracy: 0.6706Epoch 141: D Accuracy = 0.6800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2090 - g_loss: 1.1729 - d_accuracy: 0.6709
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1981 - g_loss: 1.1793 - d_accuracy: 0.6742Epoch 142: D Accuracy = 0.6950
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1963 - g_loss: 1.1805 - d_accuracy: 0.6749
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1709 - g_loss: 1.1928 - d_accuracy: 0.6953Epoch 143: D Accuracy = 0.7350
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1704 - g_loss: 1.1863 - d_accuracy: 0.6968
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1686 - g_loss: 1.2271 - d_accuracy: 0.6996Epoch 144: D Accuracy = 0.6700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1688 - g_loss: 1.2185 - d_accuracy: 0.6985
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1588 - g_loss: 1.2107 - d_accuracy: 0.7057Epoch 145: D Accuracy = 0.7250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1590 - g_loss: 1.2076 - d_accuracy: 0.7064
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1830 - g_loss: 1.2383 - d_accuracy: 0.6953Epoch 146: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1869 - g_loss: 1.2447 - d_accuracy: 0.6928
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1635 - g_loss: 1.2355 - d_accuracy: 0.6980Epoch 147: D Accuracy = 0.6950
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1625 - g_loss: 1.2416 - d_accuracy: 0.6979
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1658 - g_loss: 1.2366 - d_accuracy: 0.7063Epoch 148: D Accuracy = 0.6800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1651 - g_loss: 1.2451 - d_accuracy: 0.7054
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1558 - g_loss: 1.2074 - d_accuracy: 0.7077Epoch 149: D Accuracy = 0.7550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1532 - g_loss: 1.2085 - d_accuracy: 0.7093
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1953 - g_loss: 1.2341 - d_accuracy: 0.6800Epoch 150: D Accuracy = 0.6650
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1944 - g_loss: 1.2376 - d_accuracy: 0.6795
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1696 - g_loss: 1.2180 - d_accuracy: 0.6991Epoch 151: D Accuracy = 0.7300
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1706 - g_loss: 1.2070 - d_accuracy: 0.7002
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1735 - g_loss: 1.2298 - d_accuracy: 0.6888Epoch 152: D Accuracy = 0.7100
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1720 - g_loss: 1.2338 - d_accuracy: 0.6895
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1592 - g_loss: 1.2375 - d_accuracy: 0.6995Epoch 153: D Accuracy = 0.7650
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1548 - g_loss: 1.2451 - d_accuracy: 0.7018
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1710 - g_loss: 1.2042 - d_accuracy: 0.6961Epoch 154: D Accuracy = 0.7400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1694 - g_loss: 1.1997 - d_accuracy: 0.6977
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1439 - g_loss: 1.2479 - d_accuracy: 0.7102Epoch 155: D Accuracy = 0.7450
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1429 - g_loss: 1.2462 - d_accuracy: 0.7114
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1618 - g_loss: 1.2505 - d_accuracy: 0.6981Epoch 156: D Accuracy = 0.6850
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1584 - g_loss: 1.2631 - d_accuracy: 0.6976
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1584 - g_loss: 1.2587 - d_accuracy: 0.7051Epoch 157: D Accuracy = 0.7450
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1548 - g_loss: 1.2656 - d_accuracy: 0.7065
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2128 - g_loss: 1.2291 - d_accuracy: 0.6722Epoch 158: D Accuracy = 0.7600
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2086 - g_loss: 1.2286 - d_accuracy: 0.6754
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1374 - g_loss: 1.2367 - d_accuracy: 0.7169Epoch 159: D Accuracy = 0.7050
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1354 - g_loss: 1.2395 - d_accuracy: 0.7165
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1330 - g_loss: 1.2655 - d_accuracy: 0.7159Epoch 160: D Accuracy = 0.6850
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1340 - g_loss: 1.2689 - d_accuracy: 0.7148
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1467 - g_loss: 1.2401 - d_accuracy: 0.7094Epoch 161: D Accuracy = 0.7250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1457 - g_loss: 1.2427 - d_accuracy: 0.7100
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1604 - g_loss: 1.2923 - d_accuracy: 0.6963Epoch 162: D Accuracy = 0.6400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1616 - g_loss: 1.3090 - d_accuracy: 0.6943
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1690 - g_loss: 1.2370 - d_accuracy: 0.7024Epoch 163: D Accuracy = 0.8250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1632 - g_loss: 1.2356 - d_accuracy: 0.7068
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1832 - g_loss: 1.2423 - d_accuracy: 0.6916Epoch 164: D Accuracy = 0.5900
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1911 - g_loss: 1.2243 - d_accuracy: 0.6879
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1171 - g_loss: 1.2838 - d_accuracy: 0.7275Epoch 165: D Accuracy = 0.7600
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1158 - g_loss: 1.2810 - d_accuracy: 0.7287
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1448 - g_loss: 1.2669 - d_accuracy: 0.7086Epoch 166: D Accuracy = 0.7600
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1406 - g_loss: 1.2650 - d_accuracy: 0.7104
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1108 - g_loss: 1.2847 - d_accuracy: 0.7316Epoch 167: D Accuracy = 0.8500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1051 - g_loss: 1.2925 - d_accuracy: 0.7358
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1556 - g_loss: 1.2754 - d_accuracy: 0.6971Epoch 168: D Accuracy = 0.6300
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1596 - g_loss: 1.2790 - d_accuracy: 0.6947
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1383 - g_loss: 1.2778 - d_accuracy: 0.7115Epoch 169: D Accuracy = 0.6200
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1434 - g_loss: 1.2629 - d_accuracy: 0.7082
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1556 - g_loss: 1.2982 - d_accuracy: 0.7078Epoch 170: D Accuracy = 0.7950
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1521 - g_loss: 1.2964 - d_accuracy: 0.7109
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1130 - g_loss: 1.2575 - d_accuracy: 0.7264Epoch 171: D Accuracy = 0.7350
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1129 - g_loss: 1.2550 - d_accuracy: 0.7267
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1512 - g_loss: 1.2678 - d_accuracy: 0.7092Epoch 172: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1478 - g_loss: 1.2711 - d_accuracy: 0.7107
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1237 - g_loss: 1.3059 - d_accuracy: 0.7249Epoch 173: D Accuracy = 0.5950
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1290 - g_loss: 1.3172 - d_accuracy: 0.7202
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1435 - g_loss: 1.2975 - d_accuracy: 0.7102Epoch 174: D Accuracy = 0.6450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1441 - g_loss: 1.3073 - d_accuracy: 0.7079
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1604 - g_loss: 1.2654 - d_accuracy: 0.7023Epoch 175: D Accuracy = 0.7550
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1589 - g_loss: 1.2522 - d_accuracy: 0.7042
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1169 - g_loss: 1.2798 - d_accuracy: 0.7266Epoch 176: D Accuracy = 0.7000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1174 - g_loss: 1.2867 - d_accuracy: 0.7256
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1228 - g_loss: 1.2968 - d_accuracy: 0.7126Epoch 177: D Accuracy = 0.6350
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1237 - g_loss: 1.3105 - d_accuracy: 0.7098
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1452 - g_loss: 1.2826 - d_accuracy: 0.7137Epoch 178: D Accuracy = 0.7150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1474 - g_loss: 1.2741 - d_accuracy: 0.7137
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1176 - g_loss: 1.3208 - d_accuracy: 0.7166Epoch 179: D Accuracy = 0.6950
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1177 - g_loss: 1.3244 - d_accuracy: 0.7158
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1367 - g_loss: 1.3081 - d_accuracy: 0.7212Epoch 180: D Accuracy = 0.8050
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1333 - g_loss: 1.3070 - d_accuracy: 0.7242
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0991 - g_loss: 1.3007 - d_accuracy: 0.7316Epoch 181: D Accuracy = 0.8050
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0963 - g_loss: 1.3021 - d_accuracy: 0.7343
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1349 - g_loss: 1.3202 - d_accuracy: 0.7120Epoch 182: D Accuracy = 0.6850
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1378 - g_loss: 1.3034 - d_accuracy: 0.7110
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1345 - g_loss: 1.3517 - d_accuracy: 0.7077Epoch 183: D Accuracy = 0.6500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1330 - g_loss: 1.3644 - d_accuracy: 0.7056
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1271 - g_loss: 1.3185 - d_accuracy: 0.7225Epoch 184: D Accuracy = 0.7700
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1224 - g_loss: 1.3223 - d_accuracy: 0.7242
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1158 - g_loss: 1.2939 - d_accuracy: 0.7233Epoch 185: D Accuracy = 0.7700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1161 - g_loss: 1.2816 - d_accuracy: 0.7249
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1200 - g_loss: 1.3130 - d_accuracy: 0.7212Epoch 186: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1221 - g_loss: 1.2986 - d_accuracy: 0.7222
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0956 - g_loss: 1.3490 - d_accuracy: 0.7338Epoch 187: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0955 - g_loss: 1.3422 - d_accuracy: 0.7344
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1549 - g_loss: 1.3373 - d_accuracy: 0.7043Epoch 188: D Accuracy = 0.7400
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1544 - g_loss: 1.3250 - d_accuracy: 0.7056
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1134 - g_loss: 1.3259 - d_accuracy: 0.7245Epoch 189: D Accuracy = 0.6150
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1177 - g_loss: 1.3365 - d_accuracy: 0.7205
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1011 - g_loss: 1.3145 - d_accuracy: 0.7325Epoch 190: D Accuracy = 0.6850
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1033 - g_loss: 1.3159 - d_accuracy: 0.7308
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1011 - g_loss: 1.3377 - d_accuracy: 0.7347Epoch 191: D Accuracy = 0.6950
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1009 - g_loss: 1.3485 - d_accuracy: 0.7332
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1273 - g_loss: 1.3627 - d_accuracy: 0.7224Epoch 192: D Accuracy = 0.5900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1327 - g_loss: 1.3727 - d_accuracy: 0.7176
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0914 - g_loss: 1.3347 - d_accuracy: 0.7413Epoch 193: D Accuracy = 0.8500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0860 - g_loss: 1.3324 - d_accuracy: 0.7451
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1113 - g_loss: 1.3550 - d_accuracy: 0.7275Epoch 194: D Accuracy = 0.7600
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1085 - g_loss: 1.3586 - d_accuracy: 0.7287
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1346 - g_loss: 1.3499 - d_accuracy: 0.7138Epoch 195: D Accuracy = 0.7450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1356 - g_loss: 1.3355 - d_accuracy: 0.7149
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0954 - g_loss: 1.3547 - d_accuracy: 0.7375Epoch 196: D Accuracy = 0.7200
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0949 - g_loss: 1.3607 - d_accuracy: 0.7368
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0889 - g_loss: 1.3278 - d_accuracy: 0.7486Epoch 197: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1012 - g_loss: 1.3061 - d_accuracy: 0.7441
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1065 - g_loss: 1.3709 - d_accuracy: 0.7291Epoch 198: D Accuracy = 0.6050
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1117 - g_loss: 1.3816 - d_accuracy: 0.7247
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0886 - g_loss: 1.3455 - d_accuracy: 0.7382Epoch 199: D Accuracy = 0.6350
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0938 - g_loss: 1.3499 - d_accuracy: 0.7345
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0986 - g_loss: 1.3627 - d_accuracy: 0.7416
Class 6 — Epoch 200 preview:
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Epoch 200: D Accuracy = 0.6550
27/27 [==============================] - 1s 41ms/step - d_loss: 1.1019 - g_loss: 1.3788 - d_accuracy: 0.7385
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1260 - g_loss: 1.3790 - d_accuracy: 0.7145Epoch 201: D Accuracy = 0.5700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1307 - g_loss: 1.4096 - d_accuracy: 0.7094
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0769 - g_loss: 1.3460 - d_accuracy: 0.7505Epoch 202: D Accuracy = 0.8100
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0735 - g_loss: 1.3499 - d_accuracy: 0.7526
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0855 - g_loss: 1.3700 - d_accuracy: 0.7367Epoch 203: D Accuracy = 0.7700
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0858 - g_loss: 1.3580 - d_accuracy: 0.7379
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0664 - g_loss: 1.4027 - d_accuracy: 0.7485Epoch 204: D Accuracy = 0.8100
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0652 - g_loss: 1.3930 - d_accuracy: 0.7507
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0978 - g_loss: 1.4280 - d_accuracy: 0.7340Epoch 205: D Accuracy = 0.6650
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0981 - g_loss: 1.4535 - d_accuracy: 0.7315
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1048 - g_loss: 1.3785 - d_accuracy: 0.7329Epoch 206: D Accuracy = 0.8000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1036 - g_loss: 1.3675 - d_accuracy: 0.7353
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0982 - g_loss: 1.3961 - d_accuracy: 0.7241Epoch 207: D Accuracy = 0.6400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0987 - g_loss: 1.4124 - d_accuracy: 0.7211
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0843 - g_loss: 1.4003 - d_accuracy: 0.7345Epoch 208: D Accuracy = 0.7650
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0807 - g_loss: 1.4079 - d_accuracy: 0.7356
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0952 - g_loss: 1.4176 - d_accuracy: 0.7306Epoch 209: D Accuracy = 0.8000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0918 - g_loss: 1.4185 - d_accuracy: 0.7331
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0771 - g_loss: 1.3797 - d_accuracy: 0.7500
Epoch 210: Generator loss improved from 0.6896 to 0.5643. Saving weights.
Epoch 210: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0905 - g_loss: 1.3505 - d_accuracy: 0.7438
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0826 - g_loss: 1.4297 - d_accuracy: 0.7481Epoch 211: D Accuracy = 0.7300
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0848 - g_loss: 1.4114 - d_accuracy: 0.7475
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0564 - g_loss: 1.4064 - d_accuracy: 0.7534Epoch 212: D Accuracy = 0.8800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0515 - g_loss: 1.4081 - d_accuracy: 0.7579
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0605 - g_loss: 1.4048 - d_accuracy: 0.7513Epoch 213: D Accuracy = 0.7900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0596 - g_loss: 1.3991 - d_accuracy: 0.7527
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0632 - g_loss: 1.4924 - d_accuracy: 0.7454Epoch 214: D Accuracy = 0.6150
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0684 - g_loss: 1.5048 - d_accuracy: 0.7408
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0913 - g_loss: 1.4365 - d_accuracy: 0.7371Epoch 215: D Accuracy = 0.8200
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0862 - g_loss: 1.4367 - d_accuracy: 0.7401
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0731 - g_loss: 1.4352 - d_accuracy: 0.7505Epoch 216: D Accuracy = 0.7200
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0727 - g_loss: 1.4402 - d_accuracy: 0.7494
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0884 - g_loss: 1.4468 - d_accuracy: 0.7392Epoch 217: D Accuracy = 0.6450
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0912 - g_loss: 1.4624 - d_accuracy: 0.7358
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0583 - g_loss: 1.4282 - d_accuracy: 0.7541Epoch 218: D Accuracy = 0.7600
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0599 - g_loss: 1.4132 - d_accuracy: 0.7543
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0517 - g_loss: 1.4459 - d_accuracy: 0.7579Epoch 219: D Accuracy = 0.7800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0515 - g_loss: 1.4402 - d_accuracy: 0.7587
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0765 - g_loss: 1.4296 - d_accuracy: 0.7470Epoch 220: D Accuracy = 0.7750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0758 - g_loss: 1.4257 - d_accuracy: 0.7480
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0479 - g_loss: 1.4364 - d_accuracy: 0.7531Epoch 221: D Accuracy = 0.7250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0478 - g_loss: 1.4441 - d_accuracy: 0.7521
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0599 - g_loss: 1.4423 - d_accuracy: 0.7513Epoch 222: D Accuracy = 0.7900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0574 - g_loss: 1.4414 - d_accuracy: 0.7527
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0553 - g_loss: 1.4460 - d_accuracy: 0.7566Epoch 223: D Accuracy = 0.7450
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0535 - g_loss: 1.4530 - d_accuracy: 0.7562
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0745 - g_loss: 1.4850 - d_accuracy: 0.7335Epoch 224: D Accuracy = 0.7100
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0744 - g_loss: 1.4911 - d_accuracy: 0.7326
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0583 - g_loss: 1.4312 - d_accuracy: 0.7467Epoch 225: D Accuracy = 0.7400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0555 - g_loss: 1.4510 - d_accuracy: 0.7465
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1076 - g_loss: 1.4395 - d_accuracy: 0.7308Epoch 226: D Accuracy = 0.7200
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1127 - g_loss: 1.4156 - d_accuracy: 0.7304
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0602 - g_loss: 1.4743 - d_accuracy: 0.7457Epoch 227: D Accuracy = 0.7250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0620 - g_loss: 1.4778 - d_accuracy: 0.7450
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0288 - g_loss: 1.4434 - d_accuracy: 0.7720Epoch 228: D Accuracy = 0.7850
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0272 - g_loss: 1.4438 - d_accuracy: 0.7724
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0785 - g_loss: 1.4587 - d_accuracy: 0.7497Epoch 229: D Accuracy = 0.7650
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0786 - g_loss: 1.4474 - d_accuracy: 0.7502
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0186 - g_loss: 1.4576 - d_accuracy: 0.7731Epoch 230: D Accuracy = 0.7950
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0199 - g_loss: 1.4431 - d_accuracy: 0.7739
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0471 - g_loss: 1.5164 - d_accuracy: 0.7613Epoch 231: D Accuracy = 0.8600
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0409 - g_loss: 1.5211 - d_accuracy: 0.7648
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0581 - g_loss: 1.4777 - d_accuracy: 0.7523Epoch 232: D Accuracy = 0.7350
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0598 - g_loss: 1.4849 - d_accuracy: 0.7517
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0433 - g_loss: 1.4970 - d_accuracy: 0.7514Epoch 233: D Accuracy = 0.7800
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0423 - g_loss: 1.4843 - d_accuracy: 0.7524
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0418 - g_loss: 1.5089 - d_accuracy: 0.7659Epoch 234: D Accuracy = 0.7850
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0405 - g_loss: 1.5001 - d_accuracy: 0.7666
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0577 - g_loss: 1.5212 - d_accuracy: 0.7489Epoch 235: D Accuracy = 0.7550
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0573 - g_loss: 1.5271 - d_accuracy: 0.7491
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0165 - g_loss: 1.5016 - d_accuracy: 0.7748Epoch 236: D Accuracy = 0.8050
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0167 - g_loss: 1.4929 - d_accuracy: 0.7758
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9984 - g_loss: 1.5356 - d_accuracy: 0.7827Epoch 237: D Accuracy = 0.7800
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9976 - g_loss: 1.5420 - d_accuracy: 0.7826
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9975 - g_loss: 1.5261 - d_accuracy: 0.7869Epoch 238: D Accuracy = 0.7150
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0003 - g_loss: 1.5211 - d_accuracy: 0.7843
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0600 - g_loss: 1.5669 - d_accuracy: 0.7498Epoch 239: D Accuracy = 0.7850
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0565 - g_loss: 1.5714 - d_accuracy: 0.7511
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0326 - g_loss: 1.4886 - d_accuracy: 0.7678Epoch 240: D Accuracy = 0.8050
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0310 - g_loss: 1.4859 - d_accuracy: 0.7691
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0220 - g_loss: 1.5244 - d_accuracy: 0.7701Epoch 241: D Accuracy = 0.7150
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0291 - g_loss: 1.5082 - d_accuracy: 0.7681
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0423 - g_loss: 1.5033 - d_accuracy: 0.7592Epoch 242: D Accuracy = 0.7550
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0447 - g_loss: 1.4834 - d_accuracy: 0.7590
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0411 - g_loss: 1.5721 - d_accuracy: 0.7520Epoch 243: D Accuracy = 0.6800
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0461 - g_loss: 1.5773 - d_accuracy: 0.7495
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0413 - g_loss: 1.5287 - d_accuracy: 0.7608Epoch 244: D Accuracy = 0.7300
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0444 - g_loss: 1.5053 - d_accuracy: 0.7597
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0671 - g_loss: 1.5251 - d_accuracy: 0.7456Epoch 245: D Accuracy = 0.7300
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0685 - g_loss: 1.5146 - d_accuracy: 0.7451
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0166 - g_loss: 1.4875 - d_accuracy: 0.7687Epoch 246: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0204 - g_loss: 1.4673 - d_accuracy: 0.7680
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0431 - g_loss: 1.5451 - d_accuracy: 0.7570Epoch 247: D Accuracy = 0.7350
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0454 - g_loss: 1.5261 - d_accuracy: 0.7562
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0219 - g_loss: 1.5749 - d_accuracy: 0.7625Epoch 248: D Accuracy = 0.6700
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0243 - g_loss: 1.6032 - d_accuracy: 0.7592
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0838 - g_loss: 1.5623 - d_accuracy: 0.7633Epoch 249: D Accuracy = 0.8600
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0765 - g_loss: 1.5635 - d_accuracy: 0.7668
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0280 - g_loss: 1.5476 - d_accuracy: 0.7641Epoch 250: D Accuracy = 0.8350
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0239 - g_loss: 1.5547 - d_accuracy: 0.7667
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9902 - g_loss: 1.5802 - d_accuracy: 0.7874Epoch 251: D Accuracy = 0.8300
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9868 - g_loss: 1.5798 - d_accuracy: 0.7889
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9965 - g_loss: 1.5963 - d_accuracy: 0.7843Epoch 252: D Accuracy = 0.8050
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9960 - g_loss: 1.5943 - d_accuracy: 0.7850
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0101 - g_loss: 1.5534 - d_accuracy: 0.7716Epoch 253: D Accuracy = 0.8850
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0047 - g_loss: 1.5466 - d_accuracy: 0.7757
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9765 - g_loss: 1.5502 - d_accuracy: 0.7953Epoch 254: D Accuracy = 0.8050
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9766 - g_loss: 1.5414 - d_accuracy: 0.7956
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0623 - g_loss: 1.5938 - d_accuracy: 0.7530Epoch 255: D Accuracy = 0.7800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0631 - g_loss: 1.5734 - d_accuracy: 0.7540
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9613 - g_loss: 1.5682 - d_accuracy: 0.8052Epoch 256: D Accuracy = 0.7400
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9677 - g_loss: 1.5504 - d_accuracy: 0.8029
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9911 - g_loss: 1.6174 - d_accuracy: 0.7841Epoch 257: D Accuracy = 0.8900
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9873 - g_loss: 1.6127 - d_accuracy: 0.7879
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0047 - g_loss: 1.5951 - d_accuracy: 0.7784Epoch 258: D Accuracy = 0.8100
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0021 - g_loss: 1.5955 - d_accuracy: 0.7795
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0091 - g_loss: 1.5895 - d_accuracy: 0.7767Epoch 259: D Accuracy = 0.6700
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0139 - g_loss: 1.5997 - d_accuracy: 0.7729
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9951 - g_loss: 1.6225 - d_accuracy: 0.7848Epoch 260: D Accuracy = 0.7050
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9972 - g_loss: 1.6232 - d_accuracy: 0.7819
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0155 - g_loss: 1.5970 - d_accuracy: 0.7756Epoch 261: D Accuracy = 0.7550
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0137 - g_loss: 1.6029 - d_accuracy: 0.7749
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9775 - g_loss: 1.5874 - d_accuracy: 0.7921Epoch 262: D Accuracy = 0.7850
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9806 - g_loss: 1.5644 - d_accuracy: 0.7918
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9811 - g_loss: 1.6381 - d_accuracy: 0.7905Epoch 263: D Accuracy = 0.6200
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9858 - g_loss: 1.6681 - d_accuracy: 0.7844
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9817 - g_loss: 1.6049 - d_accuracy: 0.7857Epoch 264: D Accuracy = 0.7300
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9845 - g_loss: 1.6086 - d_accuracy: 0.7837
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9574 - g_loss: 1.6466 - d_accuracy: 0.7992Epoch 265: D Accuracy = 0.8900
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9532 - g_loss: 1.6515 - d_accuracy: 0.8024
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9233 - g_loss: 1.6447 - d_accuracy: 0.8203Epoch 266: D Accuracy = 0.8150
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9269 - g_loss: 1.6334 - d_accuracy: 0.8201
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0601 - g_loss: 1.6842 - d_accuracy: 0.7517Epoch 267: D Accuracy = 0.8400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0551 - g_loss: 1.6797 - d_accuracy: 0.7549
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9952 - g_loss: 1.6652 - d_accuracy: 0.7854Epoch 268: D Accuracy = 0.8500
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9929 - g_loss: 1.6645 - d_accuracy: 0.7877
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9987 - g_loss: 1.6122 - d_accuracy: 0.7813Epoch 269: D Accuracy = 0.7950
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9995 - g_loss: 1.5979 - d_accuracy: 0.7818
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0242 - g_loss: 1.6557 - d_accuracy: 0.7725Epoch 270: D Accuracy = 0.8350
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0219 - g_loss: 1.6442 - d_accuracy: 0.7748
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0118 - g_loss: 1.6694 - d_accuracy: 0.7669Epoch 271: D Accuracy = 0.5450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0282 - g_loss: 1.7091 - d_accuracy: 0.7589
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9681 - g_loss: 1.6289 - d_accuracy: 0.8007Epoch 272: D Accuracy = 0.6650
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9738 - g_loss: 1.6307 - d_accuracy: 0.7958
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0208 - g_loss: 1.6190 - d_accuracy: 0.7663Epoch 273: D Accuracy = 0.8000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0198 - g_loss: 1.6101 - d_accuracy: 0.7675
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9527 - g_loss: 1.6167 - d_accuracy: 0.8041Epoch 274: D Accuracy = 0.7800
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9521 - g_loss: 1.6270 - d_accuracy: 0.8032
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9663 - g_loss: 1.6220 - d_accuracy: 0.7979Epoch 275: D Accuracy = 0.8750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9633 - g_loss: 1.6168 - d_accuracy: 0.8006
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1145 - g_loss: 1.7305 - d_accuracy: 0.7556Epoch 276: D Accuracy = 0.8200
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1092 - g_loss: 1.7188 - d_accuracy: 0.7579
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9681 - g_loss: 1.6251 - d_accuracy: 0.7986Epoch 277: D Accuracy = 0.8250
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9669 - g_loss: 1.6218 - d_accuracy: 0.7996
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9930 - g_loss: 1.6514 - d_accuracy: 0.7790Epoch 278: D Accuracy = 0.8150
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9931 - g_loss: 1.6362 - d_accuracy: 0.7803
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9229 - g_loss: 1.6727 - d_accuracy: 0.8181Epoch 279: D Accuracy = 0.8650
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9233 - g_loss: 1.6681 - d_accuracy: 0.8197
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9180 - g_loss: 1.6896 - d_accuracy: 0.8181Epoch 280: D Accuracy = 0.7450
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9180 - g_loss: 1.7067 - d_accuracy: 0.8155
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9842 - g_loss: 1.7023 - d_accuracy: 0.7842Epoch 281: D Accuracy = 0.6800
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9865 - g_loss: 1.7436 - d_accuracy: 0.7804
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9693 - g_loss: 1.7036 - d_accuracy: 0.7914Epoch 282: D Accuracy = 0.7300
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9738 - g_loss: 1.6916 - d_accuracy: 0.7892
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9497 - g_loss: 1.6810 - d_accuracy: 0.8053Epoch 283: D Accuracy = 0.8300
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9482 - g_loss: 1.6873 - d_accuracy: 0.8062
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9564 - g_loss: 1.6293 - d_accuracy: 0.8029Epoch 284: D Accuracy = 0.7800
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9596 - g_loss: 1.6145 - d_accuracy: 0.8021
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9845 - g_loss: 1.7285 - d_accuracy: 0.7762Epoch 285: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9831 - g_loss: 1.7342 - d_accuracy: 0.7753
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9935 - g_loss: 1.6732 - d_accuracy: 0.7802Epoch 286: D Accuracy = 0.8400
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9901 - g_loss: 1.6634 - d_accuracy: 0.7824
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0221 - g_loss: 1.7018 - d_accuracy: 0.7744Epoch 287: D Accuracy = 0.7850
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0245 - g_loss: 1.6799 - d_accuracy: 0.7748
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9500 - g_loss: 1.7262 - d_accuracy: 0.7955Epoch 288: D Accuracy = 0.8300
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9456 - g_loss: 1.7405 - d_accuracy: 0.7967
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9710 - g_loss: 1.6626 - d_accuracy: 0.7971Epoch 289: D Accuracy = 0.8150
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9720 - g_loss: 1.6418 - d_accuracy: 0.7978
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9519 - g_loss: 1.7964 - d_accuracy: 0.7971Epoch 290: D Accuracy = 0.7100
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9561 - g_loss: 1.8169 - d_accuracy: 0.7940
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9721 - g_loss: 1.6567 - d_accuracy: 0.7912Epoch 291: D Accuracy = 0.7650
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9774 - g_loss: 1.6334 - d_accuracy: 0.7903
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9275 - g_loss: 1.7567 - d_accuracy: 0.8092Epoch 292: D Accuracy = 0.9200
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9231 - g_loss: 1.7481 - d_accuracy: 0.8132
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9753 - g_loss: 1.6859 - d_accuracy: 0.7912Epoch 293: D Accuracy = 0.8150
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9735 - g_loss: 1.6860 - d_accuracy: 0.7920
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9468 - g_loss: 1.7525 - d_accuracy: 0.8044Epoch 294: D Accuracy = 0.8800
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9415 - g_loss: 1.7527 - d_accuracy: 0.8071
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9379 - g_loss: 1.7404 - d_accuracy: 0.8058Epoch 295: D Accuracy = 0.8350
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9401 - g_loss: 1.7273 - d_accuracy: 0.8069
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9766 - g_loss: 1.7115 - d_accuracy: 0.7897Epoch 296: D Accuracy = 0.8850
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9702 - g_loss: 1.7156 - d_accuracy: 0.7931
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9300 - g_loss: 1.7416 - d_accuracy: 0.8091Epoch 297: D Accuracy = 0.8800
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9228 - g_loss: 1.7614 - d_accuracy: 0.8116
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9542 - g_loss: 1.7422 - d_accuracy: 0.8045Epoch 298: D Accuracy = 0.8000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9484 - g_loss: 1.7734 - d_accuracy: 0.8044
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9898 - g_loss: 1.7204 - d_accuracy: 0.7791Epoch 299: D Accuracy = 0.8900
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9838 - g_loss: 1.7185 - d_accuracy: 0.7830
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9351 - g_loss: 1.7380 - d_accuracy: 0.8047
Class 6 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.8800
27/27 [==============================] - 1s 41ms/step - d_loss: 0.9322 - g_loss: 1.7413 - d_accuracy: 0.8074
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9318 - g_loss: 1.7356 - d_accuracy: 0.8067Epoch 301: D Accuracy = 0.8500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9299 - g_loss: 1.7233 - d_accuracy: 0.8082
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9966 - g_loss: 1.7543 - d_accuracy: 0.7720Epoch 302: D Accuracy = 0.8250
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9942 - g_loss: 1.7458 - d_accuracy: 0.7739
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9215 - g_loss: 1.7551 - d_accuracy: 0.8159Epoch 303: D Accuracy = 0.8600
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9220 - g_loss: 1.7393 - d_accuracy: 0.8174
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9444 - g_loss: 1.7042 - d_accuracy: 0.8034Epoch 304: D Accuracy = 0.8100
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9438 - g_loss: 1.7158 - d_accuracy: 0.8037
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9469 - g_loss: 1.7756 - d_accuracy: 0.8008Epoch 305: D Accuracy = 0.8800
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9443 - g_loss: 1.7680 - d_accuracy: 0.8036
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9041 - g_loss: 1.7597 - d_accuracy: 0.8244Epoch 306: D Accuracy = 0.7950
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9028 - g_loss: 1.7759 - d_accuracy: 0.8234
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9570 - g_loss: 1.7643 - d_accuracy: 0.7944Epoch 307: D Accuracy = 0.8750
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9528 - g_loss: 1.7588 - d_accuracy: 0.7973
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9807 - g_loss: 1.8047 - d_accuracy: 0.7821Epoch 308: D Accuracy = 0.6450
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9902 - g_loss: 1.8327 - d_accuracy: 0.7772
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9267 - g_loss: 1.7199 - d_accuracy: 0.8116Epoch 309: D Accuracy = 0.7150
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9294 - g_loss: 1.7363 - d_accuracy: 0.8082
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9614 - g_loss: 1.7929 - d_accuracy: 0.7883Epoch 310: D Accuracy = 0.8150
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9594 - g_loss: 1.7929 - d_accuracy: 0.7892
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9346 - g_loss: 1.8078 - d_accuracy: 0.7991Epoch 311: D Accuracy = 0.7050
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9373 - g_loss: 1.8183 - d_accuracy: 0.7958
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9397 - g_loss: 1.7583 - d_accuracy: 0.8070Epoch 312: D Accuracy = 0.8450
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9380 - g_loss: 1.7497 - d_accuracy: 0.8084
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9233 - g_loss: 1.7636 - d_accuracy: 0.8178Epoch 313: D Accuracy = 0.8150
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9245 - g_loss: 1.7523 - d_accuracy: 0.8177
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9432 - g_loss: 1.7297 - d_accuracy: 0.8067Epoch 314: D Accuracy = 0.8200
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9424 - g_loss: 1.7278 - d_accuracy: 0.8072
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0041 - g_loss: 1.7567 - d_accuracy: 0.7766Epoch 315: D Accuracy = 0.8600
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0023 - g_loss: 1.7376 - d_accuracy: 0.7796
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9251 - g_loss: 1.7695 - d_accuracy: 0.8115Epoch 316: D Accuracy = 0.8350
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9263 - g_loss: 1.7577 - d_accuracy: 0.8123
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8904 - g_loss: 1.8317 - d_accuracy: 0.8317Epoch 317: D Accuracy = 0.8150
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8914 - g_loss: 1.8275 - d_accuracy: 0.8311
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9940 - g_loss: 1.8574 - d_accuracy: 0.7787Epoch 318: D Accuracy = 0.8300
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9931 - g_loss: 1.8363 - d_accuracy: 0.7805
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9427 - g_loss: 1.7994 - d_accuracy: 0.8032Epoch 319: D Accuracy = 0.6750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9482 - g_loss: 1.8225 - d_accuracy: 0.7986
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9536 - g_loss: 1.8082 - d_accuracy: 0.7974Epoch 320: D Accuracy = 0.8350
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9504 - g_loss: 1.8130 - d_accuracy: 0.7988
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9272 - g_loss: 1.7936 - d_accuracy: 0.8158Epoch 321: D Accuracy = 0.8300
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9273 - g_loss: 1.7903 - d_accuracy: 0.8163
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9418 - g_loss: 1.8198 - d_accuracy: 0.7937Epoch 322: D Accuracy = 0.8550
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9404 - g_loss: 1.7981 - d_accuracy: 0.7959
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9600 - g_loss: 1.8156 - d_accuracy: 0.7928Epoch 323: D Accuracy = 0.7100
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9697 - g_loss: 1.7833 - d_accuracy: 0.7898
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9507 - g_loss: 1.8317 - d_accuracy: 0.7984Epoch 324: D Accuracy = 0.8250
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9507 - g_loss: 1.8259 - d_accuracy: 0.7993
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9030 - g_loss: 1.8399 - d_accuracy: 0.8212Epoch 325: D Accuracy = 0.7000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9089 - g_loss: 1.8457 - d_accuracy: 0.8169
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9655 - g_loss: 1.8257 - d_accuracy: 0.8066Epoch 326: D Accuracy = 0.8400
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9634 - g_loss: 1.8180 - d_accuracy: 0.8078
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9681 - g_loss: 1.7985 - d_accuracy: 0.7959Epoch 327: D Accuracy = 0.8200
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9628 - g_loss: 1.8079 - d_accuracy: 0.7967
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8650 - g_loss: 1.8553 - d_accuracy: 0.8428Epoch 328: D Accuracy = 0.6300
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8763 - g_loss: 1.8917 - d_accuracy: 0.8352
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9720 - g_loss: 1.8154 - d_accuracy: 0.7857Epoch 329: D Accuracy = 0.8650
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9662 - g_loss: 1.8221 - d_accuracy: 0.7885
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8697 - g_loss: 1.8428 - d_accuracy: 0.8426Epoch 330: D Accuracy = 0.8600
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8698 - g_loss: 1.8352 - d_accuracy: 0.8432
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9606 - g_loss: 1.9045 - d_accuracy: 0.8024Epoch 331: D Accuracy = 0.8550
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9561 - g_loss: 1.9108 - d_accuracy: 0.8042
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8775 - g_loss: 1.8791 - d_accuracy: 0.8330Epoch 332: D Accuracy = 0.8550
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8775 - g_loss: 1.8611 - d_accuracy: 0.8338
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8986 - g_loss: 1.8749 - d_accuracy: 0.8244Epoch 333: D Accuracy = 0.8650
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8963 - g_loss: 1.8716 - d_accuracy: 0.8259
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0122 - g_loss: 1.8966 - d_accuracy: 0.7682Epoch 334: D Accuracy = 0.5650
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0221 - g_loss: 1.9283 - d_accuracy: 0.7609
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9069 - g_loss: 1.8341 - d_accuracy: 0.8205Epoch 335: D Accuracy = 0.5650
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9238 - g_loss: 1.8581 - d_accuracy: 0.8114
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9180 - g_loss: 1.8768 - d_accuracy: 0.8214Epoch 336: D Accuracy = 0.7250
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9201 - g_loss: 1.8833 - d_accuracy: 0.8180
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8863 - g_loss: 1.8782 - d_accuracy: 0.8240Epoch 337: D Accuracy = 0.7050
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8898 - g_loss: 1.8954 - d_accuracy: 0.8197
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9034 - g_loss: 1.8894 - d_accuracy: 0.8195Epoch 338: D Accuracy = 0.8650
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9027 - g_loss: 1.8720 - d_accuracy: 0.8211
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8677 - g_loss: 1.8637 - d_accuracy: 0.8451Epoch 339: D Accuracy = 0.9400
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8636 - g_loss: 1.8599 - d_accuracy: 0.8485
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9249 - g_loss: 1.9211 - d_accuracy: 0.8077Epoch 340: D Accuracy = 0.6050
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9409 - g_loss: 1.9580 - d_accuracy: 0.8005
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9506 - g_loss: 1.8469 - d_accuracy: 0.7978Epoch 341: D Accuracy = 0.8500
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9504 - g_loss: 1.8225 - d_accuracy: 0.7997
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8880 - g_loss: 1.9075 - d_accuracy: 0.8252Epoch 342: D Accuracy = 0.8400
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8855 - g_loss: 1.9237 - d_accuracy: 0.8258
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9023 - g_loss: 1.8649 - d_accuracy: 0.8194Epoch 343: D Accuracy = 0.8500
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9032 - g_loss: 1.8533 - d_accuracy: 0.8205
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9439 - g_loss: 1.9122 - d_accuracy: 0.7983Epoch 344: D Accuracy = 0.8200
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9414 - g_loss: 1.9116 - d_accuracy: 0.7991
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9095 - g_loss: 1.8198 - d_accuracy: 0.8238Epoch 345: D Accuracy = 0.6950
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9215 - g_loss: 1.7847 - d_accuracy: 0.8192
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9194 - g_loss: 1.8612 - d_accuracy: 0.8095Epoch 346: D Accuracy = 0.8800
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9170 - g_loss: 1.8480 - d_accuracy: 0.8120
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8697 - g_loss: 1.9061 - d_accuracy: 0.8327Epoch 347: D Accuracy = 0.8900
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8655 - g_loss: 1.9133 - d_accuracy: 0.8348
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8899 - g_loss: 1.9297 - d_accuracy: 0.8265Epoch 348: D Accuracy = 0.8200
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8883 - g_loss: 1.9454 - d_accuracy: 0.8263
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9013 - g_loss: 1.8790 - d_accuracy: 0.8194Epoch 349: D Accuracy = 0.8100
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8993 - g_loss: 1.8894 - d_accuracy: 0.8190
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8986 - g_loss: 1.9412 - d_accuracy: 0.8249Epoch 350: D Accuracy = 0.7450
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8979 - g_loss: 1.9754 - d_accuracy: 0.8220
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8667 - g_loss: 1.8960 - d_accuracy: 0.8410Epoch 351: D Accuracy = 0.8550
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8695 - g_loss: 1.8785 - d_accuracy: 0.8415
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9157 - g_loss: 1.9678 - d_accuracy: 0.8116Epoch 352: D Accuracy = 0.8900
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9139 - g_loss: 1.9532 - d_accuracy: 0.8144
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9248 - g_loss: 1.9274 - d_accuracy: 0.8217Epoch 353: D Accuracy = 0.8300
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9255 - g_loss: 1.9151 - d_accuracy: 0.8220
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9309 - g_loss: 1.9142 - d_accuracy: 0.8048Epoch 354: D Accuracy = 0.7700
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9278 - g_loss: 1.9358 - d_accuracy: 0.8036
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8612 - g_loss: 1.8981 - d_accuracy: 0.8442Epoch 355: D Accuracy = 0.8550
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8636 - g_loss: 1.8833 - d_accuracy: 0.8446
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8909 - g_loss: 1.9651 - d_accuracy: 0.8254Epoch 356: D Accuracy = 0.7850
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8926 - g_loss: 1.9706 - d_accuracy: 0.8239
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8690 - g_loss: 1.9691 - d_accuracy: 0.8330Epoch 357: D Accuracy = 0.8500
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8670 - g_loss: 1.9848 - d_accuracy: 0.8336
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8825 - g_loss: 1.9036 - d_accuracy: 0.8306Epoch 358: D Accuracy = 0.8400
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8846 - g_loss: 1.8867 - d_accuracy: 0.8309
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9205 - g_loss: 1.9540 - d_accuracy: 0.8076Epoch 359: D Accuracy = 0.7750
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9194 - g_loss: 1.9588 - d_accuracy: 0.8065
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8643 - g_loss: 1.9177 - d_accuracy: 0.8400Epoch 360: D Accuracy = 0.8400
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8641 - g_loss: 1.9074 - d_accuracy: 0.8400
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8476 - g_loss: 1.9786 - d_accuracy: 0.8396Epoch 361: D Accuracy = 0.8150
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8471 - g_loss: 2.0008 - d_accuracy: 0.8388
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8841 - g_loss: 1.9402 - d_accuracy: 0.8346Epoch 362: D Accuracy = 0.7950
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8905 - g_loss: 1.9089 - d_accuracy: 0.8332
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9108 - g_loss: 2.0402 - d_accuracy: 0.8168Epoch 363: D Accuracy = 0.8150
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9074 - g_loss: 2.0591 - d_accuracy: 0.8167
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8819 - g_loss: 1.9721 - d_accuracy: 0.8245Epoch 364: D Accuracy = 0.6100
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8936 - g_loss: 2.0296 - d_accuracy: 0.8169
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8830 - g_loss: 1.9907 - d_accuracy: 0.8305Epoch 365: D Accuracy = 0.8150
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8879 - g_loss: 1.9638 - d_accuracy: 0.8300
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9145 - g_loss: 1.9420 - d_accuracy: 0.8122Epoch 366: D Accuracy = 0.7700
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9199 - g_loss: 1.9134 - d_accuracy: 0.8107
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8777 - g_loss: 2.0108 - d_accuracy: 0.8254Epoch 367: D Accuracy = 0.7150
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8782 - g_loss: 2.0338 - d_accuracy: 0.8214
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8443 - g_loss: 2.0056 - d_accuracy: 0.8458Epoch 368: D Accuracy = 0.6800
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8506 - g_loss: 2.0370 - d_accuracy: 0.8399
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9598 - g_loss: 1.9765 - d_accuracy: 0.7921Epoch 369: D Accuracy = 0.6950
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9598 - g_loss: 2.0021 - d_accuracy: 0.7886
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8641 - g_loss: 1.9554 - d_accuracy: 0.8300Epoch 370: D Accuracy = 0.7100
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8694 - g_loss: 1.9744 - d_accuracy: 0.8257
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8738 - g_loss: 1.9281 - d_accuracy: 0.8306Epoch 371: D Accuracy = 0.9100
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8699 - g_loss: 1.9184 - d_accuracy: 0.8334
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8837 - g_loss: 2.0411 - d_accuracy: 0.8279Epoch 372: D Accuracy = 0.6850
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8889 - g_loss: 2.0695 - d_accuracy: 0.8228
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8684 - g_loss: 1.9352 - d_accuracy: 0.8337Epoch 373: D Accuracy = 0.9200
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8668 - g_loss: 1.9180 - d_accuracy: 0.8368
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8180 - g_loss: 1.9738 - d_accuracy: 0.8617Epoch 374: D Accuracy = 0.8800
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8192 - g_loss: 1.9632 - d_accuracy: 0.8624
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9500 - g_loss: 2.0641 - d_accuracy: 0.7951Epoch 375: D Accuracy = 0.7250
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9510 - g_loss: 2.0892 - d_accuracy: 0.7926
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8994 - g_loss: 1.9939 - d_accuracy: 0.8164Epoch 376: D Accuracy = 0.8400
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8930 - g_loss: 2.0203 - d_accuracy: 0.8173
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8896 - g_loss: 1.9433 - d_accuracy: 0.8233Epoch 377: D Accuracy = 0.9000
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8856 - g_loss: 1.9330 - d_accuracy: 0.8260
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8599 - g_loss: 1.9821 - d_accuracy: 0.8354Epoch 378: D Accuracy = 0.7850
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8618 - g_loss: 1.9828 - d_accuracy: 0.8336
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9008 - g_loss: 2.0036 - d_accuracy: 0.8241Epoch 379: D Accuracy = 0.8600
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8993 - g_loss: 1.9907 - d_accuracy: 0.8254
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8530 - g_loss: 2.0318 - d_accuracy: 0.8378Epoch 380: D Accuracy = 0.9100
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8494 - g_loss: 2.0291 - d_accuracy: 0.8404
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8965 - g_loss: 1.9916 - d_accuracy: 0.8218Epoch 381: D Accuracy = 0.6850
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9137 - g_loss: 1.9487 - d_accuracy: 0.8169
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9164 - g_loss: 2.0221 - d_accuracy: 0.8141Epoch 382: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9355 - g_loss: 2.0366 - d_accuracy: 0.8056
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8261 - g_loss: 1.9943 - d_accuracy: 0.8542Epoch 383: D Accuracy = 0.8600
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8275 - g_loss: 1.9844 - d_accuracy: 0.8544
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9448 - g_loss: 2.0003 - d_accuracy: 0.7989Epoch 384: D Accuracy = 0.9250
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9389 - g_loss: 1.9858 - d_accuracy: 0.8034
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8583 - g_loss: 2.0796 - d_accuracy: 0.8368Epoch 385: D Accuracy = 0.6650
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8649 - g_loss: 2.1055 - d_accuracy: 0.8307
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8753 - g_loss: 2.0292 - d_accuracy: 0.8306Epoch 386: D Accuracy = 0.9100
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8698 - g_loss: 2.0436 - d_accuracy: 0.8334
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8641 - g_loss: 2.0281 - d_accuracy: 0.8329Epoch 387: D Accuracy = 0.8450
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8624 - g_loss: 2.0414 - d_accuracy: 0.8334
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9258 - g_loss: 2.0279 - d_accuracy: 0.8002Epoch 388: D Accuracy = 0.9300
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9174 - g_loss: 2.0370 - d_accuracy: 0.8048
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8816 - g_loss: 2.0513 - d_accuracy: 0.8256Epoch 389: D Accuracy = 0.7050
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8852 - g_loss: 2.0699 - d_accuracy: 0.8213
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8422 - g_loss: 2.0178 - d_accuracy: 0.8450Epoch 390: D Accuracy = 0.9400
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8382 - g_loss: 2.0176 - d_accuracy: 0.8484
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8505 - g_loss: 2.0715 - d_accuracy: 0.8447Epoch 391: D Accuracy = 0.8850
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8503 - g_loss: 2.0645 - d_accuracy: 0.8461
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9391 - g_loss: 2.0241 - d_accuracy: 0.8013Epoch 392: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9392 - g_loss: 2.0005 - d_accuracy: 0.8013
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8985 - g_loss: 1.9775 - d_accuracy: 0.8152Epoch 393: D Accuracy = 0.9250
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8916 - g_loss: 1.9777 - d_accuracy: 0.8191
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8269 - g_loss: 2.0075 - d_accuracy: 0.8557Epoch 394: D Accuracy = 0.7750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8298 - g_loss: 2.0114 - d_accuracy: 0.8528
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8584 - g_loss: 2.1510 - d_accuracy: 0.8283Epoch 395: D Accuracy = 0.6800
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8623 - g_loss: 2.1880 - d_accuracy: 0.8230
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8196 - g_loss: 2.0445 - d_accuracy: 0.8565Epoch 396: D Accuracy = 0.8550
27/27 [==============================] - 1s 38ms/step - d_loss: 0.8221 - g_loss: 2.0195 - d_accuracy: 0.8564
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8019 - g_loss: 2.0675 - d_accuracy: 0.8647Epoch 397: D Accuracy = 0.9050
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8002 - g_loss: 2.0694 - d_accuracy: 0.8661
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8953 - g_loss: 2.1187 - d_accuracy: 0.8235Epoch 398: D Accuracy = 0.8900
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8895 - g_loss: 2.1200 - d_accuracy: 0.8258
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9013 - g_loss: 2.1055 - d_accuracy: 0.8093Epoch 399: D Accuracy = 0.7250
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8998 - g_loss: 2.1392 - d_accuracy: 0.8063
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8322 - g_loss: 2.0581 - d_accuracy: 0.8499
Class 6 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.8850
27/27 [==============================] - 1s 40ms/step - d_loss: 0.8313 - g_loss: 2.0494 - d_accuracy: 0.8512
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9178 - g_loss: 2.1146 - d_accuracy: 0.8066Epoch 401: D Accuracy = 0.9200
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9103 - g_loss: 2.1149 - d_accuracy: 0.8107
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8350 - g_loss: 2.0617 - d_accuracy: 0.8478Epoch 402: D Accuracy = 0.9050
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8320 - g_loss: 2.0715 - d_accuracy: 0.8498
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8306 - g_loss: 2.0684 - d_accuracy: 0.8474Epoch 403: D Accuracy = 0.7700
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8332 - g_loss: 2.0723 - d_accuracy: 0.8446
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8450 - g_loss: 2.1358 - d_accuracy: 0.8437Epoch 404: D Accuracy = 0.9250
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8410 - g_loss: 2.1274 - d_accuracy: 0.8466
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8781 - g_loss: 2.0787 - d_accuracy: 0.8275Epoch 405: D Accuracy = 0.8100
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8757 - g_loss: 2.1006 - d_accuracy: 0.8268
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8421 - g_loss: 2.0742 - d_accuracy: 0.8434Epoch 406: D Accuracy = 0.8800
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8426 - g_loss: 2.0564 - d_accuracy: 0.8447
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8922 - g_loss: 2.1163 - d_accuracy: 0.8231Epoch 407: D Accuracy = 0.9150
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8880 - g_loss: 2.1060 - d_accuracy: 0.8264
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7881 - g_loss: 2.1359 - d_accuracy: 0.8692Epoch 408: D Accuracy = 0.7650
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7922 - g_loss: 2.1522 - d_accuracy: 0.8655
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8166 - g_loss: 2.1690 - d_accuracy: 0.8593Epoch 409: D Accuracy = 0.8100
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8166 - g_loss: 2.1873 - d_accuracy: 0.8575
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8281 - g_loss: 2.0638 - d_accuracy: 0.8519Epoch 410: D Accuracy = 0.9150
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8246 - g_loss: 2.0513 - d_accuracy: 0.8541
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8915 - g_loss: 2.0725 - d_accuracy: 0.8225Epoch 411: D Accuracy = 0.8650
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8925 - g_loss: 2.0467 - d_accuracy: 0.8241
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7706 - g_loss: 2.1500 - d_accuracy: 0.8752Epoch 412: D Accuracy = 0.8500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7753 - g_loss: 2.1232 - d_accuracy: 0.8743
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8752 - g_loss: 2.1495 - d_accuracy: 0.8254Epoch 413: D Accuracy = 0.8400
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8767 - g_loss: 2.1224 - d_accuracy: 0.8259
Epoch 414/500
26/27 [===========================>..] - ETA: 0s - d_loss: 0.8422 - g_loss: 2.1661 - d_accuracy: 0.8400Epoch 414: D Accuracy = 0.8700
27/27 [==============================] - 1s 40ms/step - d_loss: 0.8440 - g_loss: 2.1224 - d_accuracy: 0.8421
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8267 - g_loss: 2.1411 - d_accuracy: 0.8440Epoch 415: D Accuracy = 0.6950
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8337 - g_loss: 2.1581 - d_accuracy: 0.8387
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8394 - g_loss: 2.0836 - d_accuracy: 0.8472Epoch 416: D Accuracy = 0.9050
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8365 - g_loss: 2.0745 - d_accuracy: 0.8492
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9033 - g_loss: 2.1558 - d_accuracy: 0.8215Epoch 417: D Accuracy = 0.8200
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9015 - g_loss: 2.1706 - d_accuracy: 0.8214
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7756 - g_loss: 2.1101 - d_accuracy: 0.8786Epoch 418: D Accuracy = 0.9100
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7737 - g_loss: 2.1050 - d_accuracy: 0.8797
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8647 - g_loss: 2.1428 - d_accuracy: 0.8298Epoch 419: D Accuracy = 0.7950
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8743 - g_loss: 2.1019 - d_accuracy: 0.8285
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8777 - g_loss: 2.1156 - d_accuracy: 0.8262Epoch 420: D Accuracy = 0.8750
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8760 - g_loss: 2.0913 - d_accuracy: 0.8280
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9143 - g_loss: 2.0875 - d_accuracy: 0.8152Epoch 421: D Accuracy = 0.9200
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9095 - g_loss: 2.0724 - d_accuracy: 0.8189
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8405 - g_loss: 2.1520 - d_accuracy: 0.8416Epoch 422: D Accuracy = 0.9150
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8360 - g_loss: 2.1399 - d_accuracy: 0.8442
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8258 - g_loss: 2.0986 - d_accuracy: 0.8507Epoch 423: D Accuracy = 0.8900
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8244 - g_loss: 2.0847 - d_accuracy: 0.8521
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7727 - g_loss: 2.1560 - d_accuracy: 0.8731Epoch 424: D Accuracy = 0.8850
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7750 - g_loss: 2.1313 - d_accuracy: 0.8735
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8454 - g_loss: 2.1907 - d_accuracy: 0.8441Epoch 425: D Accuracy = 0.8650
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8417 - g_loss: 2.1936 - d_accuracy: 0.8448
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8571 - g_loss: 2.1993 - d_accuracy: 0.8396Epoch 426: D Accuracy = 0.8300
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8558 - g_loss: 2.1968 - d_accuracy: 0.8393
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8482 - g_loss: 2.1479 - d_accuracy: 0.8386Epoch 427: D Accuracy = 0.8700
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8465 - g_loss: 2.1461 - d_accuracy: 0.8398
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9115 - g_loss: 2.1737 - d_accuracy: 0.8099Epoch 428: D Accuracy = 0.7000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9165 - g_loss: 2.1917 - d_accuracy: 0.8060
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8615 - g_loss: 2.1454 - d_accuracy: 0.8309Epoch 429: D Accuracy = 0.8450
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8588 - g_loss: 2.1645 - d_accuracy: 0.8314
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7931 - g_loss: 2.1519 - d_accuracy: 0.8720Epoch 430: D Accuracy = 0.9150
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7914 - g_loss: 2.1432 - d_accuracy: 0.8735
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8095 - g_loss: 2.2517 - d_accuracy: 0.8533Epoch 431: D Accuracy = 0.8900
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8089 - g_loss: 2.2481 - d_accuracy: 0.8546
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9027 - g_loss: 2.1893 - d_accuracy: 0.8174Epoch 432: D Accuracy = 0.8600
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9013 - g_loss: 2.1612 - d_accuracy: 0.8190
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7856 - g_loss: 2.1883 - d_accuracy: 0.8681Epoch 433: D Accuracy = 0.8400
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7899 - g_loss: 2.1787 - d_accuracy: 0.8671
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8209 - g_loss: 2.1796 - d_accuracy: 0.8545Epoch 434: D Accuracy = 0.8650
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8246 - g_loss: 2.1571 - d_accuracy: 0.8549
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8223 - g_loss: 2.1849 - d_accuracy: 0.8498Epoch 435: D Accuracy = 0.9400
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8172 - g_loss: 2.1760 - d_accuracy: 0.8530
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9233 - g_loss: 2.1924 - d_accuracy: 0.8245Epoch 436: D Accuracy = 0.9400
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9147 - g_loss: 2.1850 - d_accuracy: 0.8286
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8152 - g_loss: 2.2130 - d_accuracy: 0.8471Epoch 437: D Accuracy = 0.9500
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8086 - g_loss: 2.2188 - d_accuracy: 0.8508
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8138 - g_loss: 2.1675 - d_accuracy: 0.8518Epoch 438: D Accuracy = 0.8350
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8176 - g_loss: 2.1430 - d_accuracy: 0.8512
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7891 - g_loss: 2.2071 - d_accuracy: 0.8638Epoch 439: D Accuracy = 0.7600
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7947 - g_loss: 2.2185 - d_accuracy: 0.8601
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8414 - g_loss: 2.1673 - d_accuracy: 0.8438Epoch 440: D Accuracy = 0.8050
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8411 - g_loss: 2.1767 - d_accuracy: 0.8424
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7611 - g_loss: 2.1873 - d_accuracy: 0.8836Epoch 441: D Accuracy = 0.8350
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7675 - g_loss: 2.1525 - d_accuracy: 0.8819
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8547 - g_loss: 2.2402 - d_accuracy: 0.8382Epoch 442: D Accuracy = 0.8350
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8521 - g_loss: 2.2575 - d_accuracy: 0.8381
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8323 - g_loss: 2.1947 - d_accuracy: 0.8426Epoch 443: D Accuracy = 0.8050
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8362 - g_loss: 2.1714 - d_accuracy: 0.8413
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8433 - g_loss: 2.2378 - d_accuracy: 0.8381Epoch 444: D Accuracy = 0.7150
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8472 - g_loss: 2.2721 - d_accuracy: 0.8337
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8335 - g_loss: 2.1931 - d_accuracy: 0.8462Epoch 445: D Accuracy = 0.8400
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8391 - g_loss: 2.1530 - d_accuracy: 0.8460
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8067 - g_loss: 2.3321 - d_accuracy: 0.8572Epoch 446: D Accuracy = 0.8950
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8017 - g_loss: 2.3526 - d_accuracy: 0.8586
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8232 - g_loss: 2.3092 - d_accuracy: 0.8493Epoch 447: D Accuracy = 0.9200
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8204 - g_loss: 2.2923 - d_accuracy: 0.8518
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7979 - g_loss: 2.2823 - d_accuracy: 0.8627Epoch 448: D Accuracy = 0.7000
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8077 - g_loss: 2.3059 - d_accuracy: 0.8569
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7940 - g_loss: 2.2116 - d_accuracy: 0.8638Epoch 449: D Accuracy = 0.9150
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7936 - g_loss: 2.1948 - d_accuracy: 0.8656
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9030 - g_loss: 2.3348 - d_accuracy: 0.8172Epoch 450: D Accuracy = 0.7800
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9002 - g_loss: 2.3782 - d_accuracy: 0.8159
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7907 - g_loss: 2.2585 - d_accuracy: 0.8568Epoch 451: D Accuracy = 0.8600
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7888 - g_loss: 2.2621 - d_accuracy: 0.8569
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8290 - g_loss: 2.2234 - d_accuracy: 0.8442Epoch 452: D Accuracy = 0.8650
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8263 - g_loss: 2.2286 - d_accuracy: 0.8450
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7967 - g_loss: 2.2688 - d_accuracy: 0.8626Epoch 453: D Accuracy = 0.9300
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7894 - g_loss: 2.2898 - d_accuracy: 0.8650
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7766 - g_loss: 2.2367 - d_accuracy: 0.8754Epoch 454: D Accuracy = 0.8200
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7775 - g_loss: 2.2700 - d_accuracy: 0.8734
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8870 - g_loss: 2.2285 - d_accuracy: 0.8163Epoch 455: D Accuracy = 0.6450
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8966 - g_loss: 2.2913 - d_accuracy: 0.8102
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8024 - g_loss: 2.2644 - d_accuracy: 0.8540Epoch 456: D Accuracy = 0.8700
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8017 - g_loss: 2.2576 - d_accuracy: 0.8546
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7752 - g_loss: 2.2666 - d_accuracy: 0.8715Epoch 457: D Accuracy = 0.8050
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7806 - g_loss: 2.2608 - d_accuracy: 0.8692
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7732 - g_loss: 2.2593 - d_accuracy: 0.8709Epoch 458: D Accuracy = 0.8500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7746 - g_loss: 2.2629 - d_accuracy: 0.8701
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7658 - g_loss: 2.3148 - d_accuracy: 0.8728Epoch 459: D Accuracy = 0.8400
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7656 - g_loss: 2.3287 - d_accuracy: 0.8717
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8178 - g_loss: 2.2253 - d_accuracy: 0.8535Epoch 460: D Accuracy = 0.8600
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8203 - g_loss: 2.1947 - d_accuracy: 0.8537
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9157 - g_loss: 2.2884 - d_accuracy: 0.8083Epoch 461: D Accuracy = 0.9400
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9071 - g_loss: 2.2826 - d_accuracy: 0.8130
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8301 - g_loss: 2.2545 - d_accuracy: 0.8484Epoch 462: D Accuracy = 0.9300
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8226 - g_loss: 2.2714 - d_accuracy: 0.8513
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8102 - g_loss: 2.3392 - d_accuracy: 0.8561Epoch 463: D Accuracy = 0.7700
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8135 - g_loss: 2.3572 - d_accuracy: 0.8530
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7653 - g_loss: 2.2811 - d_accuracy: 0.8743Epoch 464: D Accuracy = 0.7700
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7692 - g_loss: 2.2962 - d_accuracy: 0.8706
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8043 - g_loss: 2.3484 - d_accuracy: 0.8591Epoch 465: D Accuracy = 0.8550
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8015 - g_loss: 2.3617 - d_accuracy: 0.8589
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8002 - g_loss: 2.2608 - d_accuracy: 0.8585Epoch 466: D Accuracy = 0.8600
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7995 - g_loss: 2.2526 - d_accuracy: 0.8586
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8113 - g_loss: 2.2884 - d_accuracy: 0.8560Epoch 467: D Accuracy = 0.7750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8118 - g_loss: 2.3247 - d_accuracy: 0.8531
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9137 - g_loss: 2.2615 - d_accuracy: 0.8203Epoch 468: D Accuracy = 0.7250
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9180 - g_loss: 2.2687 - d_accuracy: 0.8169
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7788 - g_loss: 2.1995 - d_accuracy: 0.8734Epoch 469: D Accuracy = 0.8250
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7847 - g_loss: 2.1683 - d_accuracy: 0.8717
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7958 - g_loss: 2.2558 - d_accuracy: 0.8610Epoch 470: D Accuracy = 0.8450
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8017 - g_loss: 2.2264 - d_accuracy: 0.8604
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7563 - g_loss: 2.3190 - d_accuracy: 0.8779Epoch 471: D Accuracy = 0.9250
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7561 - g_loss: 2.2961 - d_accuracy: 0.8795
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7862 - g_loss: 2.3398 - d_accuracy: 0.8579Epoch 472: D Accuracy = 0.8150
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7828 - g_loss: 2.3817 - d_accuracy: 0.8563
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7788 - g_loss: 2.3428 - d_accuracy: 0.8701Epoch 473: D Accuracy = 0.8000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7897 - g_loss: 2.2986 - d_accuracy: 0.8676
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8307 - g_loss: 2.3137 - d_accuracy: 0.8461Epoch 474: D Accuracy = 0.9000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8252 - g_loss: 2.3131 - d_accuracy: 0.8480
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8286 - g_loss: 2.2874 - d_accuracy: 0.8478Epoch 475: D Accuracy = 0.9250
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8240 - g_loss: 2.2813 - d_accuracy: 0.8505
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8154 - g_loss: 2.2499 - d_accuracy: 0.8534Epoch 476: D Accuracy = 0.8700
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8159 - g_loss: 2.2327 - d_accuracy: 0.8540
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7883 - g_loss: 2.3445 - d_accuracy: 0.8591Epoch 477: D Accuracy = 0.8350
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7937 - g_loss: 2.3266 - d_accuracy: 0.8582
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7534 - g_loss: 2.2976 - d_accuracy: 0.8791Epoch 478: D Accuracy = 0.9300
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7522 - g_loss: 2.2935 - d_accuracy: 0.8809
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9191 - g_loss: 2.3238 - d_accuracy: 0.8119Epoch 479: D Accuracy = 0.8950
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9148 - g_loss: 2.3021 - d_accuracy: 0.8149
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8065 - g_loss: 2.2382 - d_accuracy: 0.8577Epoch 480: D Accuracy = 0.8450
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8122 - g_loss: 2.2042 - d_accuracy: 0.8572
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8138 - g_loss: 2.3053 - d_accuracy: 0.8537Epoch 481: D Accuracy = 0.8550
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8177 - g_loss: 2.2707 - d_accuracy: 0.8538
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8133 - g_loss: 2.2932 - d_accuracy: 0.8562Epoch 482: D Accuracy = 0.7450
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8169 - g_loss: 2.3218 - d_accuracy: 0.8522
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8061 - g_loss: 2.3041 - d_accuracy: 0.8545Epoch 483: D Accuracy = 0.8950
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8080 - g_loss: 2.2764 - d_accuracy: 0.8559
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7667 - g_loss: 2.3752 - d_accuracy: 0.8703Epoch 484: D Accuracy = 0.8700
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7671 - g_loss: 2.3792 - d_accuracy: 0.8703
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8227 - g_loss: 2.3355 - d_accuracy: 0.8507Epoch 485: D Accuracy = 0.7850
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8239 - g_loss: 2.3673 - d_accuracy: 0.8483
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7695 - g_loss: 2.3278 - d_accuracy: 0.8759Epoch 486: D Accuracy = 0.8800
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7705 - g_loss: 2.3165 - d_accuracy: 0.8761
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8482 - g_loss: 2.3390 - d_accuracy: 0.8369Epoch 487: D Accuracy = 0.6550
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8610 - g_loss: 2.3561 - d_accuracy: 0.8304
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7799 - g_loss: 2.2725 - d_accuracy: 0.8697Epoch 488: D Accuracy = 0.9300
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7775 - g_loss: 2.2584 - d_accuracy: 0.8718
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8176 - g_loss: 2.3389 - d_accuracy: 0.8474Epoch 489: D Accuracy = 0.8450
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8219 - g_loss: 2.3075 - d_accuracy: 0.8473
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7816 - g_loss: 2.3759 - d_accuracy: 0.8690Epoch 490: D Accuracy = 0.8150
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7820 - g_loss: 2.3935 - d_accuracy: 0.8671
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8084 - g_loss: 2.3422 - d_accuracy: 0.8537Epoch 491: D Accuracy = 0.9300
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8042 - g_loss: 2.3302 - d_accuracy: 0.8565
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7941 - g_loss: 2.3459 - d_accuracy: 0.8553Epoch 492: D Accuracy = 0.8700
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7942 - g_loss: 2.3412 - d_accuracy: 0.8558
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7627 - g_loss: 2.3988 - d_accuracy: 0.8751Epoch 493: D Accuracy = 0.7050
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7709 - g_loss: 2.4270 - d_accuracy: 0.8690
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7855 - g_loss: 2.3433 - d_accuracy: 0.8665Epoch 494: D Accuracy = 0.9550
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7792 - g_loss: 2.3528 - d_accuracy: 0.8697
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7622 - g_loss: 2.4047 - d_accuracy: 0.8685Epoch 495: D Accuracy = 0.8600
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7632 - g_loss: 2.3994 - d_accuracy: 0.8682
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7880 - g_loss: 2.3193 - d_accuracy: 0.8598Epoch 496: D Accuracy = 0.8950
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7840 - g_loss: 2.3299 - d_accuracy: 0.8611
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7857 - g_loss: 2.3470 - d_accuracy: 0.8635Epoch 497: D Accuracy = 0.8000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7965 - g_loss: 2.3042 - d_accuracy: 0.8613
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7639 - g_loss: 2.3661 - d_accuracy: 0.8738Epoch 498: D Accuracy = 0.8900
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7614 - g_loss: 2.3697 - d_accuracy: 0.8744
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7644 - g_loss: 2.3686 - d_accuracy: 0.8735Epoch 499: D Accuracy = 0.7050
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7721 - g_loss: 2.3992 - d_accuracy: 0.8675
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8021 - g_loss: 2.3752 - d_accuracy: 0.8573
Class 6 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.8200
27/27 [==============================] - 1s 41ms/step - d_loss: 0.7990 - g_loss: 2.4175 - d_accuracy: 0.8560
Training DCGAN for class 7...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.1569 - g_loss: 1.1344 - d_accuracy: 0.7398WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0162s vs `on_train_batch_end` time: 0.0188s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 0.6879 - g_loss: 2.3187 - d_accuracy: 0.9117
Epoch 1: Generator loss improved from inf to 2.8116. Saving weights.
Epoch 1: D Accuracy = 0.9797
27/27 [==============================] - 2s 42ms/step - d_loss: 0.6821 - g_loss: 2.3364 - d_accuracy: 0.9141
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4653 - g_loss: 3.6421 - d_accuracy: 0.9749Epoch 2: D Accuracy = 0.9865
27/27 [==============================] - 1s 34ms/step - d_loss: 0.4626 - g_loss: 3.6836 - d_accuracy: 0.9753
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8057 - g_loss: 2.6097 - d_accuracy: 0.8715Epoch 3: D Accuracy = 0.9730
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7944 - g_loss: 2.6225 - d_accuracy: 0.8752
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4548 - g_loss: 3.7812 - d_accuracy: 0.9784Epoch 4: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.4529 - g_loss: 3.8027 - d_accuracy: 0.9792
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5491 - g_loss: 4.1912 - d_accuracy: 0.9527Epoch 5: D Accuracy = 0.9797
27/27 [==============================] - 1s 34ms/step - d_loss: 0.5444 - g_loss: 4.2098 - d_accuracy: 0.9536
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3908 - g_loss: 4.8752 - d_accuracy: 0.9920Epoch 6: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3900 - g_loss: 4.8815 - d_accuracy: 0.9923
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3719 - g_loss: 5.1601 - d_accuracy: 0.9970Epoch 7: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3716 - g_loss: 5.1528 - d_accuracy: 0.9971
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3665 - g_loss: 5.3863 - d_accuracy: 0.9978Epoch 8: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3663 - g_loss: 5.3913 - d_accuracy: 0.9979
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3609 - g_loss: 5.4824 - d_accuracy: 0.9978Epoch 9: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3610 - g_loss: 5.4841 - d_accuracy: 0.9979
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3552 - g_loss: 5.9581 - d_accuracy: 0.9981Epoch 10: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3550 - g_loss: 5.9615 - d_accuracy: 0.9982
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3515 - g_loss: 5.9262 - d_accuracy: 0.9990Epoch 11: D Accuracy = 1.0000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.3512 - g_loss: 5.9244 - d_accuracy: 0.9990
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3487 - g_loss: 6.1605 - d_accuracy: 0.9991Epoch 12: D Accuracy = 1.0000
27/27 [==============================] - 1s 37ms/step - d_loss: 0.3484 - g_loss: 6.1546 - d_accuracy: 0.9992
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3451 - g_loss: 6.3790 - d_accuracy: 0.9996Epoch 13: D Accuracy = 1.0000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.3450 - g_loss: 6.3813 - d_accuracy: 0.9996
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3450 - g_loss: 6.3321 - d_accuracy: 0.9994Epoch 14: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3451 - g_loss: 6.3346 - d_accuracy: 0.9994
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3432 - g_loss: 6.3888 - d_accuracy: 0.9996Epoch 15: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3433 - g_loss: 6.4000 - d_accuracy: 0.9996
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3419 - g_loss: 6.7925 - d_accuracy: 0.9999Epoch 16: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3418 - g_loss: 6.7945 - d_accuracy: 0.9999
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3397 - g_loss: 6.8272 - d_accuracy: 1.0000Epoch 17: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3398 - g_loss: 6.8272 - d_accuracy: 1.0000
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3388 - g_loss: 6.8931 - d_accuracy: 0.9999Epoch 18: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3388 - g_loss: 6.8907 - d_accuracy: 0.9999
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3373 - g_loss: 7.0626 - d_accuracy: 1.0000Epoch 19: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3373 - g_loss: 7.0655 - d_accuracy: 1.0000
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3360 - g_loss: 7.1482 - d_accuracy: 0.9999Epoch 20: D Accuracy = 1.0000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.3360 - g_loss: 7.1410 - d_accuracy: 0.9999
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3359 - g_loss: 7.2120 - d_accuracy: 1.0000Epoch 21: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3358 - g_loss: 7.2113 - d_accuracy: 1.0000
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3347 - g_loss: 7.2525 - d_accuracy: 1.0000Epoch 22: D Accuracy = 1.0000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.3347 - g_loss: 7.2656 - d_accuracy: 1.0000
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3339 - g_loss: 7.4123 - d_accuracy: 1.0000Epoch 23: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3339 - g_loss: 7.4170 - d_accuracy: 1.0000
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3334 - g_loss: 7.4390 - d_accuracy: 1.0000Epoch 24: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3334 - g_loss: 7.4422 - d_accuracy: 1.0000
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3333 - g_loss: 7.4553 - d_accuracy: 1.0000Epoch 25: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3332 - g_loss: 7.4419 - d_accuracy: 1.0000
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3331 - g_loss: 7.3596 - d_accuracy: 1.0000Epoch 26: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3331 - g_loss: 7.3645 - d_accuracy: 1.0000
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3324 - g_loss: 7.6719 - d_accuracy: 1.0000Epoch 27: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3323 - g_loss: 7.6773 - d_accuracy: 1.0000
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3320 - g_loss: 7.7627 - d_accuracy: 1.0000Epoch 28: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3319 - g_loss: 7.7752 - d_accuracy: 1.0000
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3316 - g_loss: 7.8329 - d_accuracy: 1.0000Epoch 29: D Accuracy = 1.0000
27/27 [==============================] - 1s 37ms/step - d_loss: 0.3315 - g_loss: 7.8279 - d_accuracy: 1.0000
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3318 - g_loss: 7.9347 - d_accuracy: 1.0000Epoch 30: D Accuracy = 1.0000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.3319 - g_loss: 7.9242 - d_accuracy: 1.0000
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3308 - g_loss: 8.0141 - d_accuracy: 1.0000Epoch 31: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3308 - g_loss: 8.0142 - d_accuracy: 1.0000
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3305 - g_loss: 8.1162 - d_accuracy: 1.0000Epoch 32: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3305 - g_loss: 8.1132 - d_accuracy: 1.0000
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3304 - g_loss: 8.0395 - d_accuracy: 1.0000Epoch 33: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3304 - g_loss: 8.0481 - d_accuracy: 1.0000
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3300 - g_loss: 8.1221 - d_accuracy: 1.0000Epoch 34: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3300 - g_loss: 8.1133 - d_accuracy: 1.0000
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1745 - g_loss: 5.0696 - d_accuracy: 0.8424
Epoch 35: Generator loss improved from 2.8116 to 1.1353. Saving weights.
Epoch 35: D Accuracy = 0.8649
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1689 - g_loss: 4.9291 - d_accuracy: 0.8432
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8455 - g_loss: 1.5446 - d_accuracy: 0.8949
Epoch 36: Generator loss improved from 1.1353 to 0.4587. Saving weights.
Epoch 36: D Accuracy = 0.5878
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8739 - g_loss: 1.5059 - d_accuracy: 0.8839
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9862 - g_loss: 1.4721 - d_accuracy: 0.8069Epoch 37: D Accuracy = 0.8243
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9829 - g_loss: 1.4769 - d_accuracy: 0.8075
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0204 - g_loss: 1.4088 - d_accuracy: 0.7815Epoch 38: D Accuracy = 0.7770
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0207 - g_loss: 1.4087 - d_accuracy: 0.7814
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1597 - g_loss: 1.2305 - d_accuracy: 0.7158Epoch 39: D Accuracy = 0.7095
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1597 - g_loss: 1.2343 - d_accuracy: 0.7156
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1127 - g_loss: 1.2291 - d_accuracy: 0.7360Epoch 40: D Accuracy = 0.6959
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1172 - g_loss: 1.2127 - d_accuracy: 0.7346
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0685 - g_loss: 1.3303 - d_accuracy: 0.7517Epoch 41: D Accuracy = 0.7095
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0694 - g_loss: 1.3291 - d_accuracy: 0.7502
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0842 - g_loss: 1.3376 - d_accuracy: 0.7471Epoch 42: D Accuracy = 0.8311
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0808 - g_loss: 1.3346 - d_accuracy: 0.7501
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0379 - g_loss: 1.3890 - d_accuracy: 0.7625Epoch 43: D Accuracy = 0.7703
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0368 - g_loss: 1.3834 - d_accuracy: 0.7627
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0001 - g_loss: 1.4302 - d_accuracy: 0.7858Epoch 44: D Accuracy = 0.7905
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9997 - g_loss: 1.4298 - d_accuracy: 0.7860
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0373 - g_loss: 1.4504 - d_accuracy: 0.7672Epoch 45: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0390 - g_loss: 1.4402 - d_accuracy: 0.7668
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0114 - g_loss: 1.4296 - d_accuracy: 0.7803Epoch 46: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0181 - g_loss: 1.4074 - d_accuracy: 0.7790
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0226 - g_loss: 1.4803 - d_accuracy: 0.7736Epoch 47: D Accuracy = 0.7905
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0230 - g_loss: 1.4769 - d_accuracy: 0.7742
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0337 - g_loss: 1.4608 - d_accuracy: 0.7642Epoch 48: D Accuracy = 0.7162
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0358 - g_loss: 1.4752 - d_accuracy: 0.7625
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0361 - g_loss: 1.4167 - d_accuracy: 0.7635Epoch 49: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0368 - g_loss: 1.4220 - d_accuracy: 0.7630
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1006 - g_loss: 1.4102 - d_accuracy: 0.7412Epoch 50: D Accuracy = 0.6689
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1017 - g_loss: 1.4156 - d_accuracy: 0.7386
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0779 - g_loss: 1.3278 - d_accuracy: 0.7508Epoch 51: D Accuracy = 0.7905
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0738 - g_loss: 1.3265 - d_accuracy: 0.7522
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1011 - g_loss: 1.3170 - d_accuracy: 0.7293Epoch 52: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0992 - g_loss: 1.3289 - d_accuracy: 0.7283
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1082 - g_loss: 1.2641 - d_accuracy: 0.7397Epoch 53: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1084 - g_loss: 1.2705 - d_accuracy: 0.7384
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1084 - g_loss: 1.3001 - d_accuracy: 0.7325Epoch 54: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1053 - g_loss: 1.2913 - d_accuracy: 0.7358
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1419 - g_loss: 1.2633 - d_accuracy: 0.7167Epoch 55: D Accuracy = 0.7230
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1432 - g_loss: 1.2553 - d_accuracy: 0.7170
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1374 - g_loss: 1.2591 - d_accuracy: 0.7162Epoch 56: D Accuracy = 0.7162
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1418 - g_loss: 1.2407 - d_accuracy: 0.7162
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1227 - g_loss: 1.3012 - d_accuracy: 0.7269Epoch 57: D Accuracy = 0.7230
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1282 - g_loss: 1.2832 - d_accuracy: 0.7267
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1020 - g_loss: 1.2818 - d_accuracy: 0.7332Epoch 58: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1000 - g_loss: 1.2798 - d_accuracy: 0.7338
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1179 - g_loss: 1.2951 - d_accuracy: 0.7247Epoch 59: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1201 - g_loss: 1.3139 - d_accuracy: 0.7212
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1161 - g_loss: 1.2721 - d_accuracy: 0.7322Epoch 60: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1167 - g_loss: 1.2760 - d_accuracy: 0.7311
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0962 - g_loss: 1.3070 - d_accuracy: 0.7359Epoch 61: D Accuracy = 0.6419
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0980 - g_loss: 1.3329 - d_accuracy: 0.7325
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0902 - g_loss: 1.2937 - d_accuracy: 0.7409Epoch 62: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0875 - g_loss: 1.2880 - d_accuracy: 0.7429
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1151 - g_loss: 1.2825 - d_accuracy: 0.7314Epoch 63: D Accuracy = 0.8446
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1110 - g_loss: 1.2843 - d_accuracy: 0.7354
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1215 - g_loss: 1.3149 - d_accuracy: 0.7200Epoch 64: D Accuracy = 0.7297
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1205 - g_loss: 1.3178 - d_accuracy: 0.7204
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1052 - g_loss: 1.2986 - d_accuracy: 0.7308Epoch 65: D Accuracy = 0.7095
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1072 - g_loss: 1.3006 - d_accuracy: 0.7301
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0960 - g_loss: 1.2878 - d_accuracy: 0.7426Epoch 66: D Accuracy = 0.7973
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0965 - g_loss: 1.2730 - d_accuracy: 0.7446
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1295 - g_loss: 1.3026 - d_accuracy: 0.7207Epoch 67: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1350 - g_loss: 1.2814 - d_accuracy: 0.7196
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1165 - g_loss: 1.2910 - d_accuracy: 0.7243Epoch 68: D Accuracy = 0.7635
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1125 - g_loss: 1.2922 - d_accuracy: 0.7257
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1071 - g_loss: 1.3317 - d_accuracy: 0.7244Epoch 69: D Accuracy = 0.7297
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1045 - g_loss: 1.3398 - d_accuracy: 0.7246
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0821 - g_loss: 1.3140 - d_accuracy: 0.7447Epoch 70: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0824 - g_loss: 1.3260 - d_accuracy: 0.7427
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1021 - g_loss: 1.3137 - d_accuracy: 0.7318Epoch 71: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1029 - g_loss: 1.2988 - d_accuracy: 0.7322
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1213 - g_loss: 1.3269 - d_accuracy: 0.7244Epoch 72: D Accuracy = 0.7568
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1214 - g_loss: 1.3237 - d_accuracy: 0.7255
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1039 - g_loss: 1.2931 - d_accuracy: 0.7342Epoch 73: D Accuracy = 0.7230
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1059 - g_loss: 1.2867 - d_accuracy: 0.7338
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1206 - g_loss: 1.3240 - d_accuracy: 0.7308Epoch 74: D Accuracy = 0.7365
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1185 - g_loss: 1.3211 - d_accuracy: 0.7310
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1008 - g_loss: 1.3271 - d_accuracy: 0.7348Epoch 75: D Accuracy = 0.6824
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1036 - g_loss: 1.3116 - d_accuracy: 0.7329
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1131 - g_loss: 1.3589 - d_accuracy: 0.7285Epoch 76: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1083 - g_loss: 1.3765 - d_accuracy: 0.7290
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0759 - g_loss: 1.3136 - d_accuracy: 0.7464Epoch 77: D Accuracy = 0.7905
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0754 - g_loss: 1.3040 - d_accuracy: 0.7480
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1341 - g_loss: 1.3224 - d_accuracy: 0.7226Epoch 78: D Accuracy = 0.7635
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1322 - g_loss: 1.3235 - d_accuracy: 0.7240
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1147 - g_loss: 1.3163 - d_accuracy: 0.7354Epoch 79: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1159 - g_loss: 1.3191 - d_accuracy: 0.7342
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0847 - g_loss: 1.2960 - d_accuracy: 0.7452Epoch 80: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0801 - g_loss: 1.3012 - d_accuracy: 0.7475
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1350 - g_loss: 1.3366 - d_accuracy: 0.7258Epoch 81: D Accuracy = 0.7635
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1307 - g_loss: 1.3523 - d_accuracy: 0.7271
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1276 - g_loss: 1.2815 - d_accuracy: 0.7211Epoch 82: D Accuracy = 0.7162
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1268 - g_loss: 1.2804 - d_accuracy: 0.7209
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1223 - g_loss: 1.2705 - d_accuracy: 0.7282Epoch 83: D Accuracy = 0.7162
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1225 - g_loss: 1.2588 - d_accuracy: 0.7278
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1349 - g_loss: 1.3153 - d_accuracy: 0.7149Epoch 84: D Accuracy = 0.7365
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1341 - g_loss: 1.3047 - d_accuracy: 0.7157
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1440 - g_loss: 1.2720 - d_accuracy: 0.7112Epoch 85: D Accuracy = 0.6824
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1466 - g_loss: 1.2784 - d_accuracy: 0.7102
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1472 - g_loss: 1.2875 - d_accuracy: 0.7169Epoch 86: D Accuracy = 0.6689
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1459 - g_loss: 1.3030 - d_accuracy: 0.7152
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1035 - g_loss: 1.2745 - d_accuracy: 0.7362Epoch 87: D Accuracy = 0.7905
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1019 - g_loss: 1.2695 - d_accuracy: 0.7381
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1444 - g_loss: 1.2712 - d_accuracy: 0.7130Epoch 88: D Accuracy = 0.6959
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1449 - g_loss: 1.2655 - d_accuracy: 0.7124
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1297 - g_loss: 1.2612 - d_accuracy: 0.7230Epoch 89: D Accuracy = 0.6824
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1330 - g_loss: 1.2518 - d_accuracy: 0.7216
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1712 - g_loss: 1.2874 - d_accuracy: 0.6966Epoch 90: D Accuracy = 0.7230
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1681 - g_loss: 1.2935 - d_accuracy: 0.6976
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1377 - g_loss: 1.2360 - d_accuracy: 0.7114Epoch 91: D Accuracy = 0.7432
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1376 - g_loss: 1.2246 - d_accuracy: 0.7125
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1143 - g_loss: 1.2573 - d_accuracy: 0.7309Epoch 92: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1219 - g_loss: 1.2371 - d_accuracy: 0.7272
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1556 - g_loss: 1.2604 - d_accuracy: 0.7012Epoch 93: D Accuracy = 0.6351
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1584 - g_loss: 1.2545 - d_accuracy: 0.6988
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1585 - g_loss: 1.2578 - d_accuracy: 0.7044Epoch 94: D Accuracy = 0.7230
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1563 - g_loss: 1.2682 - d_accuracy: 0.7051
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1766 - g_loss: 1.2300 - d_accuracy: 0.6977Epoch 95: D Accuracy = 0.6351
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1804 - g_loss: 1.2205 - d_accuracy: 0.6955
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1417 - g_loss: 1.2569 - d_accuracy: 0.7150Epoch 96: D Accuracy = 0.7230
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1409 - g_loss: 1.2657 - d_accuracy: 0.7153
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1589 - g_loss: 1.2423 - d_accuracy: 0.6960Epoch 97: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1602 - g_loss: 1.2489 - d_accuracy: 0.6948
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1412 - g_loss: 1.2283 - d_accuracy: 0.7151Epoch 98: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1433 - g_loss: 1.2223 - d_accuracy: 0.7147
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1741 - g_loss: 1.2503 - d_accuracy: 0.6917Epoch 99: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1749 - g_loss: 1.2510 - d_accuracy: 0.6921
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1547 - g_loss: 1.2105 - d_accuracy: 0.7048
Class 7 — Epoch 100 preview:
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Epoch 100: D Accuracy = 0.7162
27/27 [==============================] - 1s 41ms/step - d_loss: 1.1569 - g_loss: 1.2033 - d_accuracy: 0.7052
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1989 - g_loss: 1.2491 - d_accuracy: 0.6832Epoch 101: D Accuracy = 0.7432
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1974 - g_loss: 1.2400 - d_accuracy: 0.6853
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1369 - g_loss: 1.2145 - d_accuracy: 0.7139Epoch 102: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1342 - g_loss: 1.2240 - d_accuracy: 0.7149
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1759 - g_loss: 1.2377 - d_accuracy: 0.6911Epoch 103: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1803 - g_loss: 1.2745 - d_accuracy: 0.6881
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1387 - g_loss: 1.2208 - d_accuracy: 0.7136Epoch 104: D Accuracy = 0.7162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1373 - g_loss: 1.2173 - d_accuracy: 0.7137
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1552 - g_loss: 1.2566 - d_accuracy: 0.6994Epoch 105: D Accuracy = 0.5743
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1602 - g_loss: 1.2698 - d_accuracy: 0.6949
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1574 - g_loss: 1.2366 - d_accuracy: 0.7068Epoch 106: D Accuracy = 0.7568
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1560 - g_loss: 1.2292 - d_accuracy: 0.7086
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1614 - g_loss: 1.2288 - d_accuracy: 0.6968Epoch 107: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1577 - g_loss: 1.2208 - d_accuracy: 0.7004
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1675 - g_loss: 1.2447 - d_accuracy: 0.6956Epoch 108: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1738 - g_loss: 1.2256 - d_accuracy: 0.6930
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1415 - g_loss: 1.2773 - d_accuracy: 0.7125Epoch 109: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1416 - g_loss: 1.2901 - d_accuracy: 0.7107
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1718 - g_loss: 1.2357 - d_accuracy: 0.6991Epoch 110: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1712 - g_loss: 1.2456 - d_accuracy: 0.6978
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1295 - g_loss: 1.2180 - d_accuracy: 0.7252Epoch 111: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1282 - g_loss: 1.2213 - d_accuracy: 0.7263
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1368 - g_loss: 1.2567 - d_accuracy: 0.7183Epoch 112: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1377 - g_loss: 1.2399 - d_accuracy: 0.7194
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1676 - g_loss: 1.2482 - d_accuracy: 0.6953Epoch 113: D Accuracy = 0.6959
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1716 - g_loss: 1.2298 - d_accuracy: 0.6954
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1376 - g_loss: 1.2233 - d_accuracy: 0.7132Epoch 114: D Accuracy = 0.6757
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1424 - g_loss: 1.2110 - d_accuracy: 0.7119
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1553 - g_loss: 1.2438 - d_accuracy: 0.7015Epoch 115: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1529 - g_loss: 1.2570 - d_accuracy: 0.7010
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1510 - g_loss: 1.2298 - d_accuracy: 0.7147Epoch 116: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1528 - g_loss: 1.2224 - d_accuracy: 0.7143
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1528 - g_loss: 1.2210 - d_accuracy: 0.6986Epoch 117: D Accuracy = 0.6757
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1532 - g_loss: 1.2180 - d_accuracy: 0.6978
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1331 - g_loss: 1.2274 - d_accuracy: 0.7192Epoch 118: D Accuracy = 0.7770
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1306 - g_loss: 1.2258 - d_accuracy: 0.7212
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1729 - g_loss: 1.2464 - d_accuracy: 0.6975Epoch 119: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1713 - g_loss: 1.2462 - d_accuracy: 0.6994
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1771 - g_loss: 1.2445 - d_accuracy: 0.6944Epoch 120: D Accuracy = 0.6149
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1802 - g_loss: 1.2457 - d_accuracy: 0.6915
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1678 - g_loss: 1.2232 - d_accuracy: 0.6872Epoch 121: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1660 - g_loss: 1.2223 - d_accuracy: 0.6877
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1355 - g_loss: 1.1960 - d_accuracy: 0.7211Epoch 122: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1315 - g_loss: 1.1984 - d_accuracy: 0.7238
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1531 - g_loss: 1.2804 - d_accuracy: 0.7050Epoch 123: D Accuracy = 0.6959
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1528 - g_loss: 1.2849 - d_accuracy: 0.7047
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1549 - g_loss: 1.2376 - d_accuracy: 0.7066Epoch 124: D Accuracy = 0.7162
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1558 - g_loss: 1.2283 - d_accuracy: 0.7070
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1551 - g_loss: 1.2521 - d_accuracy: 0.7063Epoch 125: D Accuracy = 0.7230
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1538 - g_loss: 1.2519 - d_accuracy: 0.7069
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1567 - g_loss: 1.2243 - d_accuracy: 0.7039Epoch 126: D Accuracy = 0.7095
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1554 - g_loss: 1.2235 - d_accuracy: 0.7041
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1473 - g_loss: 1.2508 - d_accuracy: 0.7055Epoch 127: D Accuracy = 0.5878
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1509 - g_loss: 1.2668 - d_accuracy: 0.7013
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1480 - g_loss: 1.2319 - d_accuracy: 0.7089Epoch 128: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1481 - g_loss: 1.2204 - d_accuracy: 0.7106
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1867 - g_loss: 1.2506 - d_accuracy: 0.6802Epoch 129: D Accuracy = 0.7365
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1821 - g_loss: 1.2595 - d_accuracy: 0.6822
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1412 - g_loss: 1.2616 - d_accuracy: 0.7072Epoch 130: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1440 - g_loss: 1.2661 - d_accuracy: 0.7051
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1658 - g_loss: 1.2406 - d_accuracy: 0.7029Epoch 131: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1649 - g_loss: 1.2467 - d_accuracy: 0.7024
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1401 - g_loss: 1.2397 - d_accuracy: 0.7158Epoch 132: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1409 - g_loss: 1.2323 - d_accuracy: 0.7154
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1587 - g_loss: 1.2573 - d_accuracy: 0.7075Epoch 133: D Accuracy = 0.6216
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1639 - g_loss: 1.2415 - d_accuracy: 0.7044
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1511 - g_loss: 1.2499 - d_accuracy: 0.7071Epoch 134: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1507 - g_loss: 1.2647 - d_accuracy: 0.7055
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1444 - g_loss: 1.2341 - d_accuracy: 0.7159Epoch 135: D Accuracy = 0.7703
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1384 - g_loss: 1.2505 - d_accuracy: 0.7178
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1236 - g_loss: 1.2657 - d_accuracy: 0.7217Epoch 136: D Accuracy = 0.7365
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1237 - g_loss: 1.2602 - d_accuracy: 0.7222
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1791 - g_loss: 1.3015 - d_accuracy: 0.6898Epoch 137: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1734 - g_loss: 1.3090 - d_accuracy: 0.6920
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1177 - g_loss: 1.2655 - d_accuracy: 0.7234Epoch 138: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1178 - g_loss: 1.2574 - d_accuracy: 0.7243
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0955 - g_loss: 1.2658 - d_accuracy: 0.7358Epoch 139: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0913 - g_loss: 1.2694 - d_accuracy: 0.7390
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1475 - g_loss: 1.2674 - d_accuracy: 0.7098Epoch 140: D Accuracy = 0.8243
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1424 - g_loss: 1.2613 - d_accuracy: 0.7139
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1194 - g_loss: 1.2715 - d_accuracy: 0.7230Epoch 141: D Accuracy = 0.6824
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1192 - g_loss: 1.2843 - d_accuracy: 0.7216
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1566 - g_loss: 1.2433 - d_accuracy: 0.7067Epoch 142: D Accuracy = 0.6351
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1607 - g_loss: 1.2386 - d_accuracy: 0.7041
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1322 - g_loss: 1.2775 - d_accuracy: 0.7179Epoch 143: D Accuracy = 0.7162
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1298 - g_loss: 1.2865 - d_accuracy: 0.7179
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1181 - g_loss: 1.2877 - d_accuracy: 0.7195Epoch 144: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1233 - g_loss: 1.3018 - d_accuracy: 0.7150
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1304 - g_loss: 1.2436 - d_accuracy: 0.7130Epoch 145: D Accuracy = 0.7365
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1292 - g_loss: 1.2377 - d_accuracy: 0.7139
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1227 - g_loss: 1.2637 - d_accuracy: 0.7248Epoch 146: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1255 - g_loss: 1.2778 - d_accuracy: 0.7225
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1458 - g_loss: 1.2794 - d_accuracy: 0.7059Epoch 147: D Accuracy = 0.7162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1467 - g_loss: 1.2639 - d_accuracy: 0.7063
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1438 - g_loss: 1.2890 - d_accuracy: 0.7145Epoch 148: D Accuracy = 0.7770
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1411 - g_loss: 1.2896 - d_accuracy: 0.7168
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1121 - g_loss: 1.2726 - d_accuracy: 0.7336Epoch 149: D Accuracy = 0.7635
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1123 - g_loss: 1.2666 - d_accuracy: 0.7346
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1209 - g_loss: 1.2608 - d_accuracy: 0.7202Epoch 150: D Accuracy = 0.7432
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1211 - g_loss: 1.2574 - d_accuracy: 0.7211
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1072 - g_loss: 1.2714 - d_accuracy: 0.7362Epoch 151: D Accuracy = 0.6149
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1150 - g_loss: 1.2770 - d_accuracy: 0.7318
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1358 - g_loss: 1.2559 - d_accuracy: 0.7142Epoch 152: D Accuracy = 0.6689
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1395 - g_loss: 1.2419 - d_accuracy: 0.7125
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1397 - g_loss: 1.3301 - d_accuracy: 0.7102Epoch 153: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1347 - g_loss: 1.3254 - d_accuracy: 0.7143
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1077 - g_loss: 1.3070 - d_accuracy: 0.7321Epoch 154: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1131 - g_loss: 1.3406 - d_accuracy: 0.7272
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1218 - g_loss: 1.2700 - d_accuracy: 0.7251Epoch 155: D Accuracy = 0.7568
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1221 - g_loss: 1.2557 - d_accuracy: 0.7262
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1312 - g_loss: 1.2975 - d_accuracy: 0.7202Epoch 156: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1409 - g_loss: 1.2725 - d_accuracy: 0.7167
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1454 - g_loss: 1.2942 - d_accuracy: 0.7050Epoch 157: D Accuracy = 0.6014
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1482 - g_loss: 1.3006 - d_accuracy: 0.7013
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1469 - g_loss: 1.2938 - d_accuracy: 0.7126Epoch 158: D Accuracy = 0.7838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1422 - g_loss: 1.2985 - d_accuracy: 0.7152
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1041 - g_loss: 1.2803 - d_accuracy: 0.7322Epoch 159: D Accuracy = 0.6959
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1039 - g_loss: 1.2867 - d_accuracy: 0.7309
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1394 - g_loss: 1.2568 - d_accuracy: 0.7134Epoch 160: D Accuracy = 0.7027
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1400 - g_loss: 1.2510 - d_accuracy: 0.7130
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1010 - g_loss: 1.3252 - d_accuracy: 0.7314Epoch 161: D Accuracy = 0.7365
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1006 - g_loss: 1.3232 - d_accuracy: 0.7316
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0836 - g_loss: 1.3423 - d_accuracy: 0.7463Epoch 162: D Accuracy = 0.7703
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0836 - g_loss: 1.3361 - d_accuracy: 0.7471
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1193 - g_loss: 1.3129 - d_accuracy: 0.7273Epoch 163: D Accuracy = 0.7703
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1163 - g_loss: 1.3141 - d_accuracy: 0.7288
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1395 - g_loss: 1.3207 - d_accuracy: 0.7123Epoch 164: D Accuracy = 0.7703
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1346 - g_loss: 1.3328 - d_accuracy: 0.7143
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1465 - g_loss: 1.2813 - d_accuracy: 0.7182Epoch 165: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1586 - g_loss: 1.2553 - d_accuracy: 0.7147
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1019 - g_loss: 1.3198 - d_accuracy: 0.7340Epoch 166: D Accuracy = 0.7568
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0971 - g_loss: 1.3326 - d_accuracy: 0.7349
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1055 - g_loss: 1.2998 - d_accuracy: 0.7293Epoch 167: D Accuracy = 0.6014
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1105 - g_loss: 1.3010 - d_accuracy: 0.7247
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1129 - g_loss: 1.3124 - d_accuracy: 0.7242Epoch 168: D Accuracy = 0.7365
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1149 - g_loss: 1.2966 - d_accuracy: 0.7246
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1197 - g_loss: 1.3443 - d_accuracy: 0.7197Epoch 169: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1221 - g_loss: 1.3671 - d_accuracy: 0.7157
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1152 - g_loss: 1.3163 - d_accuracy: 0.7250Epoch 170: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1145 - g_loss: 1.3277 - d_accuracy: 0.7242
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0595 - g_loss: 1.3207 - d_accuracy: 0.7578Epoch 171: D Accuracy = 0.8041
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0590 - g_loss: 1.3090 - d_accuracy: 0.7594
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1180 - g_loss: 1.3523 - d_accuracy: 0.7211Epoch 172: D Accuracy = 0.7905
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1152 - g_loss: 1.3551 - d_accuracy: 0.7236
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1169 - g_loss: 1.3357 - d_accuracy: 0.7251Epoch 173: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1150 - g_loss: 1.3256 - d_accuracy: 0.7281
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1137 - g_loss: 1.3376 - d_accuracy: 0.7278Epoch 174: D Accuracy = 0.6824
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1150 - g_loss: 1.3351 - d_accuracy: 0.7262
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0978 - g_loss: 1.3329 - d_accuracy: 0.7367Epoch 175: D Accuracy = 0.7432
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1008 - g_loss: 1.3253 - d_accuracy: 0.7370
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1005 - g_loss: 1.3440 - d_accuracy: 0.7269Epoch 176: D Accuracy = 0.7432
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0977 - g_loss: 1.3485 - d_accuracy: 0.7275
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0972 - g_loss: 1.3775 - d_accuracy: 0.7291Epoch 177: D Accuracy = 0.6689
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0983 - g_loss: 1.3926 - d_accuracy: 0.7269
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1204 - g_loss: 1.3222 - d_accuracy: 0.7241Epoch 178: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1258 - g_loss: 1.3431 - d_accuracy: 0.7205
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1226 - g_loss: 1.3148 - d_accuracy: 0.7153Epoch 179: D Accuracy = 0.6757
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1236 - g_loss: 1.3194 - d_accuracy: 0.7139
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1129 - g_loss: 1.3226 - d_accuracy: 0.7272Epoch 180: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1091 - g_loss: 1.3366 - d_accuracy: 0.7278
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0932 - g_loss: 1.3558 - d_accuracy: 0.7418Epoch 181: D Accuracy = 0.7973
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0932 - g_loss: 1.3407 - d_accuracy: 0.7438
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1009 - g_loss: 1.3619 - d_accuracy: 0.7305Epoch 182: D Accuracy = 0.6959
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1015 - g_loss: 1.3699 - d_accuracy: 0.7293
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0739 - g_loss: 1.3488 - d_accuracy: 0.7492Epoch 183: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0728 - g_loss: 1.3426 - d_accuracy: 0.7499
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0805 - g_loss: 1.4050 - d_accuracy: 0.7405Epoch 184: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0782 - g_loss: 1.4024 - d_accuracy: 0.7415
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1022 - g_loss: 1.3334 - d_accuracy: 0.7307Epoch 185: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1034 - g_loss: 1.3232 - d_accuracy: 0.7316
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1076 - g_loss: 1.3538 - d_accuracy: 0.7337Epoch 186: D Accuracy = 0.7230
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1072 - g_loss: 1.3500 - d_accuracy: 0.7333
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0772 - g_loss: 1.4049 - d_accuracy: 0.7482Epoch 187: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0792 - g_loss: 1.4161 - d_accuracy: 0.7451
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0804 - g_loss: 1.3536 - d_accuracy: 0.7441Epoch 188: D Accuracy = 0.7635
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0783 - g_loss: 1.3497 - d_accuracy: 0.7448
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0775 - g_loss: 1.3661 - d_accuracy: 0.7429Epoch 189: D Accuracy = 0.7230
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0794 - g_loss: 1.3488 - d_accuracy: 0.7422
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0781 - g_loss: 1.4269 - d_accuracy: 0.7379Epoch 190: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0841 - g_loss: 1.4494 - d_accuracy: 0.7333
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1174 - g_loss: 1.3474 - d_accuracy: 0.7213Epoch 191: D Accuracy = 0.8176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1145 - g_loss: 1.3419 - d_accuracy: 0.7247
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1068 - g_loss: 1.3592 - d_accuracy: 0.7230Epoch 192: D Accuracy = 0.6689
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1106 - g_loss: 1.3684 - d_accuracy: 0.7211
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0450 - g_loss: 1.3647 - d_accuracy: 0.7653Epoch 193: D Accuracy = 0.7635
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0496 - g_loss: 1.3496 - d_accuracy: 0.7652
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0959 - g_loss: 1.4005 - d_accuracy: 0.7368Epoch 194: D Accuracy = 0.7770
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0946 - g_loss: 1.3895 - d_accuracy: 0.7383
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0907 - g_loss: 1.3712 - d_accuracy: 0.7398Epoch 195: D Accuracy = 0.7365
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0911 - g_loss: 1.3676 - d_accuracy: 0.7397
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0930 - g_loss: 1.3762 - d_accuracy: 0.7323Epoch 196: D Accuracy = 0.7297
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0918 - g_loss: 1.3773 - d_accuracy: 0.7322
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1016 - g_loss: 1.3861 - d_accuracy: 0.7277Epoch 197: D Accuracy = 0.7770
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1005 - g_loss: 1.3800 - d_accuracy: 0.7295
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0757 - g_loss: 1.3786 - d_accuracy: 0.7440Epoch 198: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0770 - g_loss: 1.3701 - d_accuracy: 0.7439
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0881 - g_loss: 1.3675 - d_accuracy: 0.7388Epoch 199: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0873 - g_loss: 1.3691 - d_accuracy: 0.7404
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0901 - g_loss: 1.3698 - d_accuracy: 0.7346
Class 7 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.6419
27/27 [==============================] - 1s 41ms/step - d_loss: 1.0940 - g_loss: 1.3825 - d_accuracy: 0.7313
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0703 - g_loss: 1.4017 - d_accuracy: 0.7435Epoch 201: D Accuracy = 0.6149
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0735 - g_loss: 1.4246 - d_accuracy: 0.7390
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1049 - g_loss: 1.3642 - d_accuracy: 0.7302Epoch 202: D Accuracy = 0.7297
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1025 - g_loss: 1.3689 - d_accuracy: 0.7301
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0704 - g_loss: 1.3725 - d_accuracy: 0.7439Epoch 203: D Accuracy = 0.6824
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0776 - g_loss: 1.3510 - d_accuracy: 0.7417
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1076 - g_loss: 1.4354 - d_accuracy: 0.7239Epoch 204: D Accuracy = 0.7635
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1049 - g_loss: 1.4448 - d_accuracy: 0.7253
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0525 - g_loss: 1.4090 - d_accuracy: 0.7560Epoch 205: D Accuracy = 0.7905
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0501 - g_loss: 1.4108 - d_accuracy: 0.7572
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1167 - g_loss: 1.4081 - d_accuracy: 0.7201Epoch 206: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1171 - g_loss: 1.3965 - d_accuracy: 0.7224
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0683 - g_loss: 1.4177 - d_accuracy: 0.7424Epoch 207: D Accuracy = 0.7635
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0658 - g_loss: 1.4224 - d_accuracy: 0.7432
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0809 - g_loss: 1.3983 - d_accuracy: 0.7423Epoch 208: D Accuracy = 0.6824
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0868 - g_loss: 1.3812 - d_accuracy: 0.7402
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0894 - g_loss: 1.4163 - d_accuracy: 0.7379Epoch 209: D Accuracy = 0.7230
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0898 - g_loss: 1.4158 - d_accuracy: 0.7373
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0881 - g_loss: 1.3657 - d_accuracy: 0.7465Epoch 210: D Accuracy = 0.7770
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0879 - g_loss: 1.3543 - d_accuracy: 0.7476
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0889 - g_loss: 1.4482 - d_accuracy: 0.7340Epoch 211: D Accuracy = 0.7230
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0865 - g_loss: 1.4613 - d_accuracy: 0.7336
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0530 - g_loss: 1.3989 - d_accuracy: 0.7525Epoch 212: D Accuracy = 0.7635
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0534 - g_loss: 1.3962 - d_accuracy: 0.7529
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0926 - g_loss: 1.4000 - d_accuracy: 0.7330Epoch 213: D Accuracy = 0.7365
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0945 - g_loss: 1.3848 - d_accuracy: 0.7331
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0711 - g_loss: 1.4319 - d_accuracy: 0.7395Epoch 214: D Accuracy = 0.6959
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0724 - g_loss: 1.4363 - d_accuracy: 0.7379
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0593 - g_loss: 1.4302 - d_accuracy: 0.7532Epoch 215: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0629 - g_loss: 1.4528 - d_accuracy: 0.7487
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0610 - g_loss: 1.4507 - d_accuracy: 0.7480Epoch 216: D Accuracy = 0.7162
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0599 - g_loss: 1.4788 - d_accuracy: 0.7469
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0782 - g_loss: 1.3933 - d_accuracy: 0.7413Epoch 217: D Accuracy = 0.6959
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0805 - g_loss: 1.3931 - d_accuracy: 0.7397
Epoch 218/500
26/27 [===========================>..] - ETA: 0s - d_loss: 1.0407 - g_loss: 1.4316 - d_accuracy: 0.7607Epoch 218: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0377 - g_loss: 1.4448 - d_accuracy: 0.7599
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0635 - g_loss: 1.4537 - d_accuracy: 0.7458Epoch 219: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0696 - g_loss: 1.4900 - d_accuracy: 0.7404
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0643 - g_loss: 1.4023 - d_accuracy: 0.7495Epoch 220: D Accuracy = 0.8176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0617 - g_loss: 1.3951 - d_accuracy: 0.7519
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0279 - g_loss: 1.4378 - d_accuracy: 0.7673Epoch 221: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0300 - g_loss: 1.4285 - d_accuracy: 0.7664
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0843 - g_loss: 1.4514 - d_accuracy: 0.7335Epoch 222: D Accuracy = 0.8041
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0840 - g_loss: 1.4389 - d_accuracy: 0.7360
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0450 - g_loss: 1.4488 - d_accuracy: 0.7636Epoch 223: D Accuracy = 0.6014
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0509 - g_loss: 1.4845 - d_accuracy: 0.7578
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0371 - g_loss: 1.4457 - d_accuracy: 0.7624Epoch 224: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0327 - g_loss: 1.4539 - d_accuracy: 0.7632
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0658 - g_loss: 1.4531 - d_accuracy: 0.7483Epoch 225: D Accuracy = 0.6892
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0677 - g_loss: 1.4762 - d_accuracy: 0.7462
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0337 - g_loss: 1.4381 - d_accuracy: 0.7635Epoch 226: D Accuracy = 0.7635
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0334 - g_loss: 1.4285 - d_accuracy: 0.7635
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0391 - g_loss: 1.4732 - d_accuracy: 0.7615Epoch 227: D Accuracy = 0.7838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0368 - g_loss: 1.4738 - d_accuracy: 0.7623
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0241 - g_loss: 1.4848 - d_accuracy: 0.7705Epoch 228: D Accuracy = 0.8649
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0193 - g_loss: 1.4823 - d_accuracy: 0.7738
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0524 - g_loss: 1.5056 - d_accuracy: 0.7490Epoch 229: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0498 - g_loss: 1.5194 - d_accuracy: 0.7488
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0567 - g_loss: 1.4701 - d_accuracy: 0.7478Epoch 230: D Accuracy = 0.8378
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0525 - g_loss: 1.4640 - d_accuracy: 0.7510
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0647 - g_loss: 1.4761 - d_accuracy: 0.7512Epoch 231: D Accuracy = 0.8176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0642 - g_loss: 1.4685 - d_accuracy: 0.7536
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0472 - g_loss: 1.4714 - d_accuracy: 0.7569Epoch 232: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0549 - g_loss: 1.4828 - d_accuracy: 0.7523
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0374 - g_loss: 1.4594 - d_accuracy: 0.7586Epoch 233: D Accuracy = 0.8108
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0348 - g_loss: 1.4625 - d_accuracy: 0.7605
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0509 - g_loss: 1.4856 - d_accuracy: 0.7535Epoch 234: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0520 - g_loss: 1.5093 - d_accuracy: 0.7507
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0510 - g_loss: 1.4887 - d_accuracy: 0.7592Epoch 235: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0517 - g_loss: 1.4842 - d_accuracy: 0.7591
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0164 - g_loss: 1.4871 - d_accuracy: 0.7721Epoch 236: D Accuracy = 0.8514
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0134 - g_loss: 1.4836 - d_accuracy: 0.7750
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0262 - g_loss: 1.4816 - d_accuracy: 0.7639Epoch 237: D Accuracy = 0.7905
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0274 - g_loss: 1.4729 - d_accuracy: 0.7649
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0679 - g_loss: 1.4909 - d_accuracy: 0.7425Epoch 238: D Accuracy = 0.8514
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0630 - g_loss: 1.4873 - d_accuracy: 0.7464
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0417 - g_loss: 1.4756 - d_accuracy: 0.7572Epoch 239: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0437 - g_loss: 1.4818 - d_accuracy: 0.7553
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0204 - g_loss: 1.4991 - d_accuracy: 0.7660Epoch 240: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0213 - g_loss: 1.5022 - d_accuracy: 0.7651
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0325 - g_loss: 1.5124 - d_accuracy: 0.7631Epoch 241: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0404 - g_loss: 1.5305 - d_accuracy: 0.7576
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0452 - g_loss: 1.5122 - d_accuracy: 0.7605Epoch 242: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0463 - g_loss: 1.5239 - d_accuracy: 0.7585
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0222 - g_loss: 1.4796 - d_accuracy: 0.7718Epoch 243: D Accuracy = 0.6824
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0261 - g_loss: 1.4770 - d_accuracy: 0.7686
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0084 - g_loss: 1.5166 - d_accuracy: 0.7713Epoch 244: D Accuracy = 0.7770
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0085 - g_loss: 1.5200 - d_accuracy: 0.7715
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0664 - g_loss: 1.5185 - d_accuracy: 0.7424Epoch 245: D Accuracy = 0.6824
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0758 - g_loss: 1.4888 - d_accuracy: 0.7403
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0417 - g_loss: 1.5099 - d_accuracy: 0.7611Epoch 246: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0388 - g_loss: 1.5121 - d_accuracy: 0.7619
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0195 - g_loss: 1.5067 - d_accuracy: 0.7658Epoch 247: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0148 - g_loss: 1.5192 - d_accuracy: 0.7669
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0287 - g_loss: 1.5179 - d_accuracy: 0.7664Epoch 248: D Accuracy = 0.8176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0268 - g_loss: 1.5126 - d_accuracy: 0.7682
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0161 - g_loss: 1.5164 - d_accuracy: 0.7687Epoch 249: D Accuracy = 0.8716
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0122 - g_loss: 1.5142 - d_accuracy: 0.7724
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0029 - g_loss: 1.5138 - d_accuracy: 0.7742Epoch 250: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0083 - g_loss: 1.5234 - d_accuracy: 0.7697
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0504 - g_loss: 1.4872 - d_accuracy: 0.7561Epoch 251: D Accuracy = 0.7770
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0511 - g_loss: 1.4886 - d_accuracy: 0.7568
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0460 - g_loss: 1.5260 - d_accuracy: 0.7540Epoch 252: D Accuracy = 0.7838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0453 - g_loss: 1.5202 - d_accuracy: 0.7551
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0344 - g_loss: 1.5415 - d_accuracy: 0.7564Epoch 253: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0339 - g_loss: 1.5325 - d_accuracy: 0.7569
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0223 - g_loss: 1.5044 - d_accuracy: 0.7660Epoch 254: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0230 - g_loss: 1.4952 - d_accuracy: 0.7666
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0543 - g_loss: 1.5500 - d_accuracy: 0.7561Epoch 255: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0624 - g_loss: 1.5310 - d_accuracy: 0.7537
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0401 - g_loss: 1.5231 - d_accuracy: 0.7592Epoch 256: D Accuracy = 0.7635
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0403 - g_loss: 1.5041 - d_accuracy: 0.7593
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0246 - g_loss: 1.5384 - d_accuracy: 0.7652Epoch 257: D Accuracy = 0.8041
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0217 - g_loss: 1.5398 - d_accuracy: 0.7666
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9830 - g_loss: 1.5527 - d_accuracy: 0.7903Epoch 258: D Accuracy = 0.8311
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9793 - g_loss: 1.5609 - d_accuracy: 0.7918
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0266 - g_loss: 1.5190 - d_accuracy: 0.7626Epoch 259: D Accuracy = 0.8514
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0225 - g_loss: 1.5195 - d_accuracy: 0.7657
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0185 - g_loss: 1.5961 - d_accuracy: 0.7585Epoch 260: D Accuracy = 0.8243
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0139 - g_loss: 1.6009 - d_accuracy: 0.7609
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0478 - g_loss: 1.5817 - d_accuracy: 0.7501Epoch 261: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0523 - g_loss: 1.5678 - d_accuracy: 0.7475
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0285 - g_loss: 1.5293 - d_accuracy: 0.7614Epoch 262: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0286 - g_loss: 1.5451 - d_accuracy: 0.7612
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0327 - g_loss: 1.5186 - d_accuracy: 0.7610Epoch 263: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0437 - g_loss: 1.4930 - d_accuracy: 0.7570
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0398 - g_loss: 1.5789 - d_accuracy: 0.7558Epoch 264: D Accuracy = 0.8041
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0372 - g_loss: 1.5776 - d_accuracy: 0.7575
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0505 - g_loss: 1.5663 - d_accuracy: 0.7545Epoch 265: D Accuracy = 0.7770
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0520 - g_loss: 1.5465 - d_accuracy: 0.7553
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0028 - g_loss: 1.5266 - d_accuracy: 0.7752Epoch 266: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0066 - g_loss: 1.5162 - d_accuracy: 0.7741
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0572 - g_loss: 1.5190 - d_accuracy: 0.7489Epoch 267: D Accuracy = 0.7905
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0565 - g_loss: 1.5045 - d_accuracy: 0.7504
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9990 - g_loss: 1.5324 - d_accuracy: 0.7807Epoch 268: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0013 - g_loss: 1.5261 - d_accuracy: 0.7794
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0040 - g_loss: 1.5603 - d_accuracy: 0.7780Epoch 269: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0137 - g_loss: 1.5961 - d_accuracy: 0.7720
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0277 - g_loss: 1.5602 - d_accuracy: 0.7611Epoch 270: D Accuracy = 0.7770
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0280 - g_loss: 1.5573 - d_accuracy: 0.7617
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0181 - g_loss: 1.5480 - d_accuracy: 0.7710Epoch 271: D Accuracy = 0.7432
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0220 - g_loss: 1.5384 - d_accuracy: 0.7700
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0431 - g_loss: 1.5655 - d_accuracy: 0.7521Epoch 272: D Accuracy = 0.7905
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0410 - g_loss: 1.5579 - d_accuracy: 0.7535
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0506 - g_loss: 1.5792 - d_accuracy: 0.7530Epoch 273: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0518 - g_loss: 1.5717 - d_accuracy: 0.7529
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0401 - g_loss: 1.5606 - d_accuracy: 0.7593Epoch 274: D Accuracy = 0.7703
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0392 - g_loss: 1.5607 - d_accuracy: 0.7597
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9906 - g_loss: 1.5472 - d_accuracy: 0.7871Epoch 275: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9892 - g_loss: 1.5691 - d_accuracy: 0.7865
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0182 - g_loss: 1.5647 - d_accuracy: 0.7691Epoch 276: D Accuracy = 0.8446
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0125 - g_loss: 1.5727 - d_accuracy: 0.7718
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0131 - g_loss: 1.5780 - d_accuracy: 0.7715Epoch 277: D Accuracy = 0.8041
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0123 - g_loss: 1.5645 - d_accuracy: 0.7727
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9721 - g_loss: 1.5965 - d_accuracy: 0.7959Epoch 278: D Accuracy = 0.7770
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9731 - g_loss: 1.6020 - d_accuracy: 0.7952
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0057 - g_loss: 1.5301 - d_accuracy: 0.7762Epoch 279: D Accuracy = 0.7703
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0071 - g_loss: 1.5128 - d_accuracy: 0.7760
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0484 - g_loss: 1.5927 - d_accuracy: 0.7542Epoch 280: D Accuracy = 0.7162
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0490 - g_loss: 1.5944 - d_accuracy: 0.7529
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0017 - g_loss: 1.5819 - d_accuracy: 0.7765Epoch 281: D Accuracy = 0.8243
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9996 - g_loss: 1.5808 - d_accuracy: 0.7782
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9755 - g_loss: 1.5808 - d_accuracy: 0.7917Epoch 282: D Accuracy = 0.8176
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9724 - g_loss: 1.6022 - d_accuracy: 0.7926
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9991 - g_loss: 1.5804 - d_accuracy: 0.7791Epoch 283: D Accuracy = 0.7905
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0020 - g_loss: 1.5636 - d_accuracy: 0.7795
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9656 - g_loss: 1.6220 - d_accuracy: 0.7963Epoch 284: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9667 - g_loss: 1.6050 - d_accuracy: 0.7973
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0129 - g_loss: 1.6259 - d_accuracy: 0.7629Epoch 285: D Accuracy = 0.8446
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0088 - g_loss: 1.6195 - d_accuracy: 0.7658
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0169 - g_loss: 1.5949 - d_accuracy: 0.7644Epoch 286: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0138 - g_loss: 1.5911 - d_accuracy: 0.7661
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0088 - g_loss: 1.5918 - d_accuracy: 0.7742Epoch 287: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0076 - g_loss: 1.6130 - d_accuracy: 0.7740
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0105 - g_loss: 1.5579 - d_accuracy: 0.7737Epoch 288: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0096 - g_loss: 1.5471 - d_accuracy: 0.7740
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9723 - g_loss: 1.6174 - d_accuracy: 0.7946Epoch 289: D Accuracy = 0.8446
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9690 - g_loss: 1.6105 - d_accuracy: 0.7964
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0015 - g_loss: 1.6200 - d_accuracy: 0.7767Epoch 290: D Accuracy = 0.7838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0053 - g_loss: 1.6038 - d_accuracy: 0.7770
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9628 - g_loss: 1.6182 - d_accuracy: 0.7899Epoch 291: D Accuracy = 0.8041
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9619 - g_loss: 1.6104 - d_accuracy: 0.7904
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0121 - g_loss: 1.6078 - d_accuracy: 0.7778Epoch 292: D Accuracy = 0.7973
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0121 - g_loss: 1.5938 - d_accuracy: 0.7785
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9780 - g_loss: 1.6606 - d_accuracy: 0.7786Epoch 293: D Accuracy = 0.7635
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9763 - g_loss: 1.6713 - d_accuracy: 0.7780
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9822 - g_loss: 1.6290 - d_accuracy: 0.7894Epoch 294: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9801 - g_loss: 1.6325 - d_accuracy: 0.7906
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0270 - g_loss: 1.6515 - d_accuracy: 0.7652Epoch 295: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0233 - g_loss: 1.6667 - d_accuracy: 0.7644
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9803 - g_loss: 1.6386 - d_accuracy: 0.7878Epoch 296: D Accuracy = 0.7635
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9834 - g_loss: 1.6208 - d_accuracy: 0.7870
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0104 - g_loss: 1.6250 - d_accuracy: 0.7673Epoch 297: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0124 - g_loss: 1.6506 - d_accuracy: 0.7645
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9714 - g_loss: 1.6302 - d_accuracy: 0.7900Epoch 298: D Accuracy = 0.7365
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9782 - g_loss: 1.6117 - d_accuracy: 0.7881
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9964 - g_loss: 1.6578 - d_accuracy: 0.7796Epoch 299: D Accuracy = 0.8784
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9905 - g_loss: 1.6587 - d_accuracy: 0.7832
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9775 - g_loss: 1.6422 - d_accuracy: 0.7895
Class 7 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.8311
27/27 [==============================] - 1s 42ms/step - d_loss: 0.9775 - g_loss: 1.6225 - d_accuracy: 0.7909
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9894 - g_loss: 1.6257 - d_accuracy: 0.7781Epoch 301: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9885 - g_loss: 1.6218 - d_accuracy: 0.7778
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9919 - g_loss: 1.6397 - d_accuracy: 0.7786Epoch 302: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9910 - g_loss: 1.6510 - d_accuracy: 0.7776
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0288 - g_loss: 1.6160 - d_accuracy: 0.7663Epoch 303: D Accuracy = 0.7905
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0275 - g_loss: 1.6093 - d_accuracy: 0.7671
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9500 - g_loss: 1.6779 - d_accuracy: 0.7936Epoch 304: D Accuracy = 0.8378
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9458 - g_loss: 1.6835 - d_accuracy: 0.7952
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9753 - g_loss: 1.6569 - d_accuracy: 0.7934Epoch 305: D Accuracy = 0.7973
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9749 - g_loss: 1.6517 - d_accuracy: 0.7936
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9483 - g_loss: 1.7076 - d_accuracy: 0.7979Epoch 306: D Accuracy = 0.7162
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9498 - g_loss: 1.7323 - d_accuracy: 0.7950
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9896 - g_loss: 1.6775 - d_accuracy: 0.7818Epoch 307: D Accuracy = 0.8041
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9862 - g_loss: 1.6875 - d_accuracy: 0.7826
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9997 - g_loss: 1.6590 - d_accuracy: 0.7756Epoch 308: D Accuracy = 0.8446
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9971 - g_loss: 1.6516 - d_accuracy: 0.7781
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9432 - g_loss: 1.6675 - d_accuracy: 0.8087Epoch 309: D Accuracy = 0.8514
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9429 - g_loss: 1.6566 - d_accuracy: 0.8103
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9741 - g_loss: 1.6805 - d_accuracy: 0.7885Epoch 310: D Accuracy = 0.7905
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9750 - g_loss: 1.6769 - d_accuracy: 0.7886
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9758 - g_loss: 1.6702 - d_accuracy: 0.7838Epoch 311: D Accuracy = 0.7635
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9774 - g_loss: 1.6636 - d_accuracy: 0.7831
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9603 - g_loss: 1.6782 - d_accuracy: 0.7967Epoch 312: D Accuracy = 0.7095
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9628 - g_loss: 1.6995 - d_accuracy: 0.7936
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9745 - g_loss: 1.6493 - d_accuracy: 0.7886Epoch 313: D Accuracy = 0.7230
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9762 - g_loss: 1.6655 - d_accuracy: 0.7863
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9569 - g_loss: 1.7145 - d_accuracy: 0.7934Epoch 314: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9563 - g_loss: 1.7366 - d_accuracy: 0.7916
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9395 - g_loss: 1.7013 - d_accuracy: 0.8062Epoch 315: D Accuracy = 0.8311
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9405 - g_loss: 1.6903 - d_accuracy: 0.8071
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9593 - g_loss: 1.6847 - d_accuracy: 0.7947Epoch 316: D Accuracy = 0.7297
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9638 - g_loss: 1.6953 - d_accuracy: 0.7924
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9732 - g_loss: 1.6988 - d_accuracy: 0.7912Epoch 317: D Accuracy = 0.8514
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9699 - g_loss: 1.6931 - d_accuracy: 0.7934
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9560 - g_loss: 1.6764 - d_accuracy: 0.8023Epoch 318: D Accuracy = 0.7905
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9575 - g_loss: 1.6724 - d_accuracy: 0.8019
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9976 - g_loss: 1.6865 - d_accuracy: 0.7755Epoch 319: D Accuracy = 0.7905
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9966 - g_loss: 1.6853 - d_accuracy: 0.7761
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9661 - g_loss: 1.6651 - d_accuracy: 0.7947Epoch 320: D Accuracy = 0.8446
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9633 - g_loss: 1.6609 - d_accuracy: 0.7965
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9766 - g_loss: 1.6981 - d_accuracy: 0.7843Epoch 321: D Accuracy = 0.8041
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9789 - g_loss: 1.6804 - d_accuracy: 0.7850
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9673 - g_loss: 1.7223 - d_accuracy: 0.7957Epoch 322: D Accuracy = 0.8986
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9632 - g_loss: 1.7166 - d_accuracy: 0.7994
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9476 - g_loss: 1.7401 - d_accuracy: 0.8034Epoch 323: D Accuracy = 0.8716
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9436 - g_loss: 1.7419 - d_accuracy: 0.8058
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9630 - g_loss: 1.7247 - d_accuracy: 0.7928Epoch 324: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9669 - g_loss: 1.7384 - d_accuracy: 0.7886
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9892 - g_loss: 1.6834 - d_accuracy: 0.7806Epoch 325: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9892 - g_loss: 1.6758 - d_accuracy: 0.7802
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9355 - g_loss: 1.7039 - d_accuracy: 0.8060Epoch 326: D Accuracy = 0.8041
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9375 - g_loss: 1.6904 - d_accuracy: 0.8059
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9513 - g_loss: 1.7204 - d_accuracy: 0.7991Epoch 327: D Accuracy = 0.7703
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9532 - g_loss: 1.7130 - d_accuracy: 0.7980
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9930 - g_loss: 1.7033 - d_accuracy: 0.7767Epoch 328: D Accuracy = 0.8108
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9899 - g_loss: 1.6999 - d_accuracy: 0.7779
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9312 - g_loss: 1.7520 - d_accuracy: 0.8053Epoch 329: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9384 - g_loss: 1.7698 - d_accuracy: 0.8002
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9508 - g_loss: 1.7104 - d_accuracy: 0.7951Epoch 330: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9489 - g_loss: 1.7131 - d_accuracy: 0.7937
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9398 - g_loss: 1.7224 - d_accuracy: 0.8059Epoch 331: D Accuracy = 0.7973
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9426 - g_loss: 1.7057 - d_accuracy: 0.8056
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9974 - g_loss: 1.7835 - d_accuracy: 0.7752Epoch 332: D Accuracy = 0.7770
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9989 - g_loss: 1.7622 - d_accuracy: 0.7752
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9413 - g_loss: 1.7562 - d_accuracy: 0.8033Epoch 333: D Accuracy = 0.7635
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9399 - g_loss: 1.7787 - d_accuracy: 0.8019
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9388 - g_loss: 1.7417 - d_accuracy: 0.8082Epoch 334: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9373 - g_loss: 1.7636 - d_accuracy: 0.8068
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9158 - g_loss: 1.7549 - d_accuracy: 0.8117Epoch 335: D Accuracy = 0.8446
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9150 - g_loss: 1.7521 - d_accuracy: 0.8128
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0526 - g_loss: 1.7577 - d_accuracy: 0.7567Epoch 336: D Accuracy = 0.7973
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0501 - g_loss: 1.7602 - d_accuracy: 0.7581
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9554 - g_loss: 1.7273 - d_accuracy: 0.7966Epoch 337: D Accuracy = 0.8446
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9527 - g_loss: 1.7232 - d_accuracy: 0.7983
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9140 - g_loss: 1.7378 - d_accuracy: 0.8171Epoch 338: D Accuracy = 0.8108
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9140 - g_loss: 1.7300 - d_accuracy: 0.8168
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9269 - g_loss: 1.7997 - d_accuracy: 0.8117Epoch 339: D Accuracy = 0.8378
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9280 - g_loss: 1.7894 - d_accuracy: 0.8126
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9966 - g_loss: 1.7413 - d_accuracy: 0.7753Epoch 340: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9984 - g_loss: 1.7189 - d_accuracy: 0.7752
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9359 - g_loss: 1.7637 - d_accuracy: 0.8086Epoch 341: D Accuracy = 0.8176
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9358 - g_loss: 1.7512 - d_accuracy: 0.8090
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9588 - g_loss: 1.7996 - d_accuracy: 0.7897Epoch 342: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9722 - g_loss: 1.8251 - d_accuracy: 0.7833
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9860 - g_loss: 1.6906 - d_accuracy: 0.7809Epoch 343: D Accuracy = 0.8108
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9836 - g_loss: 1.6890 - d_accuracy: 0.7820
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9154 - g_loss: 1.7444 - d_accuracy: 0.8190Epoch 344: D Accuracy = 0.8514
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9117 - g_loss: 1.7560 - d_accuracy: 0.8202
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9081 - g_loss: 1.7469 - d_accuracy: 0.8157Epoch 345: D Accuracy = 0.9054
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9028 - g_loss: 1.7504 - d_accuracy: 0.8189
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9778 - g_loss: 1.7609 - d_accuracy: 0.7829Epoch 346: D Accuracy = 0.7973
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9804 - g_loss: 1.7403 - d_accuracy: 0.7834
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9450 - g_loss: 1.7485 - d_accuracy: 0.8022Epoch 347: D Accuracy = 0.8041
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9474 - g_loss: 1.7336 - d_accuracy: 0.8023
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9939 - g_loss: 1.7609 - d_accuracy: 0.7745Epoch 348: D Accuracy = 0.7162
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9938 - g_loss: 1.7852 - d_accuracy: 0.7724
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9414 - g_loss: 1.7477 - d_accuracy: 0.8033Epoch 349: D Accuracy = 0.8716
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9365 - g_loss: 1.7532 - d_accuracy: 0.8057
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9787 - g_loss: 1.7613 - d_accuracy: 0.7829Epoch 350: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9847 - g_loss: 1.7357 - d_accuracy: 0.7830
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9541 - g_loss: 1.7505 - d_accuracy: 0.7951Epoch 351: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9584 - g_loss: 1.7338 - d_accuracy: 0.7937
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9287 - g_loss: 1.7881 - d_accuracy: 0.8001Epoch 352: D Accuracy = 0.7905
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9258 - g_loss: 1.8076 - d_accuracy: 0.7998
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9366 - g_loss: 1.7550 - d_accuracy: 0.8056Epoch 353: D Accuracy = 0.7905
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9352 - g_loss: 1.7608 - d_accuracy: 0.8051
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9493 - g_loss: 1.7918 - d_accuracy: 0.7990Epoch 354: D Accuracy = 0.8514
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9472 - g_loss: 1.7884 - d_accuracy: 0.8009
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9379 - g_loss: 1.7956 - d_accuracy: 0.8037Epoch 355: D Accuracy = 0.8041
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9390 - g_loss: 1.7824 - d_accuracy: 0.8037
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9655 - g_loss: 1.7499 - d_accuracy: 0.7931Epoch 356: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9704 - g_loss: 1.7233 - d_accuracy: 0.7927
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9331 - g_loss: 1.8423 - d_accuracy: 0.8077Epoch 357: D Accuracy = 0.8986
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9282 - g_loss: 1.8381 - d_accuracy: 0.8110
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8998 - g_loss: 1.7810 - d_accuracy: 0.8212Epoch 358: D Accuracy = 0.8986
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8974 - g_loss: 1.7680 - d_accuracy: 0.8240
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9308 - g_loss: 1.8522 - d_accuracy: 0.8038Epoch 359: D Accuracy = 0.8311
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9322 - g_loss: 1.8299 - d_accuracy: 0.8048
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9300 - g_loss: 1.7916 - d_accuracy: 0.8119Epoch 360: D Accuracy = 0.8514
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9302 - g_loss: 1.7765 - d_accuracy: 0.8133
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9114 - g_loss: 1.8123 - d_accuracy: 0.8203Epoch 361: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9124 - g_loss: 1.8238 - d_accuracy: 0.8178
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9330 - g_loss: 1.8206 - d_accuracy: 0.8005Epoch 362: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9371 - g_loss: 1.8491 - d_accuracy: 0.7970
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9252 - g_loss: 1.7880 - d_accuracy: 0.8065Epoch 363: D Accuracy = 0.8176
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9227 - g_loss: 1.7938 - d_accuracy: 0.8069
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8837 - g_loss: 1.8206 - d_accuracy: 0.8303Epoch 364: D Accuracy = 0.7297
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8896 - g_loss: 1.8332 - d_accuracy: 0.8267
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9347 - g_loss: 1.8404 - d_accuracy: 0.8018Epoch 365: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9365 - g_loss: 1.8475 - d_accuracy: 0.8001
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9345 - g_loss: 1.7984 - d_accuracy: 0.8021Epoch 366: D Accuracy = 0.7770
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9379 - g_loss: 1.7802 - d_accuracy: 0.8012
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9642 - g_loss: 1.8363 - d_accuracy: 0.7884Epoch 367: D Accuracy = 0.8311
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9601 - g_loss: 1.8360 - d_accuracy: 0.7900
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0988 - g_loss: 1.8987 - d_accuracy: 0.7799Epoch 368: D Accuracy = 0.7297
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0945 - g_loss: 1.9072 - d_accuracy: 0.7781
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9162 - g_loss: 1.7766 - d_accuracy: 0.8158Epoch 369: D Accuracy = 0.6554
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9257 - g_loss: 1.7917 - d_accuracy: 0.8101
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9223 - g_loss: 1.7875 - d_accuracy: 0.8151Epoch 370: D Accuracy = 0.8243
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9257 - g_loss: 1.7693 - d_accuracy: 0.8154
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9102 - g_loss: 1.7983 - d_accuracy: 0.8170Epoch 371: D Accuracy = 0.8716
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9061 - g_loss: 1.8032 - d_accuracy: 0.8190
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9218 - g_loss: 1.8415 - d_accuracy: 0.8049Epoch 372: D Accuracy = 0.6824
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9266 - g_loss: 1.8654 - d_accuracy: 0.8006
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9121 - g_loss: 1.8357 - d_accuracy: 0.8204Epoch 373: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9125 - g_loss: 1.8562 - d_accuracy: 0.8191
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9130 - g_loss: 1.8162 - d_accuracy: 0.8157Epoch 374: D Accuracy = 0.7635
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9144 - g_loss: 1.8427 - d_accuracy: 0.8139
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9118 - g_loss: 1.8408 - d_accuracy: 0.8121Epoch 375: D Accuracy = 0.8243
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9123 - g_loss: 1.8290 - d_accuracy: 0.8125
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8929 - g_loss: 1.8849 - d_accuracy: 0.8221Epoch 376: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8991 - g_loss: 1.8793 - d_accuracy: 0.8193
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9222 - g_loss: 1.8638 - d_accuracy: 0.8166Epoch 377: D Accuracy = 0.7905
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9312 - g_loss: 1.8346 - d_accuracy: 0.8157
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9268 - g_loss: 1.8935 - d_accuracy: 0.8073Epoch 378: D Accuracy = 0.8514
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9256 - g_loss: 1.8854 - d_accuracy: 0.8089
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9420 - g_loss: 1.8314 - d_accuracy: 0.8034Epoch 379: D Accuracy = 0.8243
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9397 - g_loss: 1.8426 - d_accuracy: 0.8041
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9202 - g_loss: 1.8514 - d_accuracy: 0.8106Epoch 380: D Accuracy = 0.7365
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9231 - g_loss: 1.8575 - d_accuracy: 0.8079
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9151 - g_loss: 1.8636 - d_accuracy: 0.8189Epoch 381: D Accuracy = 0.8446
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9111 - g_loss: 1.8880 - d_accuracy: 0.8198
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9197 - g_loss: 1.8462 - d_accuracy: 0.8113Epoch 382: D Accuracy = 0.7095
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9219 - g_loss: 1.8564 - d_accuracy: 0.8077
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8866 - g_loss: 1.8514 - d_accuracy: 0.8249Epoch 383: D Accuracy = 0.7770
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8896 - g_loss: 1.8432 - d_accuracy: 0.8232
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9466 - g_loss: 1.8890 - d_accuracy: 0.7988Epoch 384: D Accuracy = 0.8986
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9391 - g_loss: 1.8905 - d_accuracy: 0.8023
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9066 - g_loss: 1.8562 - d_accuracy: 0.8173Epoch 385: D Accuracy = 0.8041
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9057 - g_loss: 1.8642 - d_accuracy: 0.8168
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8728 - g_loss: 1.8533 - d_accuracy: 0.8338Epoch 386: D Accuracy = 0.7770
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8768 - g_loss: 1.8442 - d_accuracy: 0.8317
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9385 - g_loss: 1.8726 - d_accuracy: 0.8050Epoch 387: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9415 - g_loss: 1.8814 - d_accuracy: 0.8028
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9247 - g_loss: 1.8383 - d_accuracy: 0.8132Epoch 388: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9311 - g_loss: 1.8083 - d_accuracy: 0.8121
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9083 - g_loss: 1.8521 - d_accuracy: 0.8147Epoch 389: D Accuracy = 0.8919
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9029 - g_loss: 1.8535 - d_accuracy: 0.8175
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9325 - g_loss: 1.8832 - d_accuracy: 0.8079Epoch 390: D Accuracy = 0.8446
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9288 - g_loss: 1.8863 - d_accuracy: 0.8092
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9098 - g_loss: 1.8817 - d_accuracy: 0.8132Epoch 391: D Accuracy = 0.8581
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9063 - g_loss: 1.8911 - d_accuracy: 0.8148
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9114 - g_loss: 1.8884 - d_accuracy: 0.8168Epoch 392: D Accuracy = 0.8378
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9090 - g_loss: 1.8859 - d_accuracy: 0.8175
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9150 - g_loss: 1.9465 - d_accuracy: 0.8161Epoch 393: D Accuracy = 0.8716
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9144 - g_loss: 1.9377 - d_accuracy: 0.8181
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8755 - g_loss: 1.8922 - d_accuracy: 0.8349Epoch 394: D Accuracy = 0.9054
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8716 - g_loss: 1.8889 - d_accuracy: 0.8374
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8978 - g_loss: 1.8726 - d_accuracy: 0.8229Epoch 395: D Accuracy = 0.8311
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8946 - g_loss: 1.8926 - d_accuracy: 0.8232
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9219 - g_loss: 1.9208 - d_accuracy: 0.7993Epoch 396: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9237 - g_loss: 1.9522 - d_accuracy: 0.7959
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9059 - g_loss: 1.8758 - d_accuracy: 0.8196Epoch 397: D Accuracy = 0.8986
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9005 - g_loss: 1.8839 - d_accuracy: 0.8224
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8562 - g_loss: 1.9393 - d_accuracy: 0.8382Epoch 398: D Accuracy = 0.8041
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8580 - g_loss: 1.9426 - d_accuracy: 0.8370
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8588 - g_loss: 1.9800 - d_accuracy: 0.8333Epoch 399: D Accuracy = 0.8784
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8549 - g_loss: 1.9823 - d_accuracy: 0.8349
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9133 - g_loss: 1.9405 - d_accuracy: 0.8153
Class 7 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.8851
27/27 [==============================] - 1s 41ms/step - d_loss: 0.9086 - g_loss: 1.9460 - d_accuracy: 0.8178
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9392 - g_loss: 1.8966 - d_accuracy: 0.7992Epoch 401: D Accuracy = 0.6284
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9480 - g_loss: 1.9131 - d_accuracy: 0.7931
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8916 - g_loss: 1.9236 - d_accuracy: 0.8247Epoch 402: D Accuracy = 0.8176
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8908 - g_loss: 1.9202 - d_accuracy: 0.8244
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8696 - g_loss: 1.9144 - d_accuracy: 0.8318Epoch 403: D Accuracy = 0.9122
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8678 - g_loss: 1.9062 - d_accuracy: 0.8347
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8559 - g_loss: 1.9322 - d_accuracy: 0.8401Epoch 404: D Accuracy = 0.8581
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8549 - g_loss: 1.9308 - d_accuracy: 0.8407
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8904 - g_loss: 1.9639 - d_accuracy: 0.8218Epoch 405: D Accuracy = 0.8514
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8885 - g_loss: 1.9568 - d_accuracy: 0.8228
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9334 - g_loss: 1.9339 - d_accuracy: 0.8014Epoch 406: D Accuracy = 0.7230
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9366 - g_loss: 1.9379 - d_accuracy: 0.7986
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9032 - g_loss: 1.8947 - d_accuracy: 0.8194Epoch 407: D Accuracy = 0.8108
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9032 - g_loss: 1.8915 - d_accuracy: 0.8191
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8956 - g_loss: 1.9509 - d_accuracy: 0.8218Epoch 408: D Accuracy = 0.6959
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9026 - g_loss: 1.9777 - d_accuracy: 0.8173
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8613 - g_loss: 1.9019 - d_accuracy: 0.8384Epoch 409: D Accuracy = 0.8514
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8621 - g_loss: 1.8866 - d_accuracy: 0.8389
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9264 - g_loss: 1.9689 - d_accuracy: 0.8008Epoch 410: D Accuracy = 0.8176
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9280 - g_loss: 1.9535 - d_accuracy: 0.8014
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8793 - g_loss: 1.9341 - d_accuracy: 0.8237Epoch 411: D Accuracy = 0.8446
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8788 - g_loss: 1.9290 - d_accuracy: 0.8244
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8753 - g_loss: 1.9452 - d_accuracy: 0.8303Epoch 412: D Accuracy = 0.8446
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8760 - g_loss: 1.9312 - d_accuracy: 0.8308
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8673 - g_loss: 1.9907 - d_accuracy: 0.8362Epoch 413: D Accuracy = 0.8581
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8657 - g_loss: 1.9895 - d_accuracy: 0.8370
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9176 - g_loss: 2.0033 - d_accuracy: 0.8096Epoch 414: D Accuracy = 0.8784
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9123 - g_loss: 2.0094 - d_accuracy: 0.8120
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8516 - g_loss: 1.9698 - d_accuracy: 0.8445Epoch 415: D Accuracy = 0.8784
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8489 - g_loss: 1.9765 - d_accuracy: 0.8457
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9040 - g_loss: 2.0149 - d_accuracy: 0.8177Epoch 416: D Accuracy = 0.8243
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9019 - g_loss: 2.0213 - d_accuracy: 0.8179
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8699 - g_loss: 1.9888 - d_accuracy: 0.8297Epoch 417: D Accuracy = 0.8581
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8710 - g_loss: 1.9628 - d_accuracy: 0.8307
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9072 - g_loss: 2.0334 - d_accuracy: 0.8139Epoch 418: D Accuracy = 0.9122
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9010 - g_loss: 2.0435 - d_accuracy: 0.8174
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8455 - g_loss: 1.9844 - d_accuracy: 0.8452Epoch 419: D Accuracy = 0.8514
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8464 - g_loss: 1.9639 - d_accuracy: 0.8454
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8609 - g_loss: 1.9994 - d_accuracy: 0.8417Epoch 420: D Accuracy = 0.8514
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8644 - g_loss: 1.9734 - d_accuracy: 0.8421
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8438 - g_loss: 1.9922 - d_accuracy: 0.8447Epoch 421: D Accuracy = 0.8649
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8435 - g_loss: 1.9870 - d_accuracy: 0.8454
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8409 - g_loss: 2.0151 - d_accuracy: 0.8415Epoch 422: D Accuracy = 0.7568
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8438 - g_loss: 2.0327 - d_accuracy: 0.8385
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8494 - g_loss: 2.0136 - d_accuracy: 0.8421Epoch 423: D Accuracy = 0.8311
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8513 - g_loss: 1.9983 - d_accuracy: 0.8417
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8648 - g_loss: 2.0082 - d_accuracy: 0.8357Epoch 424: D Accuracy = 0.8581
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8652 - g_loss: 1.9919 - d_accuracy: 0.8365
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8897 - g_loss: 2.0067 - d_accuracy: 0.8227Epoch 425: D Accuracy = 0.9189
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8834 - g_loss: 2.0052 - d_accuracy: 0.8261
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9161 - g_loss: 2.0082 - d_accuracy: 0.8123Epoch 426: D Accuracy = 0.8311
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9115 - g_loss: 2.0190 - d_accuracy: 0.8130
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9083 - g_loss: 1.9925 - d_accuracy: 0.8177Epoch 427: D Accuracy = 0.7095
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9125 - g_loss: 2.0073 - d_accuracy: 0.8138
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8912 - g_loss: 1.9898 - d_accuracy: 0.8257Epoch 428: D Accuracy = 0.8649
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8893 - g_loss: 1.9913 - d_accuracy: 0.8271
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8709 - g_loss: 2.0351 - d_accuracy: 0.8301Epoch 429: D Accuracy = 0.8581
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8705 - g_loss: 2.0259 - d_accuracy: 0.8311
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8791 - g_loss: 2.0604 - d_accuracy: 0.8262Epoch 430: D Accuracy = 0.7162
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8846 - g_loss: 2.0783 - d_accuracy: 0.8222
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8977 - g_loss: 1.9564 - d_accuracy: 0.8197Epoch 431: D Accuracy = 0.8986
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8938 - g_loss: 1.9511 - d_accuracy: 0.8226
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8530 - g_loss: 2.0170 - d_accuracy: 0.8376Epoch 432: D Accuracy = 0.7297
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8579 - g_loss: 2.0250 - d_accuracy: 0.8338
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8731 - g_loss: 2.0137 - d_accuracy: 0.8308Epoch 433: D Accuracy = 0.7905
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8742 - g_loss: 2.0251 - d_accuracy: 0.8293
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8606 - g_loss: 2.0036 - d_accuracy: 0.8409Epoch 434: D Accuracy = 0.8716
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8570 - g_loss: 2.0096 - d_accuracy: 0.8420
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8278 - g_loss: 2.0807 - d_accuracy: 0.8480Epoch 435: D Accuracy = 0.7973
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8283 - g_loss: 2.0913 - d_accuracy: 0.8462
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9148 - g_loss: 2.0073 - d_accuracy: 0.8116Epoch 436: D Accuracy = 0.8514
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9166 - g_loss: 1.9896 - d_accuracy: 0.8130
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8478 - g_loss: 2.0447 - d_accuracy: 0.8359Epoch 437: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8531 - g_loss: 2.0400 - d_accuracy: 0.8331
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9034 - g_loss: 2.0313 - d_accuracy: 0.8129Epoch 438: D Accuracy = 0.8243
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9012 - g_loss: 2.0378 - d_accuracy: 0.8133
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8518 - g_loss: 2.0847 - d_accuracy: 0.8362Epoch 439: D Accuracy = 0.8986
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8457 - g_loss: 2.0973 - d_accuracy: 0.8385
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8488 - g_loss: 2.0516 - d_accuracy: 0.8386Epoch 440: D Accuracy = 0.8378
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8456 - g_loss: 2.0614 - d_accuracy: 0.8386
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8620 - g_loss: 2.0331 - d_accuracy: 0.8363Epoch 441: D Accuracy = 0.8311
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8619 - g_loss: 2.0217 - d_accuracy: 0.8361
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8199 - g_loss: 2.0474 - d_accuracy: 0.8548Epoch 442: D Accuracy = 0.7973
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8254 - g_loss: 2.0209 - d_accuracy: 0.8527
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8896 - g_loss: 2.0641 - d_accuracy: 0.8162Epoch 443: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8913 - g_loss: 2.0667 - d_accuracy: 0.8141
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8635 - g_loss: 2.0268 - d_accuracy: 0.8387Epoch 444: D Accuracy = 0.8176
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8674 - g_loss: 2.0110 - d_accuracy: 0.8380
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9708 - g_loss: 2.0871 - d_accuracy: 0.7951Epoch 445: D Accuracy = 0.9527
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9607 - g_loss: 2.0832 - d_accuracy: 0.8008
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8424 - g_loss: 2.0581 - d_accuracy: 0.8431Epoch 446: D Accuracy = 0.9054
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8380 - g_loss: 2.0686 - d_accuracy: 0.8454
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8739 - g_loss: 2.0916 - d_accuracy: 0.8305Epoch 447: D Accuracy = 0.8716
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8723 - g_loss: 2.0828 - d_accuracy: 0.8319
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8377 - g_loss: 2.1026 - d_accuracy: 0.8410Epoch 448: D Accuracy = 0.8311
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8361 - g_loss: 2.1003 - d_accuracy: 0.8406
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9043 - g_loss: 2.0927 - d_accuracy: 0.8077Epoch 449: D Accuracy = 0.8581
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9031 - g_loss: 2.0724 - d_accuracy: 0.8095
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8499 - g_loss: 2.0732 - d_accuracy: 0.8350Epoch 450: D Accuracy = 0.8851
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8513 - g_loss: 2.0541 - d_accuracy: 0.8368
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8768 - g_loss: 2.0677 - d_accuracy: 0.8285Epoch 451: D Accuracy = 0.9392
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8699 - g_loss: 2.0653 - d_accuracy: 0.8324
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8575 - g_loss: 2.0480 - d_accuracy: 0.8366Epoch 452: D Accuracy = 0.9122
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8531 - g_loss: 2.0362 - d_accuracy: 0.8393
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8625 - g_loss: 2.0698 - d_accuracy: 0.8340Epoch 453: D Accuracy = 0.8378
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8619 - g_loss: 2.0770 - d_accuracy: 0.8341
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8302 - g_loss: 2.0731 - d_accuracy: 0.8493Epoch 454: D Accuracy = 0.7905
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8339 - g_loss: 2.0627 - d_accuracy: 0.8472
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8358 - g_loss: 2.0542 - d_accuracy: 0.8467Epoch 455: D Accuracy = 0.8446
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8369 - g_loss: 2.0392 - d_accuracy: 0.8466
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8430 - g_loss: 2.1063 - d_accuracy: 0.8395Epoch 456: D Accuracy = 0.8041
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8440 - g_loss: 2.1208 - d_accuracy: 0.8383
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8525 - g_loss: 2.0714 - d_accuracy: 0.8402Epoch 457: D Accuracy = 0.7095
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8745 - g_loss: 2.0253 - d_accuracy: 0.8356
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8511 - g_loss: 2.1491 - d_accuracy: 0.8351Epoch 458: D Accuracy = 0.8716
27/27 [==============================] - 1s 38ms/step - d_loss: 0.8498 - g_loss: 2.1486 - d_accuracy: 0.8364
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8482 - g_loss: 2.1274 - d_accuracy: 0.8381Epoch 459: D Accuracy = 0.8446
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8494 - g_loss: 2.1182 - d_accuracy: 0.8384
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8634 - g_loss: 2.1161 - d_accuracy: 0.8340Epoch 460: D Accuracy = 0.8176
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8672 - g_loss: 2.0938 - d_accuracy: 0.8334
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8347 - g_loss: 2.0817 - d_accuracy: 0.8476Epoch 461: D Accuracy = 0.7635
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8389 - g_loss: 2.0831 - d_accuracy: 0.8446
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8464 - g_loss: 2.0806 - d_accuracy: 0.8431Epoch 462: D Accuracy = 0.8311
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8472 - g_loss: 2.0878 - d_accuracy: 0.8427
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8390 - g_loss: 2.0935 - d_accuracy: 0.8453Epoch 463: D Accuracy = 0.8649
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8355 - g_loss: 2.1048 - d_accuracy: 0.8460
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8558 - g_loss: 2.1321 - d_accuracy: 0.8358Epoch 464: D Accuracy = 0.8311
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8533 - g_loss: 2.1383 - d_accuracy: 0.8356
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8338 - g_loss: 2.1174 - d_accuracy: 0.8461Epoch 465: D Accuracy = 0.7635
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8407 - g_loss: 2.0923 - d_accuracy: 0.8432
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8394 - g_loss: 2.1402 - d_accuracy: 0.8472Epoch 466: D Accuracy = 0.7230
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8445 - g_loss: 2.1582 - d_accuracy: 0.8428
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8500 - g_loss: 2.1306 - d_accuracy: 0.8358Epoch 467: D Accuracy = 0.8243
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8537 - g_loss: 2.1075 - d_accuracy: 0.8354
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8560 - g_loss: 2.1401 - d_accuracy: 0.8328Epoch 468: D Accuracy = 0.8851
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8513 - g_loss: 2.1565 - d_accuracy: 0.8347
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8344 - g_loss: 2.1096 - d_accuracy: 0.8450Epoch 469: D Accuracy = 0.8514
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8319 - g_loss: 2.1284 - d_accuracy: 0.8453
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8335 - g_loss: 2.0953 - d_accuracy: 0.8449Epoch 470: D Accuracy = 0.8311
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8342 - g_loss: 2.0964 - d_accuracy: 0.8444
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8322 - g_loss: 2.1494 - d_accuracy: 0.8447Epoch 471: D Accuracy = 0.9054
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8292 - g_loss: 2.1426 - d_accuracy: 0.8469
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8511 - g_loss: 2.1335 - d_accuracy: 0.8393Epoch 472: D Accuracy = 0.8446
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8540 - g_loss: 2.1158 - d_accuracy: 0.8395
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8794 - g_loss: 2.1952 - d_accuracy: 0.8252Epoch 473: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8834 - g_loss: 2.1965 - d_accuracy: 0.8227
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8282 - g_loss: 2.1572 - d_accuracy: 0.8466Epoch 474: D Accuracy = 0.8581
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8271 - g_loss: 2.1612 - d_accuracy: 0.8470
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8003 - g_loss: 2.1617 - d_accuracy: 0.8607Epoch 475: D Accuracy = 0.8986
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7988 - g_loss: 2.1466 - d_accuracy: 0.8620
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8016 - g_loss: 2.1640 - d_accuracy: 0.8602Epoch 476: D Accuracy = 0.8851
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8013 - g_loss: 2.1524 - d_accuracy: 0.8611
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8217 - g_loss: 2.1768 - d_accuracy: 0.8530Epoch 477: D Accuracy = 0.8514
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8277 - g_loss: 2.1433 - d_accuracy: 0.8529
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8297 - g_loss: 2.1606 - d_accuracy: 0.8436Epoch 478: D Accuracy = 0.8581
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8295 - g_loss: 2.1528 - d_accuracy: 0.8441
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8313 - g_loss: 2.1668 - d_accuracy: 0.8507Epoch 479: D Accuracy = 0.9459
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8248 - g_loss: 2.1768 - d_accuracy: 0.8541
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8378 - g_loss: 2.2110 - d_accuracy: 0.8413Epoch 480: D Accuracy = 0.8041
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8410 - g_loss: 2.1989 - d_accuracy: 0.8399
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7894 - g_loss: 2.2288 - d_accuracy: 0.8593Epoch 481: D Accuracy = 0.8446
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7898 - g_loss: 2.2428 - d_accuracy: 0.8587
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8482 - g_loss: 2.1604 - d_accuracy: 0.8384Epoch 482: D Accuracy = 0.7297
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8544 - g_loss: 2.1851 - d_accuracy: 0.8345
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8373 - g_loss: 2.1391 - d_accuracy: 0.8413Epoch 483: D Accuracy = 0.9189
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8359 - g_loss: 2.1188 - d_accuracy: 0.8441
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8636 - g_loss: 2.2089 - d_accuracy: 0.8328Epoch 484: D Accuracy = 0.8176
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8595 - g_loss: 2.2301 - d_accuracy: 0.8323
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8086 - g_loss: 2.1721 - d_accuracy: 0.8587Epoch 485: D Accuracy = 0.7905
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8123 - g_loss: 2.1925 - d_accuracy: 0.8563
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8457 - g_loss: 2.1624 - d_accuracy: 0.8363Epoch 486: D Accuracy = 0.9189
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8400 - g_loss: 2.1615 - d_accuracy: 0.8392
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8170 - g_loss: 2.1978 - d_accuracy: 0.8538Epoch 487: D Accuracy = 0.8649
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8181 - g_loss: 2.1862 - d_accuracy: 0.8542
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8474 - g_loss: 2.1626 - d_accuracy: 0.8377Epoch 488: D Accuracy = 0.8919
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8436 - g_loss: 2.1642 - d_accuracy: 0.8397
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8333 - g_loss: 2.1930 - d_accuracy: 0.8468Epoch 489: D Accuracy = 0.8986
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8327 - g_loss: 2.1792 - d_accuracy: 0.8486
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8278 - g_loss: 2.2074 - d_accuracy: 0.8455Epoch 490: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8333 - g_loss: 2.2305 - d_accuracy: 0.8419
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8413 - g_loss: 2.1968 - d_accuracy: 0.8436Epoch 491: D Accuracy = 0.7297
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8479 - g_loss: 2.2333 - d_accuracy: 0.8395
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8129 - g_loss: 2.1560 - d_accuracy: 0.8573Epoch 492: D Accuracy = 0.8378
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8144 - g_loss: 2.1467 - d_accuracy: 0.8566
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7682 - g_loss: 2.2357 - d_accuracy: 0.8728Epoch 493: D Accuracy = 0.8784
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7701 - g_loss: 2.2126 - d_accuracy: 0.8730
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8120 - g_loss: 2.2575 - d_accuracy: 0.8526Epoch 494: D Accuracy = 0.9122
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8073 - g_loss: 2.2655 - d_accuracy: 0.8548
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8034 - g_loss: 2.2372 - d_accuracy: 0.8586Epoch 495: D Accuracy = 0.9122
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8006 - g_loss: 2.2290 - d_accuracy: 0.8605
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8035 - g_loss: 2.2630 - d_accuracy: 0.8593Epoch 496: D Accuracy = 0.8446
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8043 - g_loss: 2.2649 - d_accuracy: 0.8587
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8058 - g_loss: 2.2367 - d_accuracy: 0.8586Epoch 497: D Accuracy = 0.8919
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8034 - g_loss: 2.2446 - d_accuracy: 0.8597
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8291 - g_loss: 2.2004 - d_accuracy: 0.8462Epoch 498: D Accuracy = 0.8716
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8297 - g_loss: 2.1806 - d_accuracy: 0.8471
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7633 - g_loss: 2.2731 - d_accuracy: 0.8757Epoch 499: D Accuracy = 0.9257
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7619 - g_loss: 2.2576 - d_accuracy: 0.8775
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8107 - g_loss: 2.2570 - d_accuracy: 0.8544
Class 7 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.8919
27/27 [==============================] - 1s 46ms/step - d_loss: 0.8120 - g_loss: 2.2409 - d_accuracy: 0.8557
Training DCGAN for class 8...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.1522 - g_loss: 1.2951 - d_accuracy: 0.7461WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0168s vs `on_train_batch_end` time: 0.0186s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 0.6297 - g_loss: 2.6278 - d_accuracy: 0.9282
Epoch 1: Generator loss improved from inf to 4.1781. Saving weights.
Epoch 1: D Accuracy = 0.9828
27/27 [==============================] - 2s 42ms/step - d_loss: 0.6222 - g_loss: 2.6831 - d_accuracy: 0.9301
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6419 - g_loss: 4.0652 - d_accuracy: 0.9402
Epoch 2: Generator loss improved from 4.1781 to 3.3979. Saving weights.
Epoch 2: D Accuracy = 0.7644
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6504 - g_loss: 4.0413 - d_accuracy: 0.9339
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5976 - g_loss: 2.7253 - d_accuracy: 0.9391
Epoch 3: Generator loss improved from 3.3979 to 3.1250. Saving weights.
Epoch 3: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.5923 - g_loss: 2.7396 - d_accuracy: 0.9413
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4047 - g_loss: 4.2999 - d_accuracy: 0.9901Epoch 4: D Accuracy = 0.9828
27/27 [==============================] - 1s 34ms/step - d_loss: 0.4055 - g_loss: 4.2799 - d_accuracy: 0.9898
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1562 - g_loss: 2.1186 - d_accuracy: 0.7420
Epoch 5: Generator loss improved from 3.1250 to 1.0002. Saving weights.
Epoch 5: D Accuracy = 0.6954
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1596 - g_loss: 2.0787 - d_accuracy: 0.7404
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1057 - g_loss: 1.3700 - d_accuracy: 0.7451Epoch 6: D Accuracy = 0.7586
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1062 - g_loss: 1.3643 - d_accuracy: 0.7456
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1339 - g_loss: 1.3129 - d_accuracy: 0.7318Epoch 7: D Accuracy = 0.7586
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1327 - g_loss: 1.3084 - d_accuracy: 0.7328
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0994 - g_loss: 1.3098 - d_accuracy: 0.7349Epoch 8: D Accuracy = 0.7299
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0992 - g_loss: 1.3230 - d_accuracy: 0.7348
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1221 - g_loss: 1.3123 - d_accuracy: 0.7292
Epoch 9: Generator loss improved from 1.0002 to 0.9466. Saving weights.
Epoch 9: D Accuracy = 0.7069
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1226 - g_loss: 1.2993 - d_accuracy: 0.7284
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0514 - g_loss: 1.3986 - d_accuracy: 0.7642Epoch 10: D Accuracy = 0.7069
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0553 - g_loss: 1.4049 - d_accuracy: 0.7621
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0359 - g_loss: 1.4870 - d_accuracy: 0.7664Epoch 11: D Accuracy = 0.7644
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0360 - g_loss: 1.4731 - d_accuracy: 0.7664
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9847 - g_loss: 1.5594 - d_accuracy: 0.7915Epoch 12: D Accuracy = 0.8506
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9839 - g_loss: 1.5606 - d_accuracy: 0.7936
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9331 - g_loss: 1.6340 - d_accuracy: 0.8136Epoch 13: D Accuracy = 0.7414
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9348 - g_loss: 1.6526 - d_accuracy: 0.8110
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9154 - g_loss: 1.7181 - d_accuracy: 0.8184Epoch 14: D Accuracy = 0.8391
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9108 - g_loss: 1.7375 - d_accuracy: 0.8191
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9330 - g_loss: 1.7260 - d_accuracy: 0.8062Epoch 15: D Accuracy = 0.8448
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9303 - g_loss: 1.7263 - d_accuracy: 0.8076
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9458 - g_loss: 1.7296 - d_accuracy: 0.8073Epoch 16: D Accuracy = 0.8161
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9470 - g_loss: 1.7234 - d_accuracy: 0.8076
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9651 - g_loss: 1.6784 - d_accuracy: 0.7947Epoch 17: D Accuracy = 0.8046
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9653 - g_loss: 1.6731 - d_accuracy: 0.7951
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0328 - g_loss: 1.5949 - d_accuracy: 0.7683Epoch 18: D Accuracy = 0.7874
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0333 - g_loss: 1.5817 - d_accuracy: 0.7690
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0199 - g_loss: 1.5588 - d_accuracy: 0.7636Epoch 19: D Accuracy = 0.7586
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0214 - g_loss: 1.5484 - d_accuracy: 0.7635
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0492 - g_loss: 1.5097 - d_accuracy: 0.7598Epoch 20: D Accuracy = 0.8391
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0442 - g_loss: 1.5146 - d_accuracy: 0.7626
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0613 - g_loss: 1.4904 - d_accuracy: 0.7513Epoch 21: D Accuracy = 0.7471
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0606 - g_loss: 1.5014 - d_accuracy: 0.7512
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0668 - g_loss: 1.4816 - d_accuracy: 0.7465Epoch 22: D Accuracy = 0.6552
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0707 - g_loss: 1.4924 - d_accuracy: 0.7432
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0767 - g_loss: 1.4332 - d_accuracy: 0.7398Epoch 23: D Accuracy = 0.7471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0760 - g_loss: 1.4348 - d_accuracy: 0.7400
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1165 - g_loss: 1.4126 - d_accuracy: 0.7279
Epoch 24: Generator loss improved from 0.9466 to 0.9133. Saving weights.
Epoch 24: D Accuracy = 0.7241
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1176 - g_loss: 1.3948 - d_accuracy: 0.7278
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1085 - g_loss: 1.3965 - d_accuracy: 0.7249Epoch 25: D Accuracy = 0.7874
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1072 - g_loss: 1.3941 - d_accuracy: 0.7271
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1229 - g_loss: 1.3533 - d_accuracy: 0.7215Epoch 26: D Accuracy = 0.8046
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1204 - g_loss: 1.3470 - d_accuracy: 0.7245
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1316 - g_loss: 1.3974 - d_accuracy: 0.7129Epoch 27: D Accuracy = 0.6322
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1346 - g_loss: 1.4188 - d_accuracy: 0.7101
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0971 - g_loss: 1.3352 - d_accuracy: 0.7403Epoch 28: D Accuracy = 0.8046
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0946 - g_loss: 1.3296 - d_accuracy: 0.7426
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1298 - g_loss: 1.4210 - d_accuracy: 0.7102Epoch 29: D Accuracy = 0.7759
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1274 - g_loss: 1.4167 - d_accuracy: 0.7125
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1395 - g_loss: 1.3469 - d_accuracy: 0.7103Epoch 30: D Accuracy = 0.7011
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1390 - g_loss: 1.3491 - d_accuracy: 0.7100
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1350 - g_loss: 1.3582 - d_accuracy: 0.7182Epoch 31: D Accuracy = 0.7931
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1344 - g_loss: 1.3448 - d_accuracy: 0.7209
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1618 - g_loss: 1.3344 - d_accuracy: 0.6942Epoch 32: D Accuracy = 0.6839
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1605 - g_loss: 1.3425 - d_accuracy: 0.6938
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1523 - g_loss: 1.3193 - d_accuracy: 0.7011Epoch 33: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1542 - g_loss: 1.3204 - d_accuracy: 0.6998
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1574 - g_loss: 1.2896 - d_accuracy: 0.7021
Epoch 34: Generator loss improved from 0.9133 to 0.7970. Saving weights.
Epoch 34: D Accuracy = 0.6609
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1652 - g_loss: 1.2720 - d_accuracy: 0.7007
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1612 - g_loss: 1.3053 - d_accuracy: 0.6948Epoch 35: D Accuracy = 0.6379
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1631 - g_loss: 1.3012 - d_accuracy: 0.6927
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1766 - g_loss: 1.2958 - d_accuracy: 0.6817Epoch 36: D Accuracy = 0.6437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1772 - g_loss: 1.3062 - d_accuracy: 0.6803
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1674 - g_loss: 1.2548 - d_accuracy: 0.6986Epoch 37: D Accuracy = 0.7126
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1701 - g_loss: 1.2441 - d_accuracy: 0.6991
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1538 - g_loss: 1.3149 - d_accuracy: 0.7005Epoch 38: D Accuracy = 0.5747
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1565 - g_loss: 1.3350 - d_accuracy: 0.6960
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1653 - g_loss: 1.2646 - d_accuracy: 0.7024Epoch 39: D Accuracy = 0.7414
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1662 - g_loss: 1.2572 - d_accuracy: 0.7038
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1656 - g_loss: 1.2749 - d_accuracy: 0.6947Epoch 40: D Accuracy = 0.7069
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1626 - g_loss: 1.2869 - d_accuracy: 0.6952
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1537 - g_loss: 1.2393 - d_accuracy: 0.7047Epoch 41: D Accuracy = 0.7874
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1502 - g_loss: 1.2442 - d_accuracy: 0.7076
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1824 - g_loss: 1.2455 - d_accuracy: 0.6789Epoch 42: D Accuracy = 0.7471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1787 - g_loss: 1.2535 - d_accuracy: 0.6813
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2018 - g_loss: 1.2343 - d_accuracy: 0.6798Epoch 43: D Accuracy = 0.7931
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1978 - g_loss: 1.2323 - d_accuracy: 0.6839
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1895 - g_loss: 1.2257 - d_accuracy: 0.6799Epoch 44: D Accuracy = 0.7126
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1855 - g_loss: 1.2371 - d_accuracy: 0.6811
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1842 - g_loss: 1.2197 - d_accuracy: 0.6774Epoch 45: D Accuracy = 0.6954
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1822 - g_loss: 1.2253 - d_accuracy: 0.6780
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1951 - g_loss: 1.1947 - d_accuracy: 0.6733Epoch 46: D Accuracy = 0.7644
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1877 - g_loss: 1.2026 - d_accuracy: 0.6765
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2071 - g_loss: 1.1807 - d_accuracy: 0.6767Epoch 47: D Accuracy = 0.7011
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2062 - g_loss: 1.1735 - d_accuracy: 0.6776
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2163 - g_loss: 1.1724 - d_accuracy: 0.6639Epoch 48: D Accuracy = 0.6552
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2156 - g_loss: 1.1786 - d_accuracy: 0.6636
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2171 - g_loss: 1.1463 - d_accuracy: 0.6658Epoch 49: D Accuracy = 0.6724
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2185 - g_loss: 1.1396 - d_accuracy: 0.6661
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2371 - g_loss: 1.1484 - d_accuracy: 0.6513Epoch 50: D Accuracy = 0.7069
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2356 - g_loss: 1.1426 - d_accuracy: 0.6533
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2244 - g_loss: 1.1663 - d_accuracy: 0.6545Epoch 51: D Accuracy = 0.6092
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2268 - g_loss: 1.1632 - d_accuracy: 0.6529
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2347 - g_loss: 1.1375 - d_accuracy: 0.6599
Epoch 52: Generator loss improved from 0.7970 to 0.5730. Saving weights.
Epoch 52: D Accuracy = 0.5862
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2448 - g_loss: 1.1173 - d_accuracy: 0.6572
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2320 - g_loss: 1.1398 - d_accuracy: 0.6532Epoch 53: D Accuracy = 0.6782
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2315 - g_loss: 1.1379 - d_accuracy: 0.6540
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2592 - g_loss: 1.1405 - d_accuracy: 0.6409Epoch 54: D Accuracy = 0.6207
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2590 - g_loss: 1.1346 - d_accuracy: 0.6402
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2386 - g_loss: 1.1214 - d_accuracy: 0.6545Epoch 55: D Accuracy = 0.6609
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2381 - g_loss: 1.1252 - d_accuracy: 0.6548
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2100 - g_loss: 1.1259 - d_accuracy: 0.6673Epoch 56: D Accuracy = 0.7471
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2052 - g_loss: 1.1303 - d_accuracy: 0.6701
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2261 - g_loss: 1.1111 - d_accuracy: 0.6556Epoch 57: D Accuracy = 0.6552
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2234 - g_loss: 1.1162 - d_accuracy: 0.6556
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2587 - g_loss: 1.1249 - d_accuracy: 0.6425Epoch 58: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2563 - g_loss: 1.1245 - d_accuracy: 0.6433
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2573 - g_loss: 1.0848 - d_accuracy: 0.6393Epoch 59: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2567 - g_loss: 1.0803 - d_accuracy: 0.6403
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2359 - g_loss: 1.1169 - d_accuracy: 0.6521Epoch 60: D Accuracy = 0.7011
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2359 - g_loss: 1.1059 - d_accuracy: 0.6539
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2457 - g_loss: 1.1060 - d_accuracy: 0.6420Epoch 61: D Accuracy = 0.6034
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2464 - g_loss: 1.1021 - d_accuracy: 0.6406
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 1.1288 - d_accuracy: 0.6574Epoch 62: D Accuracy = 0.6207
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2295 - g_loss: 1.1326 - d_accuracy: 0.6561
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2464 - g_loss: 1.1060 - d_accuracy: 0.6432Epoch 63: D Accuracy = 0.7069
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2435 - g_loss: 1.1038 - d_accuracy: 0.6455
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2305 - g_loss: 1.1041 - d_accuracy: 0.6504Epoch 64: D Accuracy = 0.6897
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2295 - g_loss: 1.1034 - d_accuracy: 0.6518
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2491 - g_loss: 1.1026 - d_accuracy: 0.6469Epoch 65: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2472 - g_loss: 1.1092 - d_accuracy: 0.6476
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2551 - g_loss: 1.0646 - d_accuracy: 0.6430Epoch 66: D Accuracy = 0.6149
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2576 - g_loss: 1.0556 - d_accuracy: 0.6420
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2415 - g_loss: 1.0913 - d_accuracy: 0.6483Epoch 67: D Accuracy = 0.6839
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2402 - g_loss: 1.0849 - d_accuracy: 0.6496
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2606 - g_loss: 1.0874 - d_accuracy: 0.6443Epoch 68: D Accuracy = 0.5805
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2605 - g_loss: 1.0969 - d_accuracy: 0.6420
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2530 - g_loss: 1.1007 - d_accuracy: 0.6434Epoch 69: D Accuracy = 0.6954
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2513 - g_loss: 1.0975 - d_accuracy: 0.6452
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 1.0723 - d_accuracy: 0.6274Epoch 70: D Accuracy = 0.6494
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2713 - g_loss: 1.0713 - d_accuracy: 0.6281
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2579 - g_loss: 1.0766 - d_accuracy: 0.6338Epoch 71: D Accuracy = 0.6437
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2557 - g_loss: 1.0818 - d_accuracy: 0.6341
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2521 - g_loss: 1.1069 - d_accuracy: 0.6442Epoch 72: D Accuracy = 0.5460
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2576 - g_loss: 1.1154 - d_accuracy: 0.6407
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2581 - g_loss: 1.0628 - d_accuracy: 0.6378Epoch 73: D Accuracy = 0.6149
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2603 - g_loss: 1.0532 - d_accuracy: 0.6370
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2759 - g_loss: 1.0731 - d_accuracy: 0.6296Epoch 74: D Accuracy = 0.7011
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2742 - g_loss: 1.0655 - d_accuracy: 0.6321
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2442 - g_loss: 1.0760 - d_accuracy: 0.6429Epoch 75: D Accuracy = 0.6667
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2450 - g_loss: 1.0700 - d_accuracy: 0.6437
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2407 - g_loss: 1.0707 - d_accuracy: 0.6476Epoch 76: D Accuracy = 0.6092
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2416 - g_loss: 1.0748 - d_accuracy: 0.6462
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2429 - g_loss: 1.0856 - d_accuracy: 0.6439Epoch 77: D Accuracy = 0.6552
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2423 - g_loss: 1.0928 - d_accuracy: 0.6443
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2360 - g_loss: 1.0697 - d_accuracy: 0.6538Epoch 78: D Accuracy = 0.6954
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2362 - g_loss: 1.0636 - d_accuracy: 0.6553
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2507 - g_loss: 1.0990 - d_accuracy: 0.6368Epoch 79: D Accuracy = 0.5230
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2575 - g_loss: 1.1036 - d_accuracy: 0.6328
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2705 - g_loss: 1.0997 - d_accuracy: 0.6344Epoch 80: D Accuracy = 0.7529
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2651 - g_loss: 1.0972 - d_accuracy: 0.6386
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2478 - g_loss: 1.0876 - d_accuracy: 0.6421Epoch 81: D Accuracy = 0.6207
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2486 - g_loss: 1.0863 - d_accuracy: 0.6413
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2412 - g_loss: 1.0834 - d_accuracy: 0.6465Epoch 82: D Accuracy = 0.7241
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2375 - g_loss: 1.0793 - d_accuracy: 0.6492
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2729 - g_loss: 1.0935 - d_accuracy: 0.6295Epoch 83: D Accuracy = 0.7414
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2682 - g_loss: 1.0884 - d_accuracy: 0.6335
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2503 - g_loss: 1.0922 - d_accuracy: 0.6407Epoch 84: D Accuracy = 0.5632
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2530 - g_loss: 1.1013 - d_accuracy: 0.6379
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2378 - g_loss: 1.0691 - d_accuracy: 0.6525Epoch 85: D Accuracy = 0.7069
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2359 - g_loss: 1.0664 - d_accuracy: 0.6544
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2444 - g_loss: 1.0787 - d_accuracy: 0.6497Epoch 86: D Accuracy = 0.7184
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2426 - g_loss: 1.0717 - d_accuracy: 0.6522
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2504 - g_loss: 1.0739 - d_accuracy: 0.6419Epoch 87: D Accuracy = 0.5690
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2542 - g_loss: 1.0627 - d_accuracy: 0.6393
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2521 - g_loss: 1.0939 - d_accuracy: 0.6367Epoch 88: D Accuracy = 0.5230
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2578 - g_loss: 1.1075 - d_accuracy: 0.6326
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2732 - g_loss: 1.0653 - d_accuracy: 0.6273Epoch 89: D Accuracy = 0.6437
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2728 - g_loss: 1.0661 - d_accuracy: 0.6279
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2618 - g_loss: 1.0602 - d_accuracy: 0.6334Epoch 90: D Accuracy = 0.6437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2604 - g_loss: 1.0574 - d_accuracy: 0.6337
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2470 - g_loss: 1.0728 - d_accuracy: 0.6465Epoch 91: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2466 - g_loss: 1.0750 - d_accuracy: 0.6472
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2749 - g_loss: 1.0619 - d_accuracy: 0.6337Epoch 92: D Accuracy = 0.5632
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2782 - g_loss: 1.0667 - d_accuracy: 0.6312
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2641 - g_loss: 1.0794 - d_accuracy: 0.6404Epoch 93: D Accuracy = 0.5805
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2644 - g_loss: 1.0842 - d_accuracy: 0.6383
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2380 - g_loss: 1.0748 - d_accuracy: 0.6525Epoch 94: D Accuracy = 0.6724
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2363 - g_loss: 1.0804 - d_accuracy: 0.6532
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2443 - g_loss: 1.0712 - d_accuracy: 0.6489Epoch 95: D Accuracy = 0.6092
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2448 - g_loss: 1.0688 - d_accuracy: 0.6474
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2582 - g_loss: 1.0891 - d_accuracy: 0.6388Epoch 96: D Accuracy = 0.5920
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2608 - g_loss: 1.1039 - d_accuracy: 0.6371
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2675 - g_loss: 1.0651 - d_accuracy: 0.6313Epoch 97: D Accuracy = 0.5460
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2748 - g_loss: 1.0797 - d_accuracy: 0.6283
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2640 - g_loss: 1.0726 - d_accuracy: 0.6375Epoch 98: D Accuracy = 0.5632
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2662 - g_loss: 1.0809 - d_accuracy: 0.6348
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2456 - g_loss: 1.0807 - d_accuracy: 0.6404Epoch 99: D Accuracy = 0.6379
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2464 - g_loss: 1.0738 - d_accuracy: 0.6403
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2338 - g_loss: 1.0793 - d_accuracy: 0.6605
Class 8 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.7011
27/27 [==============================] - 1s 42ms/step - d_loss: 1.2322 - g_loss: 1.0713 - d_accuracy: 0.6620
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2615 - g_loss: 1.0878 - d_accuracy: 0.6387Epoch 101: D Accuracy = 0.6437
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2636 - g_loss: 1.0796 - d_accuracy: 0.6389
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2367 - g_loss: 1.0747 - d_accuracy: 0.6526Epoch 102: D Accuracy = 0.6897
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2377 - g_loss: 1.0682 - d_accuracy: 0.6539
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2793 - g_loss: 1.0820 - d_accuracy: 0.6314Epoch 103: D Accuracy = 0.6149
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2775 - g_loss: 1.0956 - d_accuracy: 0.6308
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2163 - g_loss: 1.0992 - d_accuracy: 0.6636Epoch 104: D Accuracy = 0.6782
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2157 - g_loss: 1.1001 - d_accuracy: 0.6641
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2462 - g_loss: 1.1056 - d_accuracy: 0.6522Epoch 105: D Accuracy = 0.6494
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2452 - g_loss: 1.1046 - d_accuracy: 0.6521
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2208 - g_loss: 1.0812 - d_accuracy: 0.6585Epoch 106: D Accuracy = 0.6437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2229 - g_loss: 1.0769 - d_accuracy: 0.6580
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2491 - g_loss: 1.0858 - d_accuracy: 0.6451Epoch 107: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2507 - g_loss: 1.0742 - d_accuracy: 0.6458
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2497 - g_loss: 1.1003 - d_accuracy: 0.6493Epoch 108: D Accuracy = 0.6207
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2491 - g_loss: 1.1072 - d_accuracy: 0.6483
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2580 - g_loss: 1.0822 - d_accuracy: 0.6459Epoch 109: D Accuracy = 0.6149
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2564 - g_loss: 1.0908 - d_accuracy: 0.6448
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2377 - g_loss: 1.0766 - d_accuracy: 0.6561Epoch 110: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2365 - g_loss: 1.0817 - d_accuracy: 0.6564
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2554 - g_loss: 1.1052 - d_accuracy: 0.6442Epoch 111: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2558 - g_loss: 1.0935 - d_accuracy: 0.6450
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2479 - g_loss: 1.1006 - d_accuracy: 0.6457Epoch 112: D Accuracy = 0.6207
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2476 - g_loss: 1.1082 - d_accuracy: 0.6448
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2128 - g_loss: 1.1151 - d_accuracy: 0.6661Epoch 113: D Accuracy = 0.5977
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2134 - g_loss: 1.1286 - d_accuracy: 0.6636
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2841 - g_loss: 1.0990 - d_accuracy: 0.6385Epoch 114: D Accuracy = 0.6494
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2844 - g_loss: 1.0879 - d_accuracy: 0.6389
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2369 - g_loss: 1.0737 - d_accuracy: 0.6480Epoch 115: D Accuracy = 0.6207
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2362 - g_loss: 1.0854 - d_accuracy: 0.6470
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2361 - g_loss: 1.0822 - d_accuracy: 0.6513Epoch 116: D Accuracy = 0.6839
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2318 - g_loss: 1.0863 - d_accuracy: 0.6525
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2474 - g_loss: 1.0875 - d_accuracy: 0.6473Epoch 117: D Accuracy = 0.6609
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2482 - g_loss: 1.0829 - d_accuracy: 0.6478
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2397 - g_loss: 1.0877 - d_accuracy: 0.6422Epoch 118: D Accuracy = 0.5805
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2433 - g_loss: 1.0944 - d_accuracy: 0.6400
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2396 - g_loss: 1.0938 - d_accuracy: 0.6566Epoch 119: D Accuracy = 0.6609
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2378 - g_loss: 1.0959 - d_accuracy: 0.6567
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2413 - g_loss: 1.0994 - d_accuracy: 0.6486Epoch 120: D Accuracy = 0.5977
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2412 - g_loss: 1.1092 - d_accuracy: 0.6468
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2380 - g_loss: 1.0920 - d_accuracy: 0.6548Epoch 121: D Accuracy = 0.7069
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2381 - g_loss: 1.0829 - d_accuracy: 0.6567
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2297 - g_loss: 1.1119 - d_accuracy: 0.6508Epoch 122: D Accuracy = 0.6782
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2289 - g_loss: 1.1109 - d_accuracy: 0.6518
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2221 - g_loss: 1.0869 - d_accuracy: 0.6635Epoch 123: D Accuracy = 0.7126
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2208 - g_loss: 1.0822 - d_accuracy: 0.6653
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2175 - g_loss: 1.0924 - d_accuracy: 0.6646Epoch 124: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2182 - g_loss: 1.0836 - d_accuracy: 0.6647
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2848 - g_loss: 1.1927 - d_accuracy: 0.6603Epoch 125: D Accuracy = 0.7644
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2798 - g_loss: 1.1875 - d_accuracy: 0.6640
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2536 - g_loss: 1.0722 - d_accuracy: 0.6372Epoch 126: D Accuracy = 0.6034
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2555 - g_loss: 1.0683 - d_accuracy: 0.6360
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2255 - g_loss: 1.0807 - d_accuracy: 0.6609Epoch 127: D Accuracy = 0.8103
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2224 - g_loss: 1.0754 - d_accuracy: 0.6663
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2021 - g_loss: 1.1235 - d_accuracy: 0.6789Epoch 128: D Accuracy = 0.5575
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2049 - g_loss: 1.1351 - d_accuracy: 0.6746
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2226 - g_loss: 1.1185 - d_accuracy: 0.6649Epoch 129: D Accuracy = 0.6437
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2229 - g_loss: 1.1110 - d_accuracy: 0.6641
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2297 - g_loss: 1.1214 - d_accuracy: 0.6544Epoch 130: D Accuracy = 0.6609
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2284 - g_loss: 1.1254 - d_accuracy: 0.6546
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2424 - g_loss: 1.0971 - d_accuracy: 0.6532Epoch 131: D Accuracy = 0.6494
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2431 - g_loss: 1.0964 - d_accuracy: 0.6531
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2294 - g_loss: 1.0943 - d_accuracy: 0.6598Epoch 132: D Accuracy = 0.6149
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2317 - g_loss: 1.0859 - d_accuracy: 0.6582
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2311 - g_loss: 1.1066 - d_accuracy: 0.6569Epoch 133: D Accuracy = 0.5632
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2363 - g_loss: 1.1177 - d_accuracy: 0.6535
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2146 - g_loss: 1.1413 - d_accuracy: 0.6663Epoch 134: D Accuracy = 0.5747
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2215 - g_loss: 1.1589 - d_accuracy: 0.6630
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2186 - g_loss: 1.1247 - d_accuracy: 0.6645Epoch 135: D Accuracy = 0.6092
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2258 - g_loss: 1.1058 - d_accuracy: 0.6625
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2143 - g_loss: 1.1164 - d_accuracy: 0.6699Epoch 136: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2161 - g_loss: 1.1065 - d_accuracy: 0.6698
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2155 - g_loss: 1.1435 - d_accuracy: 0.6607Epoch 137: D Accuracy = 0.7126
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2136 - g_loss: 1.1413 - d_accuracy: 0.6625
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2286 - g_loss: 1.1274 - d_accuracy: 0.6622Epoch 138: D Accuracy = 0.5977
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2307 - g_loss: 1.1265 - d_accuracy: 0.6599
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2246 - g_loss: 1.1318 - d_accuracy: 0.6605Epoch 139: D Accuracy = 0.6379
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2284 - g_loss: 1.1157 - d_accuracy: 0.6597
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2097 - g_loss: 1.1360 - d_accuracy: 0.6751Epoch 140: D Accuracy = 0.5977
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2141 - g_loss: 1.1474 - d_accuracy: 0.6723
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2212 - g_loss: 1.1365 - d_accuracy: 0.6583Epoch 141: D Accuracy = 0.6264
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2218 - g_loss: 1.1400 - d_accuracy: 0.6572
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2058 - g_loss: 1.1127 - d_accuracy: 0.6776Epoch 142: D Accuracy = 0.6207
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2110 - g_loss: 1.0967 - d_accuracy: 0.6756
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2369 - g_loss: 1.1329 - d_accuracy: 0.6511Epoch 143: D Accuracy = 0.6264
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2398 - g_loss: 1.1282 - d_accuracy: 0.6502
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2332 - g_loss: 1.1352 - d_accuracy: 0.6600Epoch 144: D Accuracy = 0.5977
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2360 - g_loss: 1.1454 - d_accuracy: 0.6578
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1980 - g_loss: 1.1336 - d_accuracy: 0.6688Epoch 145: D Accuracy = 0.6437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1995 - g_loss: 1.1295 - d_accuracy: 0.6679
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2189 - g_loss: 1.1208 - d_accuracy: 0.6685Epoch 146: D Accuracy = 0.7989
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2106 - g_loss: 1.1314 - d_accuracy: 0.6731
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2116 - g_loss: 1.1433 - d_accuracy: 0.6714Epoch 147: D Accuracy = 0.7011
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2119 - g_loss: 1.1328 - d_accuracy: 0.6724
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2149 - g_loss: 1.1342 - d_accuracy: 0.6751Epoch 148: D Accuracy = 0.7356
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2141 - g_loss: 1.1261 - d_accuracy: 0.6773
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2109 - g_loss: 1.1437 - d_accuracy: 0.6652Epoch 149: D Accuracy = 0.5862
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2151 - g_loss: 1.1432 - d_accuracy: 0.6624
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2260 - g_loss: 1.1514 - d_accuracy: 0.6697Epoch 150: D Accuracy = 0.6552
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2239 - g_loss: 1.1499 - d_accuracy: 0.6691
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2039 - g_loss: 1.1499 - d_accuracy: 0.6693Epoch 151: D Accuracy = 0.7069
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2018 - g_loss: 1.1473 - d_accuracy: 0.6706
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1956 - g_loss: 1.1650 - d_accuracy: 0.6791Epoch 152: D Accuracy = 0.6552
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1939 - g_loss: 1.1815 - d_accuracy: 0.6782
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1970 - g_loss: 1.1575 - d_accuracy: 0.6797Epoch 153: D Accuracy = 0.6092
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2007 - g_loss: 1.1635 - d_accuracy: 0.6772
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1893 - g_loss: 1.1724 - d_accuracy: 0.6842Epoch 154: D Accuracy = 0.7241
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1868 - g_loss: 1.1705 - d_accuracy: 0.6857
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2033 - g_loss: 1.1506 - d_accuracy: 0.6752Epoch 155: D Accuracy = 0.6552
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2011 - g_loss: 1.1604 - d_accuracy: 0.6744
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1976 - g_loss: 1.1566 - d_accuracy: 0.6781Epoch 156: D Accuracy = 0.6724
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1986 - g_loss: 1.1467 - d_accuracy: 0.6779
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1997 - g_loss: 1.1595 - d_accuracy: 0.6751Epoch 157: D Accuracy = 0.6609
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2037 - g_loss: 1.1441 - d_accuracy: 0.6746
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1761 - g_loss: 1.1821 - d_accuracy: 0.6862Epoch 158: D Accuracy = 0.7356
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1737 - g_loss: 1.1864 - d_accuracy: 0.6880
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1934 - g_loss: 1.1648 - d_accuracy: 0.6808Epoch 159: D Accuracy = 0.7931
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1910 - g_loss: 1.1585 - d_accuracy: 0.6849
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2260 - g_loss: 1.1492 - d_accuracy: 0.6631Epoch 160: D Accuracy = 0.6782
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2257 - g_loss: 1.1444 - d_accuracy: 0.6637
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2021 - g_loss: 1.1780 - d_accuracy: 0.6767Epoch 161: D Accuracy = 0.6494
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2023 - g_loss: 1.1729 - d_accuracy: 0.6757
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1702 - g_loss: 1.1861 - d_accuracy: 0.6937Epoch 162: D Accuracy = 0.5747
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1736 - g_loss: 1.1969 - d_accuracy: 0.6895
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1885 - g_loss: 1.1810 - d_accuracy: 0.6792Epoch 163: D Accuracy = 0.7011
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1865 - g_loss: 1.1815 - d_accuracy: 0.6800
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2358 - g_loss: 1.1872 - d_accuracy: 0.6755Epoch 164: D Accuracy = 0.6839
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2345 - g_loss: 1.1838 - d_accuracy: 0.6758
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1882 - g_loss: 1.1424 - d_accuracy: 0.6768Epoch 165: D Accuracy = 0.6724
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1906 - g_loss: 1.1319 - d_accuracy: 0.6767
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1776 - g_loss: 1.1643 - d_accuracy: 0.6948Epoch 166: D Accuracy = 0.7874
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1738 - g_loss: 1.1595 - d_accuracy: 0.6981
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1932 - g_loss: 1.1678 - d_accuracy: 0.6820Epoch 167: D Accuracy = 0.7069
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1924 - g_loss: 1.1672 - d_accuracy: 0.6829
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1863 - g_loss: 1.1752 - d_accuracy: 0.6758Epoch 168: D Accuracy = 0.7184
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1839 - g_loss: 1.1817 - d_accuracy: 0.6773
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2013 - g_loss: 1.1519 - d_accuracy: 0.6798Epoch 169: D Accuracy = 0.6207
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2080 - g_loss: 1.1327 - d_accuracy: 0.6777
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1918 - g_loss: 1.1861 - d_accuracy: 0.6791Epoch 170: D Accuracy = 0.6782
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1905 - g_loss: 1.1897 - d_accuracy: 0.6790
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1944 - g_loss: 1.1896 - d_accuracy: 0.6825Epoch 171: D Accuracy = 0.6379
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1941 - g_loss: 1.2026 - d_accuracy: 0.6809
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2190 - g_loss: 1.1804 - d_accuracy: 0.6687Epoch 172: D Accuracy = 0.6207
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2192 - g_loss: 1.1850 - d_accuracy: 0.6670
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1942 - g_loss: 1.1651 - d_accuracy: 0.6788Epoch 173: D Accuracy = 0.5977
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1980 - g_loss: 1.1615 - d_accuracy: 0.6759
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1982 - g_loss: 1.1876 - d_accuracy: 0.6722Epoch 174: D Accuracy = 0.6264
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1979 - g_loss: 1.2012 - d_accuracy: 0.6706
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2274 - g_loss: 1.1572 - d_accuracy: 0.6620Epoch 175: D Accuracy = 0.5460
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2318 - g_loss: 1.1751 - d_accuracy: 0.6579
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1792 - g_loss: 1.1857 - d_accuracy: 0.6931Epoch 176: D Accuracy = 0.7241
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1770 - g_loss: 1.1942 - d_accuracy: 0.6942
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1709 - g_loss: 1.1908 - d_accuracy: 0.6909Epoch 177: D Accuracy = 0.6494
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1727 - g_loss: 1.1937 - d_accuracy: 0.6894
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1820 - g_loss: 1.1800 - d_accuracy: 0.6828Epoch 178: D Accuracy = 0.5632
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1878 - g_loss: 1.1688 - d_accuracy: 0.6785
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2010 - g_loss: 1.1728 - d_accuracy: 0.6725Epoch 179: D Accuracy = 0.7011
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2006 - g_loss: 1.1627 - d_accuracy: 0.6735
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1800 - g_loss: 1.2035 - d_accuracy: 0.6829Epoch 180: D Accuracy = 0.6839
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1795 - g_loss: 1.2140 - d_accuracy: 0.6829
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1952 - g_loss: 1.1980 - d_accuracy: 0.6819Epoch 181: D Accuracy = 0.7586
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1892 - g_loss: 1.2093 - d_accuracy: 0.6846
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1644 - g_loss: 1.1817 - d_accuracy: 0.6978Epoch 182: D Accuracy = 0.7184
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1604 - g_loss: 1.1926 - d_accuracy: 0.6985
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1831 - g_loss: 1.1847 - d_accuracy: 0.6903Epoch 183: D Accuracy = 0.7471
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1815 - g_loss: 1.1841 - d_accuracy: 0.6923
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1841 - g_loss: 1.2170 - d_accuracy: 0.6838Epoch 184: D Accuracy = 0.7241
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1821 - g_loss: 1.2156 - d_accuracy: 0.6852
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1768 - g_loss: 1.2219 - d_accuracy: 0.6923Epoch 185: D Accuracy = 0.7069
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1782 - g_loss: 1.2279 - d_accuracy: 0.6928
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1728 - g_loss: 1.2059 - d_accuracy: 0.6913Epoch 186: D Accuracy = 0.6897
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1733 - g_loss: 1.2041 - d_accuracy: 0.6913
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1834 - g_loss: 1.2166 - d_accuracy: 0.6844Epoch 187: D Accuracy = 0.7241
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1823 - g_loss: 1.2107 - d_accuracy: 0.6858
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1743 - g_loss: 1.2178 - d_accuracy: 0.6894Epoch 188: D Accuracy = 0.7299
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1729 - g_loss: 1.2155 - d_accuracy: 0.6908
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1739 - g_loss: 1.1890 - d_accuracy: 0.6936Epoch 189: D Accuracy = 0.7299
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1704 - g_loss: 1.1940 - d_accuracy: 0.6949
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2146 - g_loss: 1.2200 - d_accuracy: 0.6746Epoch 190: D Accuracy = 0.5977
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2158 - g_loss: 1.2284 - d_accuracy: 0.6719
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1609 - g_loss: 1.2249 - d_accuracy: 0.6963Epoch 191: D Accuracy = 0.7874
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1582 - g_loss: 1.2145 - d_accuracy: 0.6995
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1673 - g_loss: 1.2395 - d_accuracy: 0.6957Epoch 192: D Accuracy = 0.7126
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1655 - g_loss: 1.2441 - d_accuracy: 0.6963
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1664 - g_loss: 1.2075 - d_accuracy: 0.6930Epoch 193: D Accuracy = 0.6207
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1687 - g_loss: 1.2221 - d_accuracy: 0.6904
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1936 - g_loss: 1.2177 - d_accuracy: 0.6851Epoch 194: D Accuracy = 0.6897
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1886 - g_loss: 1.2378 - d_accuracy: 0.6853
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1782 - g_loss: 1.1839 - d_accuracy: 0.6897Epoch 195: D Accuracy = 0.7356
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1771 - g_loss: 1.1790 - d_accuracy: 0.6914
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1903 - g_loss: 1.2313 - d_accuracy: 0.6784Epoch 196: D Accuracy = 0.7184
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1893 - g_loss: 1.2353 - d_accuracy: 0.6798
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1520 - g_loss: 1.2015 - d_accuracy: 0.7001Epoch 197: D Accuracy = 0.6207
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1545 - g_loss: 1.1968 - d_accuracy: 0.6972
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1662 - g_loss: 1.2543 - d_accuracy: 0.7025Epoch 198: D Accuracy = 0.6207
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1714 - g_loss: 1.2458 - d_accuracy: 0.6996
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1798 - g_loss: 1.2162 - d_accuracy: 0.6907Epoch 199: D Accuracy = 0.7184
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1795 - g_loss: 1.2109 - d_accuracy: 0.6917
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1354 - g_loss: 1.2308 - d_accuracy: 0.7130
Class 8 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.6092
27/27 [==============================] - 1s 41ms/step - d_loss: 1.1430 - g_loss: 1.2168 - d_accuracy: 0.7093
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2104 - g_loss: 1.2633 - d_accuracy: 0.6700Epoch 201: D Accuracy = 0.6264
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2106 - g_loss: 1.2761 - d_accuracy: 0.6685
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2127 - g_loss: 1.2030 - d_accuracy: 0.6699Epoch 202: D Accuracy = 0.7126
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2116 - g_loss: 1.2000 - d_accuracy: 0.6714
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1266 - g_loss: 1.2312 - d_accuracy: 0.7173Epoch 203: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1313 - g_loss: 1.2229 - d_accuracy: 0.7154
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1651 - g_loss: 1.2310 - d_accuracy: 0.6939Epoch 204: D Accuracy = 0.7241
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1643 - g_loss: 1.2335 - d_accuracy: 0.6950
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1753 - g_loss: 1.2348 - d_accuracy: 0.6910Epoch 205: D Accuracy = 0.5632
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1815 - g_loss: 1.2463 - d_accuracy: 0.6864
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1446 - g_loss: 1.1995 - d_accuracy: 0.7131Epoch 206: D Accuracy = 0.8506
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1391 - g_loss: 1.1996 - d_accuracy: 0.7180
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2101 - g_loss: 1.2530 - d_accuracy: 0.6785Epoch 207: D Accuracy = 0.6954
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2090 - g_loss: 1.2460 - d_accuracy: 0.6791
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1663 - g_loss: 1.2035 - d_accuracy: 0.6976Epoch 208: D Accuracy = 0.6552
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1685 - g_loss: 1.2075 - d_accuracy: 0.6961
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1638 - g_loss: 1.2791 - d_accuracy: 0.6957Epoch 209: D Accuracy = 0.5690
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1691 - g_loss: 1.3070 - d_accuracy: 0.6912
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1475 - g_loss: 1.2425 - d_accuracy: 0.7075Epoch 210: D Accuracy = 0.7931
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1442 - g_loss: 1.2450 - d_accuracy: 0.7105
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1195 - g_loss: 1.2532 - d_accuracy: 0.7250Epoch 211: D Accuracy = 0.7586
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1174 - g_loss: 1.2512 - d_accuracy: 0.7262
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1533 - g_loss: 1.2949 - d_accuracy: 0.7080Epoch 212: D Accuracy = 0.7011
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1537 - g_loss: 1.3034 - d_accuracy: 0.7077
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1670 - g_loss: 1.2989 - d_accuracy: 0.6896Epoch 213: D Accuracy = 0.5920
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1746 - g_loss: 1.3267 - d_accuracy: 0.6861
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1231 - g_loss: 1.2865 - d_accuracy: 0.7158Epoch 214: D Accuracy = 0.7414
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1183 - g_loss: 1.3033 - d_accuracy: 0.7167
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1480 - g_loss: 1.2900 - d_accuracy: 0.7096Epoch 215: D Accuracy = 0.6839
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1476 - g_loss: 1.2847 - d_accuracy: 0.7087
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1583 - g_loss: 1.2595 - d_accuracy: 0.7081Epoch 216: D Accuracy = 0.7586
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1569 - g_loss: 1.2474 - d_accuracy: 0.7099
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1184 - g_loss: 1.2823 - d_accuracy: 0.7258Epoch 217: D Accuracy = 0.7414
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1177 - g_loss: 1.2818 - d_accuracy: 0.7264
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1774 - g_loss: 1.2743 - d_accuracy: 0.7071Epoch 218: D Accuracy = 0.8103
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1732 - g_loss: 1.2693 - d_accuracy: 0.7108
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1562 - g_loss: 1.2935 - d_accuracy: 0.7018Epoch 219: D Accuracy = 0.6782
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1564 - g_loss: 1.3023 - d_accuracy: 0.7009
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1675 - g_loss: 1.2741 - d_accuracy: 0.7011Epoch 220: D Accuracy = 0.5460
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1799 - g_loss: 1.3146 - d_accuracy: 0.6955
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1325 - g_loss: 1.2492 - d_accuracy: 0.7198Epoch 221: D Accuracy = 0.6839
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1347 - g_loss: 1.2409 - d_accuracy: 0.7185
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1718 - g_loss: 1.2394 - d_accuracy: 0.6880Epoch 222: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1713 - g_loss: 1.2419 - d_accuracy: 0.6873
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1346 - g_loss: 1.2678 - d_accuracy: 0.7135Epoch 223: D Accuracy = 0.7241
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1358 - g_loss: 1.2613 - d_accuracy: 0.7138
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1423 - g_loss: 1.3036 - d_accuracy: 0.7062Epoch 224: D Accuracy = 0.7471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1424 - g_loss: 1.2946 - d_accuracy: 0.7077
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1819 - g_loss: 1.2911 - d_accuracy: 0.6978Epoch 225: D Accuracy = 0.5230
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1946 - g_loss: 1.3242 - d_accuracy: 0.6915
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1253 - g_loss: 1.2347 - d_accuracy: 0.7221Epoch 226: D Accuracy = 0.6609
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1286 - g_loss: 1.2260 - d_accuracy: 0.7199
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1597 - g_loss: 1.3011 - d_accuracy: 0.7063Epoch 227: D Accuracy = 0.7931
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1530 - g_loss: 1.3100 - d_accuracy: 0.7094
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1432 - g_loss: 1.2673 - d_accuracy: 0.7130Epoch 228: D Accuracy = 0.7069
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1413 - g_loss: 1.2747 - d_accuracy: 0.7127
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1304 - g_loss: 1.3000 - d_accuracy: 0.7117Epoch 229: D Accuracy = 0.7126
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1284 - g_loss: 1.3085 - d_accuracy: 0.7118
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1417 - g_loss: 1.2897 - d_accuracy: 0.7074Epoch 230: D Accuracy = 0.7356
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1392 - g_loss: 1.2997 - d_accuracy: 0.7084
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1771 - g_loss: 1.2628 - d_accuracy: 0.6940Epoch 231: D Accuracy = 0.5747
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1814 - g_loss: 1.2633 - d_accuracy: 0.6898
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1204 - g_loss: 1.3059 - d_accuracy: 0.7173Epoch 232: D Accuracy = 0.6379
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1209 - g_loss: 1.3245 - d_accuracy: 0.7145
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1375 - g_loss: 1.2919 - d_accuracy: 0.7121Epoch 233: D Accuracy = 0.7414
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1354 - g_loss: 1.2911 - d_accuracy: 0.7131
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1262 - g_loss: 1.2759 - d_accuracy: 0.7106Epoch 234: D Accuracy = 0.7759
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1229 - g_loss: 1.2758 - d_accuracy: 0.7129
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1499 - g_loss: 1.3036 - d_accuracy: 0.7054Epoch 235: D Accuracy = 0.7069
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1512 - g_loss: 1.2990 - d_accuracy: 0.7055
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1227 - g_loss: 1.2588 - d_accuracy: 0.7255Epoch 236: D Accuracy = 0.7069
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1225 - g_loss: 1.2537 - d_accuracy: 0.7249
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1484 - g_loss: 1.3128 - d_accuracy: 0.7089Epoch 237: D Accuracy = 0.6437
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1554 - g_loss: 1.2917 - d_accuracy: 0.7066
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1445 - g_loss: 1.3109 - d_accuracy: 0.7076Epoch 238: D Accuracy = 0.6207
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1474 - g_loss: 1.3308 - d_accuracy: 0.7045
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1750 - g_loss: 1.3040 - d_accuracy: 0.6954Epoch 239: D Accuracy = 0.7011
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1715 - g_loss: 1.3118 - d_accuracy: 0.6956
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1508 - g_loss: 1.3067 - d_accuracy: 0.7080Epoch 240: D Accuracy = 0.5115
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1665 - g_loss: 1.3218 - d_accuracy: 0.7010
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1194 - g_loss: 1.2819 - d_accuracy: 0.7217Epoch 241: D Accuracy = 0.6724
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1258 - g_loss: 1.2597 - d_accuracy: 0.7199
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1332 - g_loss: 1.3067 - d_accuracy: 0.7147Epoch 242: D Accuracy = 0.7069
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1349 - g_loss: 1.2943 - d_accuracy: 0.7144
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1334 - g_loss: 1.2897 - d_accuracy: 0.7120Epoch 243: D Accuracy = 0.6782
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1385 - g_loss: 1.2760 - d_accuracy: 0.7108
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1472 - g_loss: 1.2989 - d_accuracy: 0.7052Epoch 244: D Accuracy = 0.7011
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1478 - g_loss: 1.2958 - d_accuracy: 0.7051
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1217 - g_loss: 1.3054 - d_accuracy: 0.7257Epoch 245: D Accuracy = 0.7184
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1232 - g_loss: 1.3004 - d_accuracy: 0.7254
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1086 - g_loss: 1.3041 - d_accuracy: 0.7223Epoch 246: D Accuracy = 0.7414
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1047 - g_loss: 1.3112 - d_accuracy: 0.7230
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1707 - g_loss: 1.3941 - d_accuracy: 0.6965Epoch 247: D Accuracy = 0.5517
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1812 - g_loss: 1.4237 - d_accuracy: 0.6913
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1376 - g_loss: 1.3081 - d_accuracy: 0.7107Epoch 248: D Accuracy = 0.6494
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1390 - g_loss: 1.3198 - d_accuracy: 0.7085
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1203 - g_loss: 1.2781 - d_accuracy: 0.7242Epoch 249: D Accuracy = 0.8046
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1155 - g_loss: 1.2779 - d_accuracy: 0.7271
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1237 - g_loss: 1.3254 - d_accuracy: 0.7246Epoch 250: D Accuracy = 0.7471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1230 - g_loss: 1.3266 - d_accuracy: 0.7254
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1258 - g_loss: 1.3389 - d_accuracy: 0.7147Epoch 251: D Accuracy = 0.8793
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1203 - g_loss: 1.3333 - d_accuracy: 0.7206
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1091 - g_loss: 1.3234 - d_accuracy: 0.7338Epoch 252: D Accuracy = 0.7184
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1090 - g_loss: 1.3164 - d_accuracy: 0.7332
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1539 - g_loss: 1.3262 - d_accuracy: 0.6985Epoch 253: D Accuracy = 0.6207
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1550 - g_loss: 1.3325 - d_accuracy: 0.6957
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1311 - g_loss: 1.3116 - d_accuracy: 0.7155Epoch 254: D Accuracy = 0.6897
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1317 - g_loss: 1.3101 - d_accuracy: 0.7146
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1128 - g_loss: 1.2851 - d_accuracy: 0.7254Epoch 255: D Accuracy = 0.7931
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1082 - g_loss: 1.2919 - d_accuracy: 0.7278
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1236 - g_loss: 1.3306 - d_accuracy: 0.7206Epoch 256: D Accuracy = 0.8391
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1186 - g_loss: 1.3279 - d_accuracy: 0.7248
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1799 - g_loss: 1.3557 - d_accuracy: 0.6995Epoch 257: D Accuracy = 0.6609
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1830 - g_loss: 1.3366 - d_accuracy: 0.6982
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1296 - g_loss: 1.2802 - d_accuracy: 0.7085Epoch 258: D Accuracy = 0.6954
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1305 - g_loss: 1.2757 - d_accuracy: 0.7080
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0901 - g_loss: 1.3240 - d_accuracy: 0.7378Epoch 259: D Accuracy = 0.7644
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0868 - g_loss: 1.3322 - d_accuracy: 0.7387
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1147 - g_loss: 1.3177 - d_accuracy: 0.7268Epoch 260: D Accuracy = 0.8046
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1090 - g_loss: 1.3254 - d_accuracy: 0.7296
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1251 - g_loss: 1.3490 - d_accuracy: 0.7132Epoch 261: D Accuracy = 0.6092
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1284 - g_loss: 1.3487 - d_accuracy: 0.7095
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1141 - g_loss: 1.3380 - d_accuracy: 0.7198Epoch 262: D Accuracy = 0.8161
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1093 - g_loss: 1.3380 - d_accuracy: 0.7232
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0974 - g_loss: 1.2994 - d_accuracy: 0.7345Epoch 263: D Accuracy = 0.7184
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1005 - g_loss: 1.2877 - d_accuracy: 0.7339
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1254 - g_loss: 1.3306 - d_accuracy: 0.7154Epoch 264: D Accuracy = 0.7069
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1250 - g_loss: 1.3301 - d_accuracy: 0.7151
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0754 - g_loss: 1.3395 - d_accuracy: 0.7455Epoch 265: D Accuracy = 0.7644
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0724 - g_loss: 1.3462 - d_accuracy: 0.7461
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1322 - g_loss: 1.3375 - d_accuracy: 0.7112Epoch 266: D Accuracy = 0.6839
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1323 - g_loss: 1.3432 - d_accuracy: 0.7103
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1216 - g_loss: 1.3676 - d_accuracy: 0.7223Epoch 267: D Accuracy = 0.6494
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1230 - g_loss: 1.3901 - d_accuracy: 0.7197
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1163 - g_loss: 1.3328 - d_accuracy: 0.7207Epoch 268: D Accuracy = 0.7759
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1151 - g_loss: 1.3235 - d_accuracy: 0.7227
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1254 - g_loss: 1.3427 - d_accuracy: 0.7162Epoch 269: D Accuracy = 0.8218
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1245 - g_loss: 1.3291 - d_accuracy: 0.7200
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1202 - g_loss: 1.3603 - d_accuracy: 0.7188Epoch 270: D Accuracy = 0.7356
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1182 - g_loss: 1.3640 - d_accuracy: 0.7194
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0911 - g_loss: 1.3737 - d_accuracy: 0.7324Epoch 271: D Accuracy = 0.6724
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0926 - g_loss: 1.3892 - d_accuracy: 0.7302
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1034 - g_loss: 1.3602 - d_accuracy: 0.7231Epoch 272: D Accuracy = 0.7299
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1044 - g_loss: 1.3596 - d_accuracy: 0.7233
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1099 - g_loss: 1.3733 - d_accuracy: 0.7218Epoch 273: D Accuracy = 0.7471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1115 - g_loss: 1.3672 - d_accuracy: 0.7227
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1229 - g_loss: 1.3821 - d_accuracy: 0.7193Epoch 274: D Accuracy = 0.6322
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1272 - g_loss: 1.4011 - d_accuracy: 0.7162
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1261 - g_loss: 1.3543 - d_accuracy: 0.7143Epoch 275: D Accuracy = 0.7989
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1232 - g_loss: 1.3513 - d_accuracy: 0.7174
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1209 - g_loss: 1.3407 - d_accuracy: 0.7187Epoch 276: D Accuracy = 0.7241
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1208 - g_loss: 1.3342 - d_accuracy: 0.7189
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1218 - g_loss: 1.3595 - d_accuracy: 0.7255Epoch 277: D Accuracy = 0.7126
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1210 - g_loss: 1.3649 - d_accuracy: 0.7250
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0941 - g_loss: 1.3740 - d_accuracy: 0.7386Epoch 278: D Accuracy = 0.6609
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0982 - g_loss: 1.3831 - d_accuracy: 0.7358
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1092 - g_loss: 1.3594 - d_accuracy: 0.7282Epoch 279: D Accuracy = 0.7241
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1113 - g_loss: 1.3562 - d_accuracy: 0.7281
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1080 - g_loss: 1.4156 - d_accuracy: 0.7223Epoch 280: D Accuracy = 0.7586
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1087 - g_loss: 1.4007 - d_accuracy: 0.7236
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0580 - g_loss: 1.4280 - d_accuracy: 0.7519Epoch 281: D Accuracy = 0.8161
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0545 - g_loss: 1.4261 - d_accuracy: 0.7542
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1088 - g_loss: 1.3702 - d_accuracy: 0.7218Epoch 282: D Accuracy = 0.6724
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1121 - g_loss: 1.3736 - d_accuracy: 0.7200
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0950 - g_loss: 1.3889 - d_accuracy: 0.7300Epoch 283: D Accuracy = 0.7529
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0956 - g_loss: 1.3733 - d_accuracy: 0.7308
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1079 - g_loss: 1.4055 - d_accuracy: 0.7308Epoch 284: D Accuracy = 0.7356
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1088 - g_loss: 1.3987 - d_accuracy: 0.7310
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1089 - g_loss: 1.3822 - d_accuracy: 0.7268Epoch 285: D Accuracy = 0.6897
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1149 - g_loss: 1.3617 - d_accuracy: 0.7255
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0985 - g_loss: 1.4111 - d_accuracy: 0.7263Epoch 286: D Accuracy = 0.7471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0980 - g_loss: 1.4055 - d_accuracy: 0.7271
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0934 - g_loss: 1.4076 - d_accuracy: 0.7371Epoch 287: D Accuracy = 0.6839
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0913 - g_loss: 1.4266 - d_accuracy: 0.7352
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1100 - g_loss: 1.3972 - d_accuracy: 0.7290Epoch 288: D Accuracy = 0.7184
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1096 - g_loss: 1.3898 - d_accuracy: 0.7286
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0633 - g_loss: 1.4040 - d_accuracy: 0.7494Epoch 289: D Accuracy = 0.7529
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0624 - g_loss: 1.4025 - d_accuracy: 0.7495
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1166 - g_loss: 1.4153 - d_accuracy: 0.7304Epoch 290: D Accuracy = 0.7126
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1152 - g_loss: 1.4214 - d_accuracy: 0.7298
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0814 - g_loss: 1.3567 - d_accuracy: 0.7437Epoch 291: D Accuracy = 0.7759
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0820 - g_loss: 1.3425 - d_accuracy: 0.7449
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0896 - g_loss: 1.3926 - d_accuracy: 0.7268Epoch 292: D Accuracy = 0.7069
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0901 - g_loss: 1.3919 - d_accuracy: 0.7261
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0787 - g_loss: 1.3924 - d_accuracy: 0.7395Epoch 293: D Accuracy = 0.7241
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0786 - g_loss: 1.3998 - d_accuracy: 0.7389
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0951 - g_loss: 1.3830 - d_accuracy: 0.7315Epoch 294: D Accuracy = 0.7184
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0987 - g_loss: 1.3642 - d_accuracy: 0.7310
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0798 - g_loss: 1.4391 - d_accuracy: 0.7336Epoch 295: D Accuracy = 0.7644
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0791 - g_loss: 1.4354 - d_accuracy: 0.7347
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0846 - g_loss: 1.4361 - d_accuracy: 0.7410Epoch 296: D Accuracy = 0.7184
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0837 - g_loss: 1.4517 - d_accuracy: 0.7402
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1013 - g_loss: 1.4104 - d_accuracy: 0.7292Epoch 297: D Accuracy = 0.6839
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1006 - g_loss: 1.4340 - d_accuracy: 0.7276
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1007 - g_loss: 1.3985 - d_accuracy: 0.7231Epoch 298: D Accuracy = 0.7184
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1022 - g_loss: 1.3908 - d_accuracy: 0.7229
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0504 - g_loss: 1.4454 - d_accuracy: 0.7586Epoch 299: D Accuracy = 0.6379
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0590 - g_loss: 1.4367 - d_accuracy: 0.7543
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0910 - g_loss: 1.4341 - d_accuracy: 0.7336
Class 8 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.8046
27/27 [==============================] - 1s 40ms/step - d_loss: 1.0886 - g_loss: 1.4277 - d_accuracy: 0.7362
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0743 - g_loss: 1.4299 - d_accuracy: 0.7395Epoch 301: D Accuracy = 0.7126
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0728 - g_loss: 1.4427 - d_accuracy: 0.7385
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0861 - g_loss: 1.4032 - d_accuracy: 0.7427Epoch 302: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0891 - g_loss: 1.4072 - d_accuracy: 0.7400
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0894 - g_loss: 1.3745 - d_accuracy: 0.7400Epoch 303: D Accuracy = 0.6782
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0933 - g_loss: 1.3705 - d_accuracy: 0.7378
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0708 - g_loss: 1.4443 - d_accuracy: 0.7520Epoch 304: D Accuracy = 0.7299
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0730 - g_loss: 1.4350 - d_accuracy: 0.7512
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1073 - g_loss: 1.4594 - d_accuracy: 0.7228Epoch 305: D Accuracy = 0.5977
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1134 - g_loss: 1.4815 - d_accuracy: 0.7183
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0584 - g_loss: 1.4180 - d_accuracy: 0.7521Epoch 306: D Accuracy = 0.7299
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0573 - g_loss: 1.4322 - d_accuracy: 0.7514
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0536 - g_loss: 1.4482 - d_accuracy: 0.7522Epoch 307: D Accuracy = 0.6954
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0522 - g_loss: 1.4702 - d_accuracy: 0.7501
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0902 - g_loss: 1.4114 - d_accuracy: 0.7377Epoch 308: D Accuracy = 0.7644
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0909 - g_loss: 1.3954 - d_accuracy: 0.7386
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0931 - g_loss: 1.4768 - d_accuracy: 0.7420Epoch 309: D Accuracy = 0.8046
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0908 - g_loss: 1.4659 - d_accuracy: 0.7443
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0545 - g_loss: 1.4482 - d_accuracy: 0.7533Epoch 310: D Accuracy = 0.6724
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0567 - g_loss: 1.4554 - d_accuracy: 0.7505
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0518 - g_loss: 1.4159 - d_accuracy: 0.7612Epoch 311: D Accuracy = 0.7701
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0535 - g_loss: 1.4027 - d_accuracy: 0.7615
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0423 - g_loss: 1.4543 - d_accuracy: 0.7603Epoch 312: D Accuracy = 0.7586
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0406 - g_loss: 1.4649 - d_accuracy: 0.7602
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0673 - g_loss: 1.4608 - d_accuracy: 0.7437Epoch 313: D Accuracy = 0.7241
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0723 - g_loss: 1.4422 - d_accuracy: 0.7430
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0605 - g_loss: 1.4681 - d_accuracy: 0.7449Epoch 314: D Accuracy = 0.7299
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0632 - g_loss: 1.4529 - d_accuracy: 0.7444
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0720 - g_loss: 1.4715 - d_accuracy: 0.7432Epoch 315: D Accuracy = 0.7184
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0748 - g_loss: 1.4626 - d_accuracy: 0.7423
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0602 - g_loss: 1.4715 - d_accuracy: 0.7529Epoch 316: D Accuracy = 0.7471
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0588 - g_loss: 1.4762 - d_accuracy: 0.7527
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1775 - g_loss: 1.4595 - d_accuracy: 0.7092Epoch 317: D Accuracy = 0.6322
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1797 - g_loss: 1.4542 - d_accuracy: 0.7064
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0722 - g_loss: 1.4212 - d_accuracy: 0.7443Epoch 318: D Accuracy = 0.8448
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0667 - g_loss: 1.4217 - d_accuracy: 0.7478
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0736 - g_loss: 1.4692 - d_accuracy: 0.7501Epoch 319: D Accuracy = 0.7414
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0731 - g_loss: 1.4644 - d_accuracy: 0.7498
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0631 - g_loss: 1.4283 - d_accuracy: 0.7442Epoch 320: D Accuracy = 0.8161
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0595 - g_loss: 1.4248 - d_accuracy: 0.7468
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0383 - g_loss: 1.5041 - d_accuracy: 0.7651Epoch 321: D Accuracy = 0.7874
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0355 - g_loss: 1.5199 - d_accuracy: 0.7659
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0600 - g_loss: 1.4789 - d_accuracy: 0.7532Epoch 322: D Accuracy = 0.7414
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0625 - g_loss: 1.4594 - d_accuracy: 0.7527
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0937 - g_loss: 1.4894 - d_accuracy: 0.7277Epoch 323: D Accuracy = 0.7414
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0959 - g_loss: 1.4689 - d_accuracy: 0.7282
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0421 - g_loss: 1.4964 - d_accuracy: 0.7647Epoch 324: D Accuracy = 0.8218
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0388 - g_loss: 1.5000 - d_accuracy: 0.7667
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0468 - g_loss: 1.4905 - d_accuracy: 0.7635Epoch 325: D Accuracy = 0.7356
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0495 - g_loss: 1.4823 - d_accuracy: 0.7625
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0899 - g_loss: 1.4736 - d_accuracy: 0.7327Epoch 326: D Accuracy = 0.8103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0875 - g_loss: 1.4691 - d_accuracy: 0.7355
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0663 - g_loss: 1.4763 - d_accuracy: 0.7475Epoch 327: D Accuracy = 0.7011
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0686 - g_loss: 1.4786 - d_accuracy: 0.7458
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0245 - g_loss: 1.4934 - d_accuracy: 0.7648Epoch 328: D Accuracy = 0.8448
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0221 - g_loss: 1.4923 - d_accuracy: 0.7677
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0794 - g_loss: 1.4681 - d_accuracy: 0.7371Epoch 329: D Accuracy = 0.8506
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0744 - g_loss: 1.4570 - d_accuracy: 0.7411
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0516 - g_loss: 1.4940 - d_accuracy: 0.7479Epoch 330: D Accuracy = 0.7414
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0511 - g_loss: 1.4965 - d_accuracy: 0.7477
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0774 - g_loss: 1.4776 - d_accuracy: 0.7420Epoch 331: D Accuracy = 0.7874
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0736 - g_loss: 1.4839 - d_accuracy: 0.7436
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0580 - g_loss: 1.4881 - d_accuracy: 0.7497Epoch 332: D Accuracy = 0.7471
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0629 - g_loss: 1.4671 - d_accuracy: 0.7497
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0694 - g_loss: 1.4991 - d_accuracy: 0.7504Epoch 333: D Accuracy = 0.8161
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0661 - g_loss: 1.4852 - d_accuracy: 0.7528
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0213 - g_loss: 1.5423 - d_accuracy: 0.7665Epoch 334: D Accuracy = 0.7816
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0217 - g_loss: 1.5369 - d_accuracy: 0.7670
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0483 - g_loss: 1.5308 - d_accuracy: 0.7541Epoch 335: D Accuracy = 0.7989
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0495 - g_loss: 1.5135 - d_accuracy: 0.7557
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0203 - g_loss: 1.5088 - d_accuracy: 0.7692Epoch 336: D Accuracy = 0.8218
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0203 - g_loss: 1.4987 - d_accuracy: 0.7710
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0559 - g_loss: 1.5568 - d_accuracy: 0.7469Epoch 337: D Accuracy = 0.6897
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0605 - g_loss: 1.5461 - d_accuracy: 0.7449
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0565 - g_loss: 1.5626 - d_accuracy: 0.7533Epoch 338: D Accuracy = 0.5575
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0692 - g_loss: 1.5947 - d_accuracy: 0.7463
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0598 - g_loss: 1.4869 - d_accuracy: 0.7547Epoch 339: D Accuracy = 0.8621
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0538 - g_loss: 1.4825 - d_accuracy: 0.7586
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9971 - g_loss: 1.5668 - d_accuracy: 0.7819Epoch 340: D Accuracy = 0.7471
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9956 - g_loss: 1.5823 - d_accuracy: 0.7806
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0348 - g_loss: 1.5402 - d_accuracy: 0.7579Epoch 341: D Accuracy = 0.7299
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0319 - g_loss: 1.5589 - d_accuracy: 0.7569
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0605 - g_loss: 1.5230 - d_accuracy: 0.7515Epoch 342: D Accuracy = 0.8793
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0551 - g_loss: 1.5159 - d_accuracy: 0.7560
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0297 - g_loss: 1.5269 - d_accuracy: 0.7587Epoch 343: D Accuracy = 0.8678
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0246 - g_loss: 1.5309 - d_accuracy: 0.7626
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0505 - g_loss: 1.5637 - d_accuracy: 0.7512Epoch 344: D Accuracy = 0.7356
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0523 - g_loss: 1.5501 - d_accuracy: 0.7506
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0729 - g_loss: 1.5756 - d_accuracy: 0.7366Epoch 345: D Accuracy = 0.7241
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0736 - g_loss: 1.5692 - d_accuracy: 0.7362
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0167 - g_loss: 1.5329 - d_accuracy: 0.7646Epoch 346: D Accuracy = 0.7529
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0166 - g_loss: 1.5381 - d_accuracy: 0.7642
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0055 - g_loss: 1.5621 - d_accuracy: 0.7740Epoch 347: D Accuracy = 0.7874
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0028 - g_loss: 1.5716 - d_accuracy: 0.7744
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0058 - g_loss: 1.5919 - d_accuracy: 0.7793Epoch 348: D Accuracy = 0.7644
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0038 - g_loss: 1.6013 - d_accuracy: 0.7788
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9821 - g_loss: 1.5852 - d_accuracy: 0.7950Epoch 349: D Accuracy = 0.7241
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9853 - g_loss: 1.5874 - d_accuracy: 0.7925
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0597 - g_loss: 1.5484 - d_accuracy: 0.7494Epoch 350: D Accuracy = 0.8161
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0537 - g_loss: 1.5631 - d_accuracy: 0.7518
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0405 - g_loss: 1.5152 - d_accuracy: 0.7613Epoch 351: D Accuracy = 0.7586
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0419 - g_loss: 1.5104 - d_accuracy: 0.7612
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0430 - g_loss: 1.5231 - d_accuracy: 0.7515Epoch 352: D Accuracy = 0.7241
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0439 - g_loss: 1.5167 - d_accuracy: 0.7505
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0025 - g_loss: 1.5388 - d_accuracy: 0.7736Epoch 353: D Accuracy = 0.8276
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0012 - g_loss: 1.5256 - d_accuracy: 0.7755
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0709 - g_loss: 1.5671 - d_accuracy: 0.7392Epoch 354: D Accuracy = 0.7816
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0681 - g_loss: 1.5758 - d_accuracy: 0.7407
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0164 - g_loss: 1.5698 - d_accuracy: 0.7757Epoch 355: D Accuracy = 0.6264
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0228 - g_loss: 1.5990 - d_accuracy: 0.7703
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9879 - g_loss: 1.5861 - d_accuracy: 0.7824Epoch 356: D Accuracy = 0.8621
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9834 - g_loss: 1.6005 - d_accuracy: 0.7852
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0220 - g_loss: 1.5807 - d_accuracy: 0.7662Epoch 357: D Accuracy = 0.8506
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0194 - g_loss: 1.5702 - d_accuracy: 0.7692
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0235 - g_loss: 1.6348 - d_accuracy: 0.7598Epoch 358: D Accuracy = 0.6437
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0304 - g_loss: 1.6529 - d_accuracy: 0.7557
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9891 - g_loss: 1.5942 - d_accuracy: 0.7801Epoch 359: D Accuracy = 0.7529
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9871 - g_loss: 1.6129 - d_accuracy: 0.7791
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9925 - g_loss: 1.5883 - d_accuracy: 0.7858Epoch 360: D Accuracy = 0.6264
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0087 - g_loss: 1.5526 - d_accuracy: 0.7801
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0455 - g_loss: 1.6246 - d_accuracy: 0.7505Epoch 361: D Accuracy = 0.7989
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0426 - g_loss: 1.6207 - d_accuracy: 0.7522
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9790 - g_loss: 1.5577 - d_accuracy: 0.7937Epoch 362: D Accuracy = 0.7529
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9823 - g_loss: 1.5460 - d_accuracy: 0.7922
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1029 - g_loss: 1.6815 - d_accuracy: 0.7366Epoch 363: D Accuracy = 0.5287
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1186 - g_loss: 1.7302 - d_accuracy: 0.7292
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0267 - g_loss: 1.5453 - d_accuracy: 0.7677Epoch 364: D Accuracy = 0.7989
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0220 - g_loss: 1.5531 - d_accuracy: 0.7688
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0140 - g_loss: 1.5525 - d_accuracy: 0.7700Epoch 365: D Accuracy = 0.7184
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0180 - g_loss: 1.5393 - d_accuracy: 0.7681
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9670 - g_loss: 1.6288 - d_accuracy: 0.7968Epoch 366: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9631 - g_loss: 1.6422 - d_accuracy: 0.7981
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0079 - g_loss: 1.6131 - d_accuracy: 0.7701Epoch 367: D Accuracy = 0.8161
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0062 - g_loss: 1.6084 - d_accuracy: 0.7717
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0259 - g_loss: 1.5971 - d_accuracy: 0.7665Epoch 368: D Accuracy = 0.7299
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0244 - g_loss: 1.6239 - d_accuracy: 0.7652
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9841 - g_loss: 1.5803 - d_accuracy: 0.7914Epoch 369: D Accuracy = 0.7011
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9860 - g_loss: 1.5953 - d_accuracy: 0.7882
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0470 - g_loss: 1.6261 - d_accuracy: 0.7454Epoch 370: D Accuracy = 0.7126
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0437 - g_loss: 1.6440 - d_accuracy: 0.7443
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0127 - g_loss: 1.6073 - d_accuracy: 0.7759Epoch 371: D Accuracy = 0.8276
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0108 - g_loss: 1.5976 - d_accuracy: 0.7777
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0060 - g_loss: 1.5405 - d_accuracy: 0.7845Epoch 372: D Accuracy = 0.8103
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0057 - g_loss: 1.5233 - d_accuracy: 0.7854
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0173 - g_loss: 1.6146 - d_accuracy: 0.7689Epoch 373: D Accuracy = 0.9195
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0096 - g_loss: 1.6178 - d_accuracy: 0.7742
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0102 - g_loss: 1.6036 - d_accuracy: 0.7670Epoch 374: D Accuracy = 0.7241
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0119 - g_loss: 1.6109 - d_accuracy: 0.7655
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9706 - g_loss: 1.6667 - d_accuracy: 0.7953Epoch 375: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9687 - g_loss: 1.6702 - d_accuracy: 0.7967
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9636 - g_loss: 1.6737 - d_accuracy: 0.8011Epoch 376: D Accuracy = 0.6264
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9735 - g_loss: 1.6952 - d_accuracy: 0.7949
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0723 - g_loss: 1.6367 - d_accuracy: 0.7625Epoch 377: D Accuracy = 0.7874
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0701 - g_loss: 1.6353 - d_accuracy: 0.7634
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0066 - g_loss: 1.6071 - d_accuracy: 0.7768Epoch 378: D Accuracy = 0.6609
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0109 - g_loss: 1.6128 - d_accuracy: 0.7727
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9870 - g_loss: 1.5957 - d_accuracy: 0.7853Epoch 379: D Accuracy = 0.7644
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9908 - g_loss: 1.5739 - d_accuracy: 0.7845
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9961 - g_loss: 1.6850 - d_accuracy: 0.7828Epoch 380: D Accuracy = 0.8161
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9938 - g_loss: 1.6874 - d_accuracy: 0.7840
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0262 - g_loss: 1.6528 - d_accuracy: 0.7656Epoch 381: D Accuracy = 0.8276
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0200 - g_loss: 1.6623 - d_accuracy: 0.7678
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9963 - g_loss: 1.6144 - d_accuracy: 0.7793Epoch 382: D Accuracy = 0.8506
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9918 - g_loss: 1.6171 - d_accuracy: 0.7819
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9480 - g_loss: 1.6724 - d_accuracy: 0.8033Epoch 383: D Accuracy = 0.6609
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9588 - g_loss: 1.6678 - d_accuracy: 0.7982
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0158 - g_loss: 1.6669 - d_accuracy: 0.7635Epoch 384: D Accuracy = 0.7356
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0157 - g_loss: 1.6725 - d_accuracy: 0.7625
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9921 - g_loss: 1.6367 - d_accuracy: 0.7800Epoch 385: D Accuracy = 0.7816
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9900 - g_loss: 1.6509 - d_accuracy: 0.7800
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9812 - g_loss: 1.6365 - d_accuracy: 0.7821Epoch 386: D Accuracy = 0.7184
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9827 - g_loss: 1.6445 - d_accuracy: 0.7798
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0139 - g_loss: 1.6193 - d_accuracy: 0.7669Epoch 387: D Accuracy = 0.8046
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0150 - g_loss: 1.5979 - d_accuracy: 0.7683
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9996 - g_loss: 1.6535 - d_accuracy: 0.7697Epoch 388: D Accuracy = 0.8218
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9973 - g_loss: 1.6388 - d_accuracy: 0.7716
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9816 - g_loss: 1.6515 - d_accuracy: 0.7878Epoch 389: D Accuracy = 0.7931
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9834 - g_loss: 1.6436 - d_accuracy: 0.7880
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9584 - g_loss: 1.6780 - d_accuracy: 0.8010Epoch 390: D Accuracy = 0.8218
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9592 - g_loss: 1.6701 - d_accuracy: 0.8017
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9910 - g_loss: 1.6893 - d_accuracy: 0.7862Epoch 391: D Accuracy = 0.7989
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9914 - g_loss: 1.6845 - d_accuracy: 0.7867
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9938 - g_loss: 1.6607 - d_accuracy: 0.7819Epoch 392: D Accuracy = 0.7126
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9970 - g_loss: 1.6648 - d_accuracy: 0.7794
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0009 - g_loss: 1.6463 - d_accuracy: 0.7801Epoch 393: D Accuracy = 0.8161
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0018 - g_loss: 1.6421 - d_accuracy: 0.7814
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0161 - g_loss: 1.7017 - d_accuracy: 0.7811Epoch 394: D Accuracy = 0.8736
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0109 - g_loss: 1.6956 - d_accuracy: 0.7844
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9519 - g_loss: 1.6826 - d_accuracy: 0.7995Epoch 395: D Accuracy = 0.8103
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9538 - g_loss: 1.6629 - d_accuracy: 0.7999
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9643 - g_loss: 1.7011 - d_accuracy: 0.7912Epoch 396: D Accuracy = 0.7299
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9629 - g_loss: 1.7352 - d_accuracy: 0.7890
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9600 - g_loss: 1.6804 - d_accuracy: 0.7987Epoch 397: D Accuracy = 0.7759
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9604 - g_loss: 1.6949 - d_accuracy: 0.7979
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9959 - g_loss: 1.6981 - d_accuracy: 0.7788Epoch 398: D Accuracy = 0.8218
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9955 - g_loss: 1.6835 - d_accuracy: 0.7804
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9256 - g_loss: 1.7284 - d_accuracy: 0.8174Epoch 399: D Accuracy = 0.7816
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9262 - g_loss: 1.7274 - d_accuracy: 0.8162
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9663 - g_loss: 1.7042 - d_accuracy: 0.7936
Class 8 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.8678
27/27 [==============================] - 1s 41ms/step - d_loss: 0.9610 - g_loss: 1.7081 - d_accuracy: 0.7962
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0162 - g_loss: 1.6639 - d_accuracy: 0.7668Epoch 401: D Accuracy = 0.7414
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0176 - g_loss: 1.6630 - d_accuracy: 0.7658
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9597 - g_loss: 1.7084 - d_accuracy: 0.7908Epoch 402: D Accuracy = 0.7414
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9609 - g_loss: 1.7165 - d_accuracy: 0.7890
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9616 - g_loss: 1.7143 - d_accuracy: 0.7882Epoch 403: D Accuracy = 0.8391
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9599 - g_loss: 1.7001 - d_accuracy: 0.7900
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0024 - g_loss: 1.6905 - d_accuracy: 0.7756Epoch 404: D Accuracy = 0.8448
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0002 - g_loss: 1.6773 - d_accuracy: 0.7781
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9995 - g_loss: 1.7672 - d_accuracy: 0.7757Epoch 405: D Accuracy = 0.7759
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9960 - g_loss: 1.7844 - d_accuracy: 0.7757
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9541 - g_loss: 1.7442 - d_accuracy: 0.7910Epoch 406: D Accuracy = 0.7011
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9591 - g_loss: 1.7393 - d_accuracy: 0.7878
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9825 - g_loss: 1.7062 - d_accuracy: 0.7870Epoch 407: D Accuracy = 0.8391
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9821 - g_loss: 1.6948 - d_accuracy: 0.7889
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9744 - g_loss: 1.7388 - d_accuracy: 0.7793Epoch 408: D Accuracy = 0.5920
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9828 - g_loss: 1.7700 - d_accuracy: 0.7726
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9649 - g_loss: 1.6875 - d_accuracy: 0.7904Epoch 409: D Accuracy = 0.6264
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9772 - g_loss: 1.6552 - d_accuracy: 0.7846
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9807 - g_loss: 1.7254 - d_accuracy: 0.7862Epoch 410: D Accuracy = 0.7816
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9843 - g_loss: 1.7003 - d_accuracy: 0.7860
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9578 - g_loss: 1.7865 - d_accuracy: 0.7922Epoch 411: D Accuracy = 0.6897
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9601 - g_loss: 1.8050 - d_accuracy: 0.7885
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9522 - g_loss: 1.7708 - d_accuracy: 0.7952Epoch 412: D Accuracy = 0.7874
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9487 - g_loss: 1.7991 - d_accuracy: 0.7949
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9488 - g_loss: 1.7635 - d_accuracy: 0.7998Epoch 413: D Accuracy = 0.7011
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9533 - g_loss: 1.7806 - d_accuracy: 0.7963
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9976 - g_loss: 1.7503 - d_accuracy: 0.7773Epoch 414: D Accuracy = 0.7644
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9998 - g_loss: 1.7287 - d_accuracy: 0.7768
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9673 - g_loss: 1.7496 - d_accuracy: 0.7879Epoch 415: D Accuracy = 0.6724
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9727 - g_loss: 1.7769 - d_accuracy: 0.7838
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9258 - g_loss: 1.7497 - d_accuracy: 0.8141Epoch 416: D Accuracy = 0.7241
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9286 - g_loss: 1.7554 - d_accuracy: 0.8109
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9409 - g_loss: 1.7515 - d_accuracy: 0.8049Epoch 417: D Accuracy = 0.8563
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9387 - g_loss: 1.7395 - d_accuracy: 0.8067
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0183 - g_loss: 1.7537 - d_accuracy: 0.7589Epoch 418: D Accuracy = 0.8736
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0142 - g_loss: 1.7382 - d_accuracy: 0.7630
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9166 - g_loss: 1.7441 - d_accuracy: 0.8185Epoch 419: D Accuracy = 0.7759
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9168 - g_loss: 1.7618 - d_accuracy: 0.8170
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0112 - g_loss: 1.7079 - d_accuracy: 0.7721Epoch 420: D Accuracy = 0.8103
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0080 - g_loss: 1.7128 - d_accuracy: 0.7734
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9367 - g_loss: 1.7238 - d_accuracy: 0.8077Epoch 421: D Accuracy = 0.8506
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9352 - g_loss: 1.7102 - d_accuracy: 0.8092
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9951 - g_loss: 1.8045 - d_accuracy: 0.7728Epoch 422: D Accuracy = 0.8161
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9918 - g_loss: 1.8036 - d_accuracy: 0.7744
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9117 - g_loss: 1.7967 - d_accuracy: 0.8189Epoch 423: D Accuracy = 0.8448
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9086 - g_loss: 1.8112 - d_accuracy: 0.8198
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9371 - g_loss: 1.8112 - d_accuracy: 0.8020Epoch 424: D Accuracy = 0.7759
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9373 - g_loss: 1.8136 - d_accuracy: 0.8011
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9430 - g_loss: 1.8247 - d_accuracy: 0.8100Epoch 425: D Accuracy = 0.7989
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9394 - g_loss: 1.8446 - d_accuracy: 0.8096
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0251 - g_loss: 1.7565 - d_accuracy: 0.7618Epoch 426: D Accuracy = 0.7356
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0335 - g_loss: 1.7245 - d_accuracy: 0.7608
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9671 - g_loss: 1.7866 - d_accuracy: 0.7933Epoch 427: D Accuracy = 0.6839
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9686 - g_loss: 1.8118 - d_accuracy: 0.7894
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9401 - g_loss: 1.7674 - d_accuracy: 0.8014Epoch 428: D Accuracy = 0.7816
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9376 - g_loss: 1.7892 - d_accuracy: 0.8007
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9181 - g_loss: 1.8059 - d_accuracy: 0.8119Epoch 429: D Accuracy = 0.7874
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9224 - g_loss: 1.7806 - d_accuracy: 0.8110
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8834 - g_loss: 1.8163 - d_accuracy: 0.8353Epoch 430: D Accuracy = 0.8966
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8825 - g_loss: 1.8001 - d_accuracy: 0.8375
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9413 - g_loss: 1.8222 - d_accuracy: 0.8051Epoch 431: D Accuracy = 0.9253
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9360 - g_loss: 1.8111 - d_accuracy: 0.8094
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9604 - g_loss: 1.7926 - d_accuracy: 0.7929Epoch 432: D Accuracy = 0.8333
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9584 - g_loss: 1.7819 - d_accuracy: 0.7943
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9442 - g_loss: 1.7749 - d_accuracy: 0.8019Epoch 433: D Accuracy = 0.8621
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9393 - g_loss: 1.7825 - d_accuracy: 0.8040
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9129 - g_loss: 1.7606 - d_accuracy: 0.8177Epoch 434: D Accuracy = 0.8448
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9119 - g_loss: 1.7595 - d_accuracy: 0.8187
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8843 - g_loss: 1.8673 - d_accuracy: 0.8292Epoch 435: D Accuracy = 0.8563
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8840 - g_loss: 1.8513 - d_accuracy: 0.8301
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9798 - g_loss: 1.8603 - d_accuracy: 0.7892Epoch 436: D Accuracy = 0.7414
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9815 - g_loss: 1.8663 - d_accuracy: 0.7875
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9304 - g_loss: 1.7852 - d_accuracy: 0.8029Epoch 437: D Accuracy = 0.7299
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9334 - g_loss: 1.7939 - d_accuracy: 0.8003
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9644 - g_loss: 1.8404 - d_accuracy: 0.7922Epoch 438: D Accuracy = 0.7759
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9637 - g_loss: 1.8526 - d_accuracy: 0.7916
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9889 - g_loss: 1.8553 - d_accuracy: 0.7769Epoch 439: D Accuracy = 0.6782
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9913 - g_loss: 1.8763 - d_accuracy: 0.7733
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9509 - g_loss: 1.8265 - d_accuracy: 0.7906Epoch 440: D Accuracy = 0.7989
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9464 - g_loss: 1.8434 - d_accuracy: 0.7909
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9379 - g_loss: 1.8008 - d_accuracy: 0.8073Epoch 441: D Accuracy = 0.8563
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9323 - g_loss: 1.8046 - d_accuracy: 0.8091
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8939 - g_loss: 1.8074 - d_accuracy: 0.8318Epoch 442: D Accuracy = 0.8103
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8948 - g_loss: 1.7988 - d_accuracy: 0.8310
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0629 - g_loss: 1.8889 - d_accuracy: 0.7637Epoch 443: D Accuracy = 0.8851
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0533 - g_loss: 1.8872 - d_accuracy: 0.7680
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9269 - g_loss: 1.8639 - d_accuracy: 0.8004Epoch 444: D Accuracy = 0.7759
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9240 - g_loss: 1.8961 - d_accuracy: 0.7996
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9192 - g_loss: 1.7730 - d_accuracy: 0.8172Epoch 445: D Accuracy = 0.8448
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9143 - g_loss: 1.8024 - d_accuracy: 0.8182
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9217 - g_loss: 1.8129 - d_accuracy: 0.8130Epoch 446: D Accuracy = 0.8621
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9205 - g_loss: 1.8021 - d_accuracy: 0.8148
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9381 - g_loss: 1.8831 - d_accuracy: 0.8007Epoch 447: D Accuracy = 0.7126
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9411 - g_loss: 1.9063 - d_accuracy: 0.7976
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9652 - g_loss: 1.8181 - d_accuracy: 0.7936Epoch 448: D Accuracy = 0.8563
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9615 - g_loss: 1.8190 - d_accuracy: 0.7958
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9640 - g_loss: 1.8215 - d_accuracy: 0.7959Epoch 449: D Accuracy = 0.7586
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9669 - g_loss: 1.8115 - d_accuracy: 0.7946
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9345 - g_loss: 1.8157 - d_accuracy: 0.8133Epoch 450: D Accuracy = 0.6897
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9399 - g_loss: 1.8252 - d_accuracy: 0.8089
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9345 - g_loss: 1.8190 - d_accuracy: 0.8068Epoch 451: D Accuracy = 0.8276
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9389 - g_loss: 1.7955 - d_accuracy: 0.8076
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9103 - g_loss: 1.7722 - d_accuracy: 0.8225Epoch 452: D Accuracy = 0.8391
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9123 - g_loss: 1.7590 - d_accuracy: 0.8230
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8882 - g_loss: 1.8204 - d_accuracy: 0.8319Epoch 453: D Accuracy = 0.9138
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8846 - g_loss: 1.8201 - d_accuracy: 0.8348
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9327 - g_loss: 1.8809 - d_accuracy: 0.8034Epoch 454: D Accuracy = 0.9195
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9246 - g_loss: 1.8843 - d_accuracy: 0.8076
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9309 - g_loss: 1.8259 - d_accuracy: 0.8090Epoch 455: D Accuracy = 0.8736
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9275 - g_loss: 1.8162 - d_accuracy: 0.8113
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9294 - g_loss: 1.8667 - d_accuracy: 0.8038Epoch 456: D Accuracy = 0.8736
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9272 - g_loss: 1.8597 - d_accuracy: 0.8063
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8744 - g_loss: 1.8516 - d_accuracy: 0.8337Epoch 457: D Accuracy = 0.8851
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8700 - g_loss: 1.8601 - d_accuracy: 0.8355
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9818 - g_loss: 1.8671 - d_accuracy: 0.7785Epoch 458: D Accuracy = 0.7069
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9828 - g_loss: 1.8793 - d_accuracy: 0.7759
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9184 - g_loss: 1.8474 - d_accuracy: 0.8105Epoch 459: D Accuracy = 0.9080
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9138 - g_loss: 1.8410 - d_accuracy: 0.8140
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9239 - g_loss: 1.9532 - d_accuracy: 0.7996Epoch 460: D Accuracy = 0.6437
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9288 - g_loss: 1.9903 - d_accuracy: 0.7940
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8809 - g_loss: 1.8625 - d_accuracy: 0.8355Epoch 461: D Accuracy = 0.7471
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8877 - g_loss: 1.8472 - d_accuracy: 0.8324
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9141 - g_loss: 1.9211 - d_accuracy: 0.8171Epoch 462: D Accuracy = 0.8276
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9158 - g_loss: 1.9002 - d_accuracy: 0.8175
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9555 - g_loss: 1.8488 - d_accuracy: 0.8003Epoch 463: D Accuracy = 0.8621
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9522 - g_loss: 1.8449 - d_accuracy: 0.8025
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8809 - g_loss: 1.9208 - d_accuracy: 0.8258Epoch 464: D Accuracy = 0.6954
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8852 - g_loss: 1.9352 - d_accuracy: 0.8212
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9039 - g_loss: 1.9130 - d_accuracy: 0.8194Epoch 465: D Accuracy = 0.7184
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9096 - g_loss: 1.9057 - d_accuracy: 0.8158
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9033 - g_loss: 1.8795 - d_accuracy: 0.8209Epoch 466: D Accuracy = 0.9023
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8999 - g_loss: 1.8715 - d_accuracy: 0.8238
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9399 - g_loss: 1.9321 - d_accuracy: 0.8049Epoch 467: D Accuracy = 0.9080
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9286 - g_loss: 1.9589 - d_accuracy: 0.8086
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8935 - g_loss: 1.9014 - d_accuracy: 0.8148Epoch 468: D Accuracy = 0.8736
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8907 - g_loss: 1.8995 - d_accuracy: 0.8169
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9277 - g_loss: 1.8787 - d_accuracy: 0.8044Epoch 469: D Accuracy = 0.9138
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9234 - g_loss: 1.8675 - d_accuracy: 0.8083
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9501 - g_loss: 1.9315 - d_accuracy: 0.7923Epoch 470: D Accuracy = 0.7874
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9500 - g_loss: 1.9298 - d_accuracy: 0.7921
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9192 - g_loss: 1.9055 - d_accuracy: 0.8169Epoch 471: D Accuracy = 0.8448
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9210 - g_loss: 1.8798 - d_accuracy: 0.8179
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9762 - g_loss: 1.8998 - d_accuracy: 0.7869Epoch 472: D Accuracy = 0.8563
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9754 - g_loss: 1.8814 - d_accuracy: 0.7894
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9230 - g_loss: 1.9866 - d_accuracy: 0.8064Epoch 473: D Accuracy = 0.7874
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9207 - g_loss: 2.0121 - d_accuracy: 0.8057
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8695 - g_loss: 1.9034 - d_accuracy: 0.8367Epoch 474: D Accuracy = 0.8908
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8668 - g_loss: 1.8917 - d_accuracy: 0.8386
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9330 - g_loss: 1.9527 - d_accuracy: 0.8041Epoch 475: D Accuracy = 0.6782
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9437 - g_loss: 1.9118 - d_accuracy: 0.7996
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8977 - g_loss: 1.9168 - d_accuracy: 0.8140Epoch 476: D Accuracy = 0.8736
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8964 - g_loss: 1.9156 - d_accuracy: 0.8162
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9374 - g_loss: 1.9483 - d_accuracy: 0.8031Epoch 477: D Accuracy = 0.8563
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9340 - g_loss: 1.9674 - d_accuracy: 0.8050
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8790 - g_loss: 1.9193 - d_accuracy: 0.8342Epoch 478: D Accuracy = 0.8046
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8822 - g_loss: 1.9237 - d_accuracy: 0.8331
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8731 - g_loss: 1.9415 - d_accuracy: 0.8378Epoch 479: D Accuracy = 0.9598
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8627 - g_loss: 1.9695 - d_accuracy: 0.8421
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8472 - g_loss: 1.9590 - d_accuracy: 0.8516Epoch 480: D Accuracy = 0.8908
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8455 - g_loss: 1.9559 - d_accuracy: 0.8530
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8733 - g_loss: 1.9605 - d_accuracy: 0.8337Epoch 481: D Accuracy = 0.8276
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8750 - g_loss: 1.9447 - d_accuracy: 0.8335
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9213 - g_loss: 1.9867 - d_accuracy: 0.8127Epoch 482: D Accuracy = 0.7126
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9246 - g_loss: 2.0203 - d_accuracy: 0.8091
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8917 - g_loss: 1.9362 - d_accuracy: 0.8231Epoch 483: D Accuracy = 0.8678
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8924 - g_loss: 1.9197 - d_accuracy: 0.8247
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9542 - g_loss: 1.9580 - d_accuracy: 0.7922Epoch 484: D Accuracy = 0.9253
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9462 - g_loss: 1.9476 - d_accuracy: 0.7970
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9185 - g_loss: 1.9737 - d_accuracy: 0.8021Epoch 485: D Accuracy = 0.8333
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9174 - g_loss: 1.9671 - d_accuracy: 0.8032
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9169 - g_loss: 1.8931 - d_accuracy: 0.8118Epoch 486: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9183 - g_loss: 1.8729 - d_accuracy: 0.8126
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8870 - g_loss: 1.9300 - d_accuracy: 0.8317Epoch 487: D Accuracy = 0.9195
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8847 - g_loss: 1.9170 - d_accuracy: 0.8348
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8999 - g_loss: 1.9531 - d_accuracy: 0.8215Epoch 488: D Accuracy = 0.8218
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9025 - g_loss: 1.9348 - d_accuracy: 0.8215
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9387 - g_loss: 1.9559 - d_accuracy: 0.8027Epoch 489: D Accuracy = 0.9310
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9288 - g_loss: 1.9514 - d_accuracy: 0.8073
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8789 - g_loss: 1.9983 - d_accuracy: 0.8340Epoch 490: D Accuracy = 0.8621
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8807 - g_loss: 1.9753 - d_accuracy: 0.8350
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8826 - g_loss: 1.9681 - d_accuracy: 0.8242Epoch 491: D Accuracy = 0.9483
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8745 - g_loss: 1.9721 - d_accuracy: 0.8286
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8682 - g_loss: 1.9745 - d_accuracy: 0.8282Epoch 492: D Accuracy = 0.8391
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8715 - g_loss: 1.9522 - d_accuracy: 0.8286
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8943 - g_loss: 1.9796 - d_accuracy: 0.8137Epoch 493: D Accuracy = 0.7471
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8940 - g_loss: 2.0036 - d_accuracy: 0.8113
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9399 - g_loss: 1.9671 - d_accuracy: 0.7955Epoch 494: D Accuracy = 0.8448
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9369 - g_loss: 1.9608 - d_accuracy: 0.7972
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8752 - g_loss: 1.9677 - d_accuracy: 0.8326Epoch 495: D Accuracy = 0.9023
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8672 - g_loss: 1.9944 - d_accuracy: 0.8351
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8678 - g_loss: 1.9601 - d_accuracy: 0.8327Epoch 496: D Accuracy = 0.7874
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8700 - g_loss: 1.9572 - d_accuracy: 0.8311
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8553 - g_loss: 2.0031 - d_accuracy: 0.8413Epoch 497: D Accuracy = 0.7069
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8681 - g_loss: 1.9630 - d_accuracy: 0.8365
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9743 - g_loss: 2.0102 - d_accuracy: 0.7854Epoch 498: D Accuracy = 0.7529
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9734 - g_loss: 2.0084 - d_accuracy: 0.7842
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9293 - g_loss: 1.9577 - d_accuracy: 0.8101Epoch 499: D Accuracy = 0.8851
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9246 - g_loss: 1.9508 - d_accuracy: 0.8128
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9240 - g_loss: 1.9878 - d_accuracy: 0.8095
Class 8 — Epoch 500 preview:
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Epoch 500: D Accuracy = 0.9310
27/27 [==============================] - 1s 40ms/step - d_loss: 0.9156 - g_loss: 1.9933 - d_accuracy: 0.8139
Training DCGAN for class 9...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 0.9097 - g_loss: 1.5613 - d_accuracy: 0.8266WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0165s vs `on_train_batch_end` time: 0.0179s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 0.6667 - g_loss: 2.5838 - d_accuracy: 0.9144
Epoch 1: Generator loss improved from inf to 3.8030. Saving weights.
Epoch 1: D Accuracy = 0.8649
27/27 [==============================] - 2s 40ms/step - d_loss: 0.6687 - g_loss: 2.6273 - d_accuracy: 0.9126
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5107 - g_loss: 3.6985 - d_accuracy: 0.9630Epoch 2: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.5058 - g_loss: 3.7394 - d_accuracy: 0.9643
Epoch 3/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.6282 - g_loss: 3.6750 - d_accuracy: 0.9252
Epoch 3: Generator loss improved from 3.8030 to 3.1940. Saving weights.
Epoch 3: D Accuracy = 0.9730
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6135 - g_loss: 3.6197 - d_accuracy: 0.9297
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5924 - g_loss: 4.4286 - d_accuracy: 0.9615Epoch 4: D Accuracy = 0.5000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7343 - g_loss: 4.4868 - d_accuracy: 0.9450
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1833 - g_loss: 1.3182 - d_accuracy: 0.7404
Epoch 5: Generator loss improved from 3.1940 to 1.1811. Saving weights.
Epoch 5: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1840 - g_loss: 1.3133 - d_accuracy: 0.7381
Epoch 6/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.3228 - g_loss: 1.0092 - d_accuracy: 0.6256
Epoch 6: Generator loss improved from 1.1811 to 1.1498. Saving weights.
Epoch 6: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3130 - g_loss: 1.0168 - d_accuracy: 0.6342
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2831 - g_loss: 1.0381 - d_accuracy: 0.6346
Epoch 7: Generator loss improved from 1.1498 to 0.7935. Saving weights.
Epoch 7: D Accuracy = 0.5676
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2868 - g_loss: 1.0294 - d_accuracy: 0.6322
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3099 - g_loss: 0.9744 - d_accuracy: 0.6104Epoch 8: D Accuracy = 0.5811
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3133 - g_loss: 0.9733 - d_accuracy: 0.6093
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3084 - g_loss: 0.9266 - d_accuracy: 0.6136Epoch 9: D Accuracy = 0.5000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3107 - g_loss: 0.9236 - d_accuracy: 0.6095
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2683 - g_loss: 0.9645 - d_accuracy: 0.6368Epoch 10: D Accuracy = 0.5676
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2699 - g_loss: 0.9610 - d_accuracy: 0.6343
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2612 - g_loss: 0.9975 - d_accuracy: 0.6473Epoch 11: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2610 - g_loss: 0.9948 - d_accuracy: 0.6483
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2376 - g_loss: 1.0232 - d_accuracy: 0.6618Epoch 12: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2398 - g_loss: 1.0357 - d_accuracy: 0.6599
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2145 - g_loss: 1.0634 - d_accuracy: 0.6806Epoch 13: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2145 - g_loss: 1.0616 - d_accuracy: 0.6804
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1568 - g_loss: 1.1073 - d_accuracy: 0.7176Epoch 14: D Accuracy = 0.7973
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1552 - g_loss: 1.1019 - d_accuracy: 0.7205
Epoch 15/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.1798 - g_loss: 1.1372 - d_accuracy: 0.7016Epoch 15: D Accuracy = 0.7838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1700 - g_loss: 1.1375 - d_accuracy: 0.7096
Epoch 16/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.1052 - g_loss: 1.2060 - d_accuracy: 0.7394Epoch 16: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1050 - g_loss: 1.1907 - d_accuracy: 0.7410
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0853 - g_loss: 1.2672 - d_accuracy: 0.7520Epoch 17: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0863 - g_loss: 1.2551 - d_accuracy: 0.7541
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0583 - g_loss: 1.3430 - d_accuracy: 0.7674Epoch 18: D Accuracy = 0.8649
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0551 - g_loss: 1.3330 - d_accuracy: 0.7709
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0269 - g_loss: 1.4188 - d_accuracy: 0.7671Epoch 19: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0233 - g_loss: 1.4184 - d_accuracy: 0.7691
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0167 - g_loss: 1.4178 - d_accuracy: 0.7806Epoch 20: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0208 - g_loss: 1.4033 - d_accuracy: 0.7792
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0303 - g_loss: 1.4128 - d_accuracy: 0.7699Epoch 21: D Accuracy = 0.8378
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0287 - g_loss: 1.4067 - d_accuracy: 0.7723
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0654 - g_loss: 1.4394 - d_accuracy: 0.7544
Epoch 22: Generator loss improved from 0.7935 to 0.6423. Saving weights.
Epoch 22: D Accuracy = 0.6892
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0746 - g_loss: 1.4110 - d_accuracy: 0.7521
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0349 - g_loss: 1.3974 - d_accuracy: 0.7649Epoch 23: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0371 - g_loss: 1.3979 - d_accuracy: 0.7627
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0467 - g_loss: 1.4227 - d_accuracy: 0.7592Epoch 24: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0481 - g_loss: 1.4378 - d_accuracy: 0.7567
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0551 - g_loss: 1.4361 - d_accuracy: 0.7574Epoch 25: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0602 - g_loss: 1.4533 - d_accuracy: 0.7550
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0733 - g_loss: 1.4310 - d_accuracy: 0.7486Epoch 26: D Accuracy = 0.8108
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0672 - g_loss: 1.4262 - d_accuracy: 0.7509
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0183 - g_loss: 1.4735 - d_accuracy: 0.7777Epoch 27: D Accuracy = 0.5676
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0287 - g_loss: 1.5182 - d_accuracy: 0.7702
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0528 - g_loss: 1.4093 - d_accuracy: 0.7699Epoch 28: D Accuracy = 0.7162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0599 - g_loss: 1.3864 - d_accuracy: 0.7680
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0428 - g_loss: 1.4602 - d_accuracy: 0.7717Epoch 29: D Accuracy = 0.7703
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0422 - g_loss: 1.4580 - d_accuracy: 0.7717
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0411 - g_loss: 1.4343 - d_accuracy: 0.7680Epoch 30: D Accuracy = 0.7703
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0407 - g_loss: 1.4249 - d_accuracy: 0.7680
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0400 - g_loss: 1.4843 - d_accuracy: 0.7630Epoch 31: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0445 - g_loss: 1.5156 - d_accuracy: 0.7589
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0205 - g_loss: 1.4660 - d_accuracy: 0.7705Epoch 32: D Accuracy = 0.8514
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0155 - g_loss: 1.4541 - d_accuracy: 0.7734
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0547 - g_loss: 1.4864 - d_accuracy: 0.7597Epoch 33: D Accuracy = 0.6757
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0596 - g_loss: 1.5123 - d_accuracy: 0.7567
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0199 - g_loss: 1.4236 - d_accuracy: 0.7714Epoch 34: D Accuracy = 0.8243
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0179 - g_loss: 1.4151 - d_accuracy: 0.7733
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0379 - g_loss: 1.5015 - d_accuracy: 0.7602Epoch 35: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0354 - g_loss: 1.5035 - d_accuracy: 0.7601
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0520 - g_loss: 1.4413 - d_accuracy: 0.7541Epoch 36: D Accuracy = 0.7838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0532 - g_loss: 1.4221 - d_accuracy: 0.7552
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0771 - g_loss: 1.4400 - d_accuracy: 0.7496Epoch 37: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0786 - g_loss: 1.4335 - d_accuracy: 0.7475
Epoch 38/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.0309 - g_loss: 1.4189 - d_accuracy: 0.7716Epoch 38: D Accuracy = 0.7703
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0381 - g_loss: 1.3976 - d_accuracy: 0.7706
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0466 - g_loss: 1.4917 - d_accuracy: 0.7519Epoch 39: D Accuracy = 0.8919
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0407 - g_loss: 1.4862 - d_accuracy: 0.7569
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0704 - g_loss: 1.4297 - d_accuracy: 0.7571Epoch 40: D Accuracy = 0.7297
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0729 - g_loss: 1.4150 - d_accuracy: 0.7561
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0742 - g_loss: 1.4700 - d_accuracy: 0.7461Epoch 41: D Accuracy = 0.6216
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0830 - g_loss: 1.5015 - d_accuracy: 0.7417
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0790 - g_loss: 1.3998 - d_accuracy: 0.7508Epoch 42: D Accuracy = 0.7297
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0811 - g_loss: 1.3873 - d_accuracy: 0.7501
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0343 - g_loss: 1.4535 - d_accuracy: 0.7680Epoch 43: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0350 - g_loss: 1.4757 - d_accuracy: 0.7652
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0579 - g_loss: 1.4092 - d_accuracy: 0.7560Epoch 44: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0551 - g_loss: 1.4122 - d_accuracy: 0.7561
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0718 - g_loss: 1.4399 - d_accuracy: 0.7496Epoch 45: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0706 - g_loss: 1.4317 - d_accuracy: 0.7513
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0959 - g_loss: 1.3958 - d_accuracy: 0.7354Epoch 46: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0958 - g_loss: 1.3888 - d_accuracy: 0.7357
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0807 - g_loss: 1.3921 - d_accuracy: 0.7441Epoch 47: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0782 - g_loss: 1.4004 - d_accuracy: 0.7441
Epoch 48/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.0764 - g_loss: 1.3824 - d_accuracy: 0.7445Epoch 48: D Accuracy = 0.5811
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0987 - g_loss: 1.4282 - d_accuracy: 0.7331
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0855 - g_loss: 1.3896 - d_accuracy: 0.7470Epoch 49: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0871 - g_loss: 1.3961 - d_accuracy: 0.7469
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0963 - g_loss: 1.3809 - d_accuracy: 0.7279Epoch 50: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0980 - g_loss: 1.3661 - d_accuracy: 0.7294
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0845 - g_loss: 1.3933 - d_accuracy: 0.7406Epoch 51: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0872 - g_loss: 1.3926 - d_accuracy: 0.7392
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0873 - g_loss: 1.4079 - d_accuracy: 0.7411Epoch 52: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0906 - g_loss: 1.4077 - d_accuracy: 0.7383
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0766 - g_loss: 1.4035 - d_accuracy: 0.7397Epoch 53: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0776 - g_loss: 1.4166 - d_accuracy: 0.7369
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0951 - g_loss: 1.4040 - d_accuracy: 0.7365Epoch 54: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0926 - g_loss: 1.3971 - d_accuracy: 0.7397
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0868 - g_loss: 1.4248 - d_accuracy: 0.7373Epoch 55: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0912 - g_loss: 1.4530 - d_accuracy: 0.7332
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1004 - g_loss: 1.3632 - d_accuracy: 0.7325Epoch 56: D Accuracy = 0.8514
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0956 - g_loss: 1.3538 - d_accuracy: 0.7367
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0629 - g_loss: 1.4522 - d_accuracy: 0.7479Epoch 57: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0625 - g_loss: 1.4797 - d_accuracy: 0.7458
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0940 - g_loss: 1.4070 - d_accuracy: 0.7388Epoch 58: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0976 - g_loss: 1.3865 - d_accuracy: 0.7376
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0933 - g_loss: 1.4359 - d_accuracy: 0.7401Epoch 59: D Accuracy = 0.5811
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1003 - g_loss: 1.4691 - d_accuracy: 0.7344
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0838 - g_loss: 1.3740 - d_accuracy: 0.7444Epoch 60: D Accuracy = 0.7162
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0857 - g_loss: 1.3793 - d_accuracy: 0.7434
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0885 - g_loss: 1.3991 - d_accuracy: 0.7435Epoch 61: D Accuracy = 0.8514
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0844 - g_loss: 1.3930 - d_accuracy: 0.7473
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1280 - g_loss: 1.4022 - d_accuracy: 0.7224Epoch 62: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1272 - g_loss: 1.3917 - d_accuracy: 0.7212
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1023 - g_loss: 1.3437 - d_accuracy: 0.7311Epoch 63: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1037 - g_loss: 1.3516 - d_accuracy: 0.7296
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0783 - g_loss: 1.3769 - d_accuracy: 0.7433Epoch 64: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0783 - g_loss: 1.3785 - d_accuracy: 0.7447
Epoch 65/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.1037 - g_loss: 1.4186 - d_accuracy: 0.7255Epoch 65: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1036 - g_loss: 1.4131 - d_accuracy: 0.7249
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0978 - g_loss: 1.3944 - d_accuracy: 0.7376Epoch 66: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0953 - g_loss: 1.3886 - d_accuracy: 0.7407
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0817 - g_loss: 1.3696 - d_accuracy: 0.7453Epoch 67: D Accuracy = 0.7162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0827 - g_loss: 1.3522 - d_accuracy: 0.7442
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0945 - g_loss: 1.4468 - d_accuracy: 0.7298Epoch 68: D Accuracy = 0.5405
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1056 - g_loss: 1.4822 - d_accuracy: 0.7230
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0806 - g_loss: 1.3753 - d_accuracy: 0.7460Epoch 69: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0853 - g_loss: 1.3986 - d_accuracy: 0.7415
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1130 - g_loss: 1.3804 - d_accuracy: 0.7282Epoch 70: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1145 - g_loss: 1.3641 - d_accuracy: 0.7287
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1217 - g_loss: 1.3818 - d_accuracy: 0.7232Epoch 71: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1210 - g_loss: 1.3848 - d_accuracy: 0.7225
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1114 - g_loss: 1.3721 - d_accuracy: 0.7279Epoch 72: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1089 - g_loss: 1.3720 - d_accuracy: 0.7294
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0872 - g_loss: 1.3693 - d_accuracy: 0.7398Epoch 73: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0897 - g_loss: 1.3507 - d_accuracy: 0.7408
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0812 - g_loss: 1.3712 - d_accuracy: 0.7403Epoch 74: D Accuracy = 0.8243
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0768 - g_loss: 1.3708 - d_accuracy: 0.7433
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1036 - g_loss: 1.3904 - d_accuracy: 0.7314Epoch 75: D Accuracy = 0.7162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1006 - g_loss: 1.4133 - d_accuracy: 0.7308
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1157 - g_loss: 1.3651 - d_accuracy: 0.7237Epoch 76: D Accuracy = 0.7703
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1173 - g_loss: 1.3490 - d_accuracy: 0.7254
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1064 - g_loss: 1.3658 - d_accuracy: 0.7277Epoch 77: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1036 - g_loss: 1.3608 - d_accuracy: 0.7306
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1261 - g_loss: 1.3780 - d_accuracy: 0.7177Epoch 78: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1258 - g_loss: 1.3717 - d_accuracy: 0.7172
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1112 - g_loss: 1.3866 - d_accuracy: 0.7268Epoch 79: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1145 - g_loss: 1.4018 - d_accuracy: 0.7250
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0914 - g_loss: 1.3464 - d_accuracy: 0.7346Epoch 80: D Accuracy = 0.7162
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0927 - g_loss: 1.3439 - d_accuracy: 0.7339
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1051 - g_loss: 1.3755 - d_accuracy: 0.7365Epoch 81: D Accuracy = 0.7568
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1062 - g_loss: 1.3570 - d_accuracy: 0.7372
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1332 - g_loss: 1.3930 - d_accuracy: 0.7112Epoch 82: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1375 - g_loss: 1.4099 - d_accuracy: 0.7075
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0855 - g_loss: 1.3874 - d_accuracy: 0.7309Epoch 83: D Accuracy = 0.7297
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0821 - g_loss: 1.3983 - d_accuracy: 0.7308
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1159 - g_loss: 1.3574 - d_accuracy: 0.7334Epoch 84: D Accuracy = 0.6757
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1219 - g_loss: 1.3370 - d_accuracy: 0.7313
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0858 - g_loss: 1.3842 - d_accuracy: 0.7376Epoch 85: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0854 - g_loss: 1.3715 - d_accuracy: 0.7397
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0901 - g_loss: 1.3943 - d_accuracy: 0.7386Epoch 86: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0885 - g_loss: 1.3926 - d_accuracy: 0.7388
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0996 - g_loss: 1.3858 - d_accuracy: 0.7369Epoch 87: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0978 - g_loss: 1.3902 - d_accuracy: 0.7371
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1237 - g_loss: 1.3307 - d_accuracy: 0.7264Epoch 88: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1310 - g_loss: 1.3092 - d_accuracy: 0.7227
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1029 - g_loss: 1.3773 - d_accuracy: 0.7287Epoch 89: D Accuracy = 0.7297
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1042 - g_loss: 1.3565 - d_accuracy: 0.7287
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1279 - g_loss: 1.3698 - d_accuracy: 0.7155Epoch 90: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1385 - g_loss: 1.3724 - d_accuracy: 0.7117
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1262 - g_loss: 1.3731 - d_accuracy: 0.7252Epoch 91: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1236 - g_loss: 1.3752 - d_accuracy: 0.7273
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1105 - g_loss: 1.3438 - d_accuracy: 0.7245Epoch 92: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1060 - g_loss: 1.3495 - d_accuracy: 0.7232
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0930 - g_loss: 1.3785 - d_accuracy: 0.7435Epoch 93: D Accuracy = 0.7297
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0938 - g_loss: 1.3747 - d_accuracy: 0.7430
Epoch 94/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.1021 - g_loss: 1.3960 - d_accuracy: 0.7295Epoch 94: D Accuracy = 0.5541
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1337 - g_loss: 1.4389 - d_accuracy: 0.7165
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0677 - g_loss: 1.3491 - d_accuracy: 0.7523Epoch 95: D Accuracy = 0.7838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0628 - g_loss: 1.3661 - d_accuracy: 0.7534
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1609 - g_loss: 1.3678 - d_accuracy: 0.7018Epoch 96: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1554 - g_loss: 1.3750 - d_accuracy: 0.7018
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1214 - g_loss: 1.3219 - d_accuracy: 0.7237Epoch 97: D Accuracy = 0.7162
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1250 - g_loss: 1.3161 - d_accuracy: 0.7235
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0989 - g_loss: 1.3823 - d_accuracy: 0.7330Epoch 98: D Accuracy = 0.7432
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0964 - g_loss: 1.4070 - d_accuracy: 0.7333
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1220 - g_loss: 1.3552 - d_accuracy: 0.7219Epoch 99: D Accuracy = 0.8378
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1161 - g_loss: 1.3542 - d_accuracy: 0.7260
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1215 - g_loss: 1.3846 - d_accuracy: 0.7250
Class 9 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.6892
27/27 [==============================] - 1s 40ms/step - d_loss: 1.1188 - g_loss: 1.3887 - d_accuracy: 0.7238
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1112 - g_loss: 1.3394 - d_accuracy: 0.7257Epoch 101: D Accuracy = 0.7162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1137 - g_loss: 1.3337 - d_accuracy: 0.7254
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0925 - g_loss: 1.3575 - d_accuracy: 0.7431Epoch 102: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0926 - g_loss: 1.3482 - d_accuracy: 0.7431
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1359 - g_loss: 1.3436 - d_accuracy: 0.7183Epoch 103: D Accuracy = 0.7297
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1405 - g_loss: 1.3295 - d_accuracy: 0.7187
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0559 - g_loss: 1.3657 - d_accuracy: 0.7582Epoch 104: D Accuracy = 0.7838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0533 - g_loss: 1.3614 - d_accuracy: 0.7591
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1161 - g_loss: 1.3673 - d_accuracy: 0.7215Epoch 105: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1166 - g_loss: 1.3562 - d_accuracy: 0.7227
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1160 - g_loss: 1.3710 - d_accuracy: 0.7226Epoch 106: D Accuracy = 0.6892
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1177 - g_loss: 1.3647 - d_accuracy: 0.7214
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1002 - g_loss: 1.3879 - d_accuracy: 0.7322Epoch 107: D Accuracy = 0.7838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0927 - g_loss: 1.4112 - d_accuracy: 0.7340
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0973 - g_loss: 1.3770 - d_accuracy: 0.7320Epoch 108: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0992 - g_loss: 1.3804 - d_accuracy: 0.7310
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1138 - g_loss: 1.3823 - d_accuracy: 0.7283Epoch 109: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1108 - g_loss: 1.3858 - d_accuracy: 0.7289
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1176 - g_loss: 1.3415 - d_accuracy: 0.7218Epoch 110: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1153 - g_loss: 1.3368 - d_accuracy: 0.7226
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1019 - g_loss: 1.3663 - d_accuracy: 0.7331Epoch 111: D Accuracy = 0.6757
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1061 - g_loss: 1.3663 - d_accuracy: 0.7310
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1339 - g_loss: 1.3437 - d_accuracy: 0.7186Epoch 112: D Accuracy = 0.7297
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1332 - g_loss: 1.3342 - d_accuracy: 0.7190
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0796 - g_loss: 1.3443 - d_accuracy: 0.7439Epoch 113: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0827 - g_loss: 1.3449 - d_accuracy: 0.7396
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1442 - g_loss: 1.3954 - d_accuracy: 0.7114Epoch 114: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1472 - g_loss: 1.4228 - d_accuracy: 0.7072
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0866 - g_loss: 1.3397 - d_accuracy: 0.7411Epoch 115: D Accuracy = 0.7297
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0864 - g_loss: 1.3493 - d_accuracy: 0.7407
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0816 - g_loss: 1.3892 - d_accuracy: 0.7409Epoch 116: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0779 - g_loss: 1.4005 - d_accuracy: 0.7410
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0849 - g_loss: 1.3614 - d_accuracy: 0.7408Epoch 117: D Accuracy = 0.7162
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0887 - g_loss: 1.3455 - d_accuracy: 0.7399
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0870 - g_loss: 1.3642 - d_accuracy: 0.7438Epoch 118: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0910 - g_loss: 1.3660 - d_accuracy: 0.7423
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0728 - g_loss: 1.3831 - d_accuracy: 0.7437Epoch 119: D Accuracy = 0.8919
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0645 - g_loss: 1.3904 - d_accuracy: 0.7490
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1037 - g_loss: 1.4059 - d_accuracy: 0.7305Epoch 120: D Accuracy = 0.8649
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1013 - g_loss: 1.4050 - d_accuracy: 0.7353
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1230 - g_loss: 1.3869 - d_accuracy: 0.7289Epoch 121: D Accuracy = 0.8649
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1133 - g_loss: 1.3946 - d_accuracy: 0.7338
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0816 - g_loss: 1.3831 - d_accuracy: 0.7452Epoch 122: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0830 - g_loss: 1.3667 - d_accuracy: 0.7471
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0775 - g_loss: 1.3889 - d_accuracy: 0.7428Epoch 123: D Accuracy = 0.7162
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0827 - g_loss: 1.3657 - d_accuracy: 0.7419
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0788 - g_loss: 1.3901 - d_accuracy: 0.7465Epoch 124: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0850 - g_loss: 1.4047 - d_accuracy: 0.7434
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0848 - g_loss: 1.3767 - d_accuracy: 0.7405Epoch 125: D Accuracy = 0.7973
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0811 - g_loss: 1.3701 - d_accuracy: 0.7425
Epoch 126/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.0806 - g_loss: 1.3990 - d_accuracy: 0.7362Epoch 126: D Accuracy = 0.8108
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0722 - g_loss: 1.4014 - d_accuracy: 0.7443
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0889 - g_loss: 1.4277 - d_accuracy: 0.7394Epoch 127: D Accuracy = 0.7297
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0901 - g_loss: 1.4114 - d_accuracy: 0.7391
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0837 - g_loss: 1.4439 - d_accuracy: 0.7383Epoch 128: D Accuracy = 0.5676
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0947 - g_loss: 1.5004 - d_accuracy: 0.7322
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1294 - g_loss: 1.3560 - d_accuracy: 0.7227Epoch 129: D Accuracy = 0.6757
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1339 - g_loss: 1.3409 - d_accuracy: 0.7210
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0380 - g_loss: 1.3999 - d_accuracy: 0.7717Epoch 130: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0403 - g_loss: 1.3978 - d_accuracy: 0.7707
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1003 - g_loss: 1.3935 - d_accuracy: 0.7289Epoch 131: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1001 - g_loss: 1.3770 - d_accuracy: 0.7304
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0854 - g_loss: 1.3713 - d_accuracy: 0.7401Epoch 132: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0862 - g_loss: 1.3703 - d_accuracy: 0.7402
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1294 - g_loss: 1.4085 - d_accuracy: 0.7218Epoch 133: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1316 - g_loss: 1.3997 - d_accuracy: 0.7182
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0841 - g_loss: 1.3609 - d_accuracy: 0.7430Epoch 134: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0907 - g_loss: 1.3382 - d_accuracy: 0.7411
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0639 - g_loss: 1.3927 - d_accuracy: 0.7499Epoch 135: D Accuracy = 0.8243
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0615 - g_loss: 1.3950 - d_accuracy: 0.7525
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0976 - g_loss: 1.3972 - d_accuracy: 0.7285Epoch 136: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0996 - g_loss: 1.3871 - d_accuracy: 0.7271
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0509 - g_loss: 1.4381 - d_accuracy: 0.7532Epoch 137: D Accuracy = 0.8784
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0439 - g_loss: 1.4402 - d_accuracy: 0.7576
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0919 - g_loss: 1.4192 - d_accuracy: 0.7290Epoch 138: D Accuracy = 0.5811
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0985 - g_loss: 1.4258 - d_accuracy: 0.7237
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0773 - g_loss: 1.3961 - d_accuracy: 0.7382Epoch 139: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0737 - g_loss: 1.3987 - d_accuracy: 0.7403
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0695 - g_loss: 1.3970 - d_accuracy: 0.7487Epoch 140: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0796 - g_loss: 1.3705 - d_accuracy: 0.7451
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0910 - g_loss: 1.4356 - d_accuracy: 0.7367Epoch 141: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0954 - g_loss: 1.4214 - d_accuracy: 0.7345
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0690 - g_loss: 1.4071 - d_accuracy: 0.7512Epoch 142: D Accuracy = 0.7162
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0689 - g_loss: 1.4089 - d_accuracy: 0.7500
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0666 - g_loss: 1.4231 - d_accuracy: 0.7472Epoch 143: D Accuracy = 0.8108
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0675 - g_loss: 1.4048 - d_accuracy: 0.7495
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0714 - g_loss: 1.4084 - d_accuracy: 0.7457Epoch 144: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0724 - g_loss: 1.3934 - d_accuracy: 0.7456
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0469 - g_loss: 1.4247 - d_accuracy: 0.7614Epoch 145: D Accuracy = 0.8243
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0418 - g_loss: 1.4277 - d_accuracy: 0.7637
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0684 - g_loss: 1.4379 - d_accuracy: 0.7476Epoch 146: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0651 - g_loss: 1.4400 - d_accuracy: 0.7489
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0884 - g_loss: 1.4212 - d_accuracy: 0.7383Epoch 147: D Accuracy = 0.7973
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0861 - g_loss: 1.4249 - d_accuracy: 0.7404
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0899 - g_loss: 1.4494 - d_accuracy: 0.7372Epoch 148: D Accuracy = 0.8784
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0802 - g_loss: 1.4541 - d_accuracy: 0.7423
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0526 - g_loss: 1.4149 - d_accuracy: 0.7588Epoch 149: D Accuracy = 0.7838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0518 - g_loss: 1.4012 - d_accuracy: 0.7597
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0734 - g_loss: 1.4471 - d_accuracy: 0.7463Epoch 150: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0841 - g_loss: 1.4209 - d_accuracy: 0.7433
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0444 - g_loss: 1.4850 - d_accuracy: 0.7594Epoch 151: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0398 - g_loss: 1.4973 - d_accuracy: 0.7617
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0513 - g_loss: 1.4342 - d_accuracy: 0.7577Epoch 152: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0544 - g_loss: 1.4298 - d_accuracy: 0.7572
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0628 - g_loss: 1.4392 - d_accuracy: 0.7500Epoch 153: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0640 - g_loss: 1.4237 - d_accuracy: 0.7508
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0671 - g_loss: 1.4560 - d_accuracy: 0.7499Epoch 154: D Accuracy = 0.8108
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0653 - g_loss: 1.4585 - d_accuracy: 0.7521
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0603 - g_loss: 1.4576 - d_accuracy: 0.7483Epoch 155: D Accuracy = 0.8514
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0563 - g_loss: 1.4623 - d_accuracy: 0.7519
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0283 - g_loss: 1.4756 - d_accuracy: 0.7641Epoch 156: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0289 - g_loss: 1.4791 - d_accuracy: 0.7643
Epoch 157/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.0892 - g_loss: 1.4830 - d_accuracy: 0.7405Epoch 157: D Accuracy = 0.8378
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0802 - g_loss: 1.4622 - d_accuracy: 0.7499
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0448 - g_loss: 1.4557 - d_accuracy: 0.7568Epoch 158: D Accuracy = 0.7568
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0438 - g_loss: 1.4631 - d_accuracy: 0.7568
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0724 - g_loss: 1.4452 - d_accuracy: 0.7460Epoch 159: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0728 - g_loss: 1.4288 - d_accuracy: 0.7483
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0142 - g_loss: 1.4898 - d_accuracy: 0.7726Epoch 160: D Accuracy = 0.8378
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0092 - g_loss: 1.5022 - d_accuracy: 0.7750
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0932 - g_loss: 1.4811 - d_accuracy: 0.7312Epoch 161: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1023 - g_loss: 1.4825 - d_accuracy: 0.7263
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0657 - g_loss: 1.4661 - d_accuracy: 0.7463Epoch 162: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0679 - g_loss: 1.4472 - d_accuracy: 0.7462
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0282 - g_loss: 1.5099 - d_accuracy: 0.7639Epoch 163: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0302 - g_loss: 1.5373 - d_accuracy: 0.7632
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0505 - g_loss: 1.4576 - d_accuracy: 0.7528Epoch 164: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0506 - g_loss: 1.4653 - d_accuracy: 0.7534
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0229 - g_loss: 1.4695 - d_accuracy: 0.7684Epoch 165: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0278 - g_loss: 1.4608 - d_accuracy: 0.7660
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0376 - g_loss: 1.4920 - d_accuracy: 0.7632Epoch 166: D Accuracy = 0.8378
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0339 - g_loss: 1.4935 - d_accuracy: 0.7659
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0666 - g_loss: 1.4653 - d_accuracy: 0.7480Epoch 167: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0680 - g_loss: 1.4632 - d_accuracy: 0.7463
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0406 - g_loss: 1.4728 - d_accuracy: 0.7596Epoch 168: D Accuracy = 0.7838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0346 - g_loss: 1.4889 - d_accuracy: 0.7605
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0715 - g_loss: 1.4883 - d_accuracy: 0.7480Epoch 169: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0725 - g_loss: 1.4682 - d_accuracy: 0.7498
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0160 - g_loss: 1.5096 - d_accuracy: 0.7706Epoch 170: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0131 - g_loss: 1.5191 - d_accuracy: 0.7715
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0724 - g_loss: 1.4686 - d_accuracy: 0.7504Epoch 171: D Accuracy = 0.7838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0706 - g_loss: 1.4628 - d_accuracy: 0.7516
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0469 - g_loss: 1.4765 - d_accuracy: 0.7600Epoch 172: D Accuracy = 0.9054
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0409 - g_loss: 1.4787 - d_accuracy: 0.7651
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0548 - g_loss: 1.4878 - d_accuracy: 0.7559Epoch 173: D Accuracy = 0.7297
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0541 - g_loss: 1.5064 - d_accuracy: 0.7550
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0255 - g_loss: 1.4717 - d_accuracy: 0.7687Epoch 174: D Accuracy = 0.8378
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0215 - g_loss: 1.4691 - d_accuracy: 0.7712
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0382 - g_loss: 1.5205 - d_accuracy: 0.7554Epoch 175: D Accuracy = 0.7432
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0345 - g_loss: 1.5321 - d_accuracy: 0.7550
Epoch 176/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.0281 - g_loss: 1.5394 - d_accuracy: 0.7672Epoch 176: D Accuracy = 0.8919
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0114 - g_loss: 1.5504 - d_accuracy: 0.7783
Epoch 177/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.0480 - g_loss: 1.4978 - d_accuracy: 0.7623Epoch 177: D Accuracy = 0.7568
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0527 - g_loss: 1.4956 - d_accuracy: 0.7577
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0393 - g_loss: 1.4929 - d_accuracy: 0.7609Epoch 178: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0375 - g_loss: 1.4889 - d_accuracy: 0.7622
Epoch 179/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.0151 - g_loss: 1.5164 - d_accuracy: 0.7766Epoch 179: D Accuracy = 0.8649
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0100 - g_loss: 1.4934 - d_accuracy: 0.7822
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0339 - g_loss: 1.4946 - d_accuracy: 0.7617Epoch 180: D Accuracy = 0.7838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0359 - g_loss: 1.4746 - d_accuracy: 0.7625
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0083 - g_loss: 1.5504 - d_accuracy: 0.7715Epoch 181: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0098 - g_loss: 1.5406 - d_accuracy: 0.7704
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0333 - g_loss: 1.4953 - d_accuracy: 0.7624Epoch 182: D Accuracy = 0.7838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0325 - g_loss: 1.4947 - d_accuracy: 0.7632
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0226 - g_loss: 1.5160 - d_accuracy: 0.7670Epoch 183: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0219 - g_loss: 1.5132 - d_accuracy: 0.7671
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0501 - g_loss: 1.5228 - d_accuracy: 0.7541Epoch 184: D Accuracy = 0.7162
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0516 - g_loss: 1.5218 - d_accuracy: 0.7527
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0323 - g_loss: 1.5196 - d_accuracy: 0.7592Epoch 185: D Accuracy = 0.8378
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0310 - g_loss: 1.5088 - d_accuracy: 0.7620
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0337 - g_loss: 1.5556 - d_accuracy: 0.7626Epoch 186: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0410 - g_loss: 1.5343 - d_accuracy: 0.7600
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0091 - g_loss: 1.5236 - d_accuracy: 0.7769Epoch 187: D Accuracy = 0.7568
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0074 - g_loss: 1.5368 - d_accuracy: 0.7762
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0331 - g_loss: 1.5056 - d_accuracy: 0.7622Epoch 188: D Accuracy = 0.7703
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0366 - g_loss: 1.4817 - d_accuracy: 0.7625
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0234 - g_loss: 1.5857 - d_accuracy: 0.7646Epoch 189: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0237 - g_loss: 1.6087 - d_accuracy: 0.7624
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9933 - g_loss: 1.5570 - d_accuracy: 0.7830Epoch 190: D Accuracy = 0.7703
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9895 - g_loss: 1.5893 - d_accuracy: 0.7826
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0794 - g_loss: 1.5299 - d_accuracy: 0.7414Epoch 191: D Accuracy = 0.7838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0780 - g_loss: 1.5113 - d_accuracy: 0.7429
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0344 - g_loss: 1.5667 - d_accuracy: 0.7588Epoch 192: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0298 - g_loss: 1.5561 - d_accuracy: 0.7597
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9892 - g_loss: 1.5541 - d_accuracy: 0.7802Epoch 193: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9910 - g_loss: 1.5648 - d_accuracy: 0.7760
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0163 - g_loss: 1.5539 - d_accuracy: 0.7770Epoch 194: D Accuracy = 0.7838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0176 - g_loss: 1.5465 - d_accuracy: 0.7772
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0516 - g_loss: 1.5630 - d_accuracy: 0.7518Epoch 195: D Accuracy = 0.7838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0465 - g_loss: 1.5750 - d_accuracy: 0.7530
Epoch 196/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.9988 - g_loss: 1.5365 - d_accuracy: 0.7802Epoch 196: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9996 - g_loss: 1.5190 - d_accuracy: 0.7813
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0580 - g_loss: 1.5811 - d_accuracy: 0.7508Epoch 197: D Accuracy = 0.8919
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0496 - g_loss: 1.5812 - d_accuracy: 0.7558
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0174 - g_loss: 1.5525 - d_accuracy: 0.7657Epoch 198: D Accuracy = 0.7162
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0213 - g_loss: 1.5295 - d_accuracy: 0.7639
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9923 - g_loss: 1.5779 - d_accuracy: 0.7777Epoch 199: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0026 - g_loss: 1.5915 - d_accuracy: 0.7707
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0152 - g_loss: 1.5691 - d_accuracy: 0.7729
Class 9 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.6216
27/27 [==============================] - 1s 42ms/step - d_loss: 1.0243 - g_loss: 1.5840 - d_accuracy: 0.7675
Epoch 201/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.0490 - g_loss: 1.5934 - d_accuracy: 0.7623Epoch 201: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0530 - g_loss: 1.6338 - d_accuracy: 0.7538
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0176 - g_loss: 1.5128 - d_accuracy: 0.7688Epoch 202: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0238 - g_loss: 1.5007 - d_accuracy: 0.7645
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0061 - g_loss: 1.5707 - d_accuracy: 0.7713Epoch 203: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0047 - g_loss: 1.5573 - d_accuracy: 0.7732
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0368 - g_loss: 1.6058 - d_accuracy: 0.7572Epoch 204: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0464 - g_loss: 1.6539 - d_accuracy: 0.7519
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0053 - g_loss: 1.5518 - d_accuracy: 0.7781Epoch 205: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0102 - g_loss: 1.5679 - d_accuracy: 0.7740
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9957 - g_loss: 1.5537 - d_accuracy: 0.7840Epoch 206: D Accuracy = 0.8243
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9938 - g_loss: 1.5477 - d_accuracy: 0.7854
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0181 - g_loss: 1.5812 - d_accuracy: 0.7612Epoch 207: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0231 - g_loss: 1.6006 - d_accuracy: 0.7558
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0278 - g_loss: 1.5615 - d_accuracy: 0.7660Epoch 208: D Accuracy = 0.7432
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0252 - g_loss: 1.5741 - d_accuracy: 0.7651
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9930 - g_loss: 1.5707 - d_accuracy: 0.7877Epoch 209: D Accuracy = 0.8649
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9909 - g_loss: 1.5652 - d_accuracy: 0.7904
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9709 - g_loss: 1.6171 - d_accuracy: 0.7825Epoch 210: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9690 - g_loss: 1.6114 - d_accuracy: 0.7835
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9613 - g_loss: 1.5957 - d_accuracy: 0.7995Epoch 211: D Accuracy = 0.8378
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9575 - g_loss: 1.6088 - d_accuracy: 0.8009
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9995 - g_loss: 1.6086 - d_accuracy: 0.7795Epoch 212: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0102 - g_loss: 1.5949 - d_accuracy: 0.7739
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0147 - g_loss: 1.6282 - d_accuracy: 0.7712Epoch 213: D Accuracy = 0.9054
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0030 - g_loss: 1.6459 - d_accuracy: 0.7760
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9564 - g_loss: 1.6239 - d_accuracy: 0.8014Epoch 214: D Accuracy = 0.8108
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9614 - g_loss: 1.5999 - d_accuracy: 0.8018
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9733 - g_loss: 1.6570 - d_accuracy: 0.7904Epoch 215: D Accuracy = 0.9189
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9665 - g_loss: 1.6540 - d_accuracy: 0.7950
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0023 - g_loss: 1.6514 - d_accuracy: 0.7770Epoch 216: D Accuracy = 0.8108
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9985 - g_loss: 1.6400 - d_accuracy: 0.7782
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9805 - g_loss: 1.6209 - d_accuracy: 0.7903Epoch 217: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9830 - g_loss: 1.5992 - d_accuracy: 0.7901
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9988 - g_loss: 1.6591 - d_accuracy: 0.7755Epoch 218: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0062 - g_loss: 1.6829 - d_accuracy: 0.7709
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9931 - g_loss: 1.6266 - d_accuracy: 0.7833Epoch 219: D Accuracy = 0.8378
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9901 - g_loss: 1.6125 - d_accuracy: 0.7853
Epoch 220/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.9722 - g_loss: 1.6616 - d_accuracy: 0.7875Epoch 220: D Accuracy = 0.8378
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9712 - g_loss: 1.6260 - d_accuracy: 0.7921
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9732 - g_loss: 1.6561 - d_accuracy: 0.7891Epoch 221: D Accuracy = 0.6757
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9770 - g_loss: 1.6605 - d_accuracy: 0.7850
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9572 - g_loss: 1.6269 - d_accuracy: 0.8026Epoch 222: D Accuracy = 0.8649
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9497 - g_loss: 1.6405 - d_accuracy: 0.8048
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9590 - g_loss: 1.6647 - d_accuracy: 0.7987Epoch 223: D Accuracy = 0.8378
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9641 - g_loss: 1.6431 - d_accuracy: 0.8001
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0237 - g_loss: 1.6858 - d_accuracy: 0.7573Epoch 224: D Accuracy = 0.7432
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0274 - g_loss: 1.6708 - d_accuracy: 0.7568
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9968 - g_loss: 1.6609 - d_accuracy: 0.7811Epoch 225: D Accuracy = 0.8784
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9952 - g_loss: 1.6467 - d_accuracy: 0.7846
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9977 - g_loss: 1.6716 - d_accuracy: 0.7744Epoch 226: D Accuracy = 0.8784
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9929 - g_loss: 1.6790 - d_accuracy: 0.7781
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9808 - g_loss: 1.6306 - d_accuracy: 0.7853Epoch 227: D Accuracy = 0.7973
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9803 - g_loss: 1.6348 - d_accuracy: 0.7857
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9951 - g_loss: 1.6474 - d_accuracy: 0.7810Epoch 228: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0071 - g_loss: 1.6179 - d_accuracy: 0.7777
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9893 - g_loss: 1.6479 - d_accuracy: 0.7863Epoch 229: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9871 - g_loss: 1.6411 - d_accuracy: 0.7871
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9658 - g_loss: 1.6822 - d_accuracy: 0.7912Epoch 230: D Accuracy = 0.7838
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9688 - g_loss: 1.6705 - d_accuracy: 0.7909
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9224 - g_loss: 1.7040 - d_accuracy: 0.8200Epoch 231: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9225 - g_loss: 1.7012 - d_accuracy: 0.8202
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0027 - g_loss: 1.6809 - d_accuracy: 0.7767Epoch 232: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0102 - g_loss: 1.6596 - d_accuracy: 0.7726
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9911 - g_loss: 1.6701 - d_accuracy: 0.7856Epoch 233: D Accuracy = 0.7162
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9947 - g_loss: 1.6728 - d_accuracy: 0.7832
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9501 - g_loss: 1.6576 - d_accuracy: 0.8011Epoch 234: D Accuracy = 0.7973
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9508 - g_loss: 1.6398 - d_accuracy: 0.8010
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9715 - g_loss: 1.7198 - d_accuracy: 0.7931Epoch 235: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9844 - g_loss: 1.7483 - d_accuracy: 0.7865
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9627 - g_loss: 1.6491 - d_accuracy: 0.7965Epoch 236: D Accuracy = 0.8108
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9654 - g_loss: 1.6285 - d_accuracy: 0.7970
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0001 - g_loss: 1.6915 - d_accuracy: 0.7729Epoch 237: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9937 - g_loss: 1.7029 - d_accuracy: 0.7747
Epoch 238/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.9556 - g_loss: 1.7246 - d_accuracy: 0.8016Epoch 238: D Accuracy = 0.8784
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9441 - g_loss: 1.7420 - d_accuracy: 0.8073
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9680 - g_loss: 1.7038 - d_accuracy: 0.7863Epoch 239: D Accuracy = 0.8784
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9615 - g_loss: 1.7157 - d_accuracy: 0.7896
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9660 - g_loss: 1.6756 - d_accuracy: 0.7968Epoch 240: D Accuracy = 0.7162
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9720 - g_loss: 1.6580 - d_accuracy: 0.7939
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9355 - g_loss: 1.6979 - d_accuracy: 0.8043Epoch 241: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9307 - g_loss: 1.7099 - d_accuracy: 0.8050
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9590 - g_loss: 1.6911 - d_accuracy: 0.7903Epoch 242: D Accuracy = 0.7297
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9622 - g_loss: 1.6862 - d_accuracy: 0.7882
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9734 - g_loss: 1.6881 - d_accuracy: 0.7899Epoch 243: D Accuracy = 0.7973
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9784 - g_loss: 1.6607 - d_accuracy: 0.7902
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9490 - g_loss: 1.7428 - d_accuracy: 0.8058Epoch 244: D Accuracy = 0.8108
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9481 - g_loss: 1.7399 - d_accuracy: 0.8060
Epoch 245/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.9798 - g_loss: 1.7442 - d_accuracy: 0.7847Epoch 245: D Accuracy = 0.8784
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9632 - g_loss: 1.7615 - d_accuracy: 0.7917
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9481 - g_loss: 1.7182 - d_accuracy: 0.8018Epoch 246: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9538 - g_loss: 1.6937 - d_accuracy: 0.8016
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9634 - g_loss: 1.7000 - d_accuracy: 0.7943Epoch 247: D Accuracy = 0.8514
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9601 - g_loss: 1.6908 - d_accuracy: 0.7963
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9478 - g_loss: 1.6824 - d_accuracy: 0.8026Epoch 248: D Accuracy = 0.9054
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9419 - g_loss: 1.6832 - d_accuracy: 0.8063
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9602 - g_loss: 1.7025 - d_accuracy: 0.7908Epoch 249: D Accuracy = 0.8919
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9557 - g_loss: 1.7124 - d_accuracy: 0.7945
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9678 - g_loss: 1.7163 - d_accuracy: 0.7934Epoch 250: D Accuracy = 0.7973
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9684 - g_loss: 1.6969 - d_accuracy: 0.7936
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9701 - g_loss: 1.7325 - d_accuracy: 0.7877Epoch 251: D Accuracy = 0.8784
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9657 - g_loss: 1.7290 - d_accuracy: 0.7910
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9116 - g_loss: 1.7308 - d_accuracy: 0.8189Epoch 252: D Accuracy = 0.8514
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9090 - g_loss: 1.7339 - d_accuracy: 0.8200
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9266 - g_loss: 1.7115 - d_accuracy: 0.8179Epoch 253: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9333 - g_loss: 1.6942 - d_accuracy: 0.8162
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0020 - g_loss: 1.7582 - d_accuracy: 0.7719Epoch 254: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0001 - g_loss: 1.7722 - d_accuracy: 0.7718
Epoch 255/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.9525 - g_loss: 1.6926 - d_accuracy: 0.8034Epoch 255: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9489 - g_loss: 1.6843 - d_accuracy: 0.8048
Epoch 256/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.9455 - g_loss: 1.7232 - d_accuracy: 0.8020Epoch 256: D Accuracy = 0.8784
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9349 - g_loss: 1.7144 - d_accuracy: 0.8102
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9569 - g_loss: 1.7483 - d_accuracy: 0.7971Epoch 257: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9586 - g_loss: 1.7584 - d_accuracy: 0.7951
Epoch 258/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.9018 - g_loss: 1.7494 - d_accuracy: 0.8203Epoch 258: D Accuracy = 0.8649
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9045 - g_loss: 1.7482 - d_accuracy: 0.8225
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9525 - g_loss: 1.7715 - d_accuracy: 0.7921Epoch 259: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9506 - g_loss: 1.7905 - d_accuracy: 0.7913
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9198 - g_loss: 1.7472 - d_accuracy: 0.8123Epoch 260: D Accuracy = 0.7297
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9241 - g_loss: 1.7572 - d_accuracy: 0.8094
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9452 - g_loss: 1.7275 - d_accuracy: 0.8040Epoch 261: D Accuracy = 0.8378
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9417 - g_loss: 1.7390 - d_accuracy: 0.8052
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9769 - g_loss: 1.7311 - d_accuracy: 0.7803Epoch 262: D Accuracy = 0.7162
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9778 - g_loss: 1.7227 - d_accuracy: 0.7780
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9097 - g_loss: 1.7596 - d_accuracy: 0.8154Epoch 263: D Accuracy = 0.7568
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9134 - g_loss: 1.7424 - d_accuracy: 0.8133
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9356 - g_loss: 1.7894 - d_accuracy: 0.8039Epoch 264: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9496 - g_loss: 1.8233 - d_accuracy: 0.7969
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9376 - g_loss: 1.7579 - d_accuracy: 0.8066Epoch 265: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9431 - g_loss: 1.7577 - d_accuracy: 0.8043
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9341 - g_loss: 1.7945 - d_accuracy: 0.8067Epoch 266: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9341 - g_loss: 1.7761 - d_accuracy: 0.8068
Epoch 267/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.9351 - g_loss: 1.7935 - d_accuracy: 0.8023Epoch 267: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9459 - g_loss: 1.7622 - d_accuracy: 0.7973
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9522 - g_loss: 1.7593 - d_accuracy: 0.7996Epoch 268: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9588 - g_loss: 1.7398 - d_accuracy: 0.7990
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9162 - g_loss: 1.8010 - d_accuracy: 0.8115Epoch 269: D Accuracy = 0.8649
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9157 - g_loss: 1.7884 - d_accuracy: 0.8135
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9497 - g_loss: 1.7959 - d_accuracy: 0.7927Epoch 270: D Accuracy = 0.8243
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9508 - g_loss: 1.7719 - d_accuracy: 0.7938
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9339 - g_loss: 1.7662 - d_accuracy: 0.8023Epoch 271: D Accuracy = 0.9054
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9295 - g_loss: 1.7561 - d_accuracy: 0.8060
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9242 - g_loss: 1.7856 - d_accuracy: 0.8084Epoch 272: D Accuracy = 0.9054
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9188 - g_loss: 1.7904 - d_accuracy: 0.8119
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9394 - g_loss: 1.7705 - d_accuracy: 0.8048Epoch 273: D Accuracy = 0.8784
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9359 - g_loss: 1.7697 - d_accuracy: 0.8074
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9188 - g_loss: 1.8036 - d_accuracy: 0.8186Epoch 274: D Accuracy = 0.8514
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9156 - g_loss: 1.8226 - d_accuracy: 0.8197
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9947 - g_loss: 1.8018 - d_accuracy: 0.7882Epoch 275: D Accuracy = 0.9189
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9863 - g_loss: 1.7918 - d_accuracy: 0.7929
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9306 - g_loss: 1.8549 - d_accuracy: 0.8115Epoch 276: D Accuracy = 0.9054
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9237 - g_loss: 1.8541 - d_accuracy: 0.8148
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8984 - g_loss: 1.7859 - d_accuracy: 0.8276Epoch 277: D Accuracy = 0.8649
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8979 - g_loss: 1.7755 - d_accuracy: 0.8289
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9203 - g_loss: 1.8452 - d_accuracy: 0.8086Epoch 278: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9160 - g_loss: 1.8822 - d_accuracy: 0.8073
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9115 - g_loss: 1.8126 - d_accuracy: 0.8155Epoch 279: D Accuracy = 0.8378
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9111 - g_loss: 1.8138 - d_accuracy: 0.8163
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9328 - g_loss: 1.7743 - d_accuracy: 0.8045Epoch 280: D Accuracy = 0.8649
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9310 - g_loss: 1.7619 - d_accuracy: 0.8066
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9577 - g_loss: 1.7850 - d_accuracy: 0.7886Epoch 281: D Accuracy = 0.8243
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9588 - g_loss: 1.7628 - d_accuracy: 0.7899
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9521 - g_loss: 1.8423 - d_accuracy: 0.7902Epoch 282: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9515 - g_loss: 1.8596 - d_accuracy: 0.7895
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9556 - g_loss: 1.7750 - d_accuracy: 0.7997Epoch 283: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9587 - g_loss: 1.7483 - d_accuracy: 0.7986
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9124 - g_loss: 1.8186 - d_accuracy: 0.8142Epoch 284: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9091 - g_loss: 1.8320 - d_accuracy: 0.8141
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9406 - g_loss: 1.8118 - d_accuracy: 0.8018Epoch 285: D Accuracy = 0.7703
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9424 - g_loss: 1.8151 - d_accuracy: 0.8007
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9419 - g_loss: 1.8661 - d_accuracy: 0.8017Epoch 286: D Accuracy = 0.8378
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9368 - g_loss: 1.8760 - d_accuracy: 0.8030
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9122 - g_loss: 1.8114 - d_accuracy: 0.8195Epoch 287: D Accuracy = 0.8378
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9114 - g_loss: 1.8245 - d_accuracy: 0.8202
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9305 - g_loss: 1.8366 - d_accuracy: 0.8050Epoch 288: D Accuracy = 0.7973
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9310 - g_loss: 1.8253 - d_accuracy: 0.8047
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9408 - g_loss: 1.8177 - d_accuracy: 0.8019Epoch 289: D Accuracy = 0.8378
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9374 - g_loss: 1.8158 - d_accuracy: 0.8031
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8982 - g_loss: 1.8177 - d_accuracy: 0.8263Epoch 290: D Accuracy = 0.8919
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8952 - g_loss: 1.8207 - d_accuracy: 0.8286
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8973 - g_loss: 1.8661 - d_accuracy: 0.8195Epoch 291: D Accuracy = 0.8649
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8945 - g_loss: 1.9040 - d_accuracy: 0.8211
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9370 - g_loss: 1.8322 - d_accuracy: 0.8046Epoch 292: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9373 - g_loss: 1.8151 - d_accuracy: 0.8043
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9367 - g_loss: 1.8545 - d_accuracy: 0.7967Epoch 293: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9335 - g_loss: 1.8724 - d_accuracy: 0.7968
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8993 - g_loss: 1.8421 - d_accuracy: 0.8228Epoch 294: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9036 - g_loss: 1.8423 - d_accuracy: 0.8200
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8897 - g_loss: 1.8249 - d_accuracy: 0.8261Epoch 295: D Accuracy = 0.8514
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8907 - g_loss: 1.8103 - d_accuracy: 0.8270
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9173 - g_loss: 1.8551 - d_accuracy: 0.8157Epoch 296: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9200 - g_loss: 1.8364 - d_accuracy: 0.8160
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9390 - g_loss: 1.8582 - d_accuracy: 0.7991Epoch 297: D Accuracy = 0.7162
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9404 - g_loss: 1.8673 - d_accuracy: 0.7961
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9445 - g_loss: 1.8349 - d_accuracy: 0.8011Epoch 298: D Accuracy = 0.8243
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9400 - g_loss: 1.8341 - d_accuracy: 0.8019
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9408 - g_loss: 1.8771 - d_accuracy: 0.8030Epoch 299: D Accuracy = 0.7838
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9435 - g_loss: 1.8698 - d_accuracy: 0.8024
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8918 - g_loss: 1.8392 - d_accuracy: 0.8267
Class 9 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.8649
27/27 [==============================] - 1s 41ms/step - d_loss: 0.8913 - g_loss: 1.8297 - d_accuracy: 0.8281
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9263 - g_loss: 1.8514 - d_accuracy: 0.8084Epoch 301: D Accuracy = 0.8784
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9223 - g_loss: 1.8489 - d_accuracy: 0.8109
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8816 - g_loss: 1.8412 - d_accuracy: 0.8289Epoch 302: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8853 - g_loss: 1.8245 - d_accuracy: 0.8287
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9200 - g_loss: 1.9256 - d_accuracy: 0.8085Epoch 303: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9255 - g_loss: 1.9539 - d_accuracy: 0.8027
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8864 - g_loss: 1.8668 - d_accuracy: 0.8239Epoch 304: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8880 - g_loss: 1.8795 - d_accuracy: 0.8230
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9623 - g_loss: 1.8294 - d_accuracy: 0.7918Epoch 305: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9621 - g_loss: 1.8259 - d_accuracy: 0.7920
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8879 - g_loss: 1.8710 - d_accuracy: 0.8256Epoch 306: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8918 - g_loss: 1.8773 - d_accuracy: 0.8241
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9009 - g_loss: 1.9008 - d_accuracy: 0.8175Epoch 307: D Accuracy = 0.8919
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8974 - g_loss: 1.8909 - d_accuracy: 0.8201
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8696 - g_loss: 1.8414 - d_accuracy: 0.8349Epoch 308: D Accuracy = 0.7973
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8730 - g_loss: 1.8337 - d_accuracy: 0.8336
Epoch 309/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.8646 - g_loss: 1.9337 - d_accuracy: 0.8341Epoch 309: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8686 - g_loss: 1.9259 - d_accuracy: 0.8309
Epoch 310/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.9589 - g_loss: 1.9306 - d_accuracy: 0.7928Epoch 310: D Accuracy = 0.7703
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9493 - g_loss: 1.9181 - d_accuracy: 0.7932
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9424 - g_loss: 1.8763 - d_accuracy: 0.7951Epoch 311: D Accuracy = 0.8378
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9357 - g_loss: 1.8894 - d_accuracy: 0.7966
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8844 - g_loss: 1.9358 - d_accuracy: 0.8268Epoch 312: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8844 - g_loss: 1.9343 - d_accuracy: 0.8258
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9339 - g_loss: 1.9110 - d_accuracy: 0.8046Epoch 313: D Accuracy = 0.9459
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9281 - g_loss: 1.9053 - d_accuracy: 0.8096
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8937 - g_loss: 1.8701 - d_accuracy: 0.8258Epoch 314: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9022 - g_loss: 1.8960 - d_accuracy: 0.8214
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9244 - g_loss: 1.8101 - d_accuracy: 0.8104Epoch 315: D Accuracy = 0.8378
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9237 - g_loss: 1.8061 - d_accuracy: 0.8114
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9176 - g_loss: 1.8681 - d_accuracy: 0.8149Epoch 316: D Accuracy = 0.8649
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9166 - g_loss: 1.8630 - d_accuracy: 0.8167
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9125 - g_loss: 1.8851 - d_accuracy: 0.8113Epoch 317: D Accuracy = 0.9054
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9096 - g_loss: 1.8744 - d_accuracy: 0.8147
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8602 - g_loss: 1.8845 - d_accuracy: 0.8415Epoch 318: D Accuracy = 0.8108
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8608 - g_loss: 1.8926 - d_accuracy: 0.8404
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9015 - g_loss: 1.9361 - d_accuracy: 0.8135Epoch 319: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8997 - g_loss: 1.9492 - d_accuracy: 0.8120
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9176 - g_loss: 1.9212 - d_accuracy: 0.8109Epoch 320: D Accuracy = 0.9324
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9091 - g_loss: 1.9240 - d_accuracy: 0.8152
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9267 - g_loss: 1.8463 - d_accuracy: 0.8099Epoch 321: D Accuracy = 0.7703
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9265 - g_loss: 1.8612 - d_accuracy: 0.8085
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8781 - g_loss: 1.8788 - d_accuracy: 0.8301Epoch 322: D Accuracy = 0.8784
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8777 - g_loss: 1.8707 - d_accuracy: 0.8319
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9715 - g_loss: 1.9105 - d_accuracy: 0.7888Epoch 323: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9873 - g_loss: 1.9280 - d_accuracy: 0.7819
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8995 - g_loss: 1.9480 - d_accuracy: 0.8183Epoch 324: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9025 - g_loss: 1.9359 - d_accuracy: 0.8156
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8490 - g_loss: 1.9156 - d_accuracy: 0.8439Epoch 325: D Accuracy = 0.9054
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8452 - g_loss: 1.9202 - d_accuracy: 0.8461
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8576 - g_loss: 1.9705 - d_accuracy: 0.8390Epoch 326: D Accuracy = 0.8919
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8538 - g_loss: 1.9654 - d_accuracy: 0.8409
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9015 - g_loss: 1.9500 - d_accuracy: 0.8207Epoch 327: D Accuracy = 0.9054
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8956 - g_loss: 1.9495 - d_accuracy: 0.8237
Epoch 328/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.9003 - g_loss: 1.9350 - d_accuracy: 0.8184Epoch 328: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8958 - g_loss: 1.9365 - d_accuracy: 0.8185
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8818 - g_loss: 1.9591 - d_accuracy: 0.8280Epoch 329: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8879 - g_loss: 1.9703 - d_accuracy: 0.8235
Epoch 330/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.8875 - g_loss: 1.9058 - d_accuracy: 0.8287Epoch 330: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9058 - g_loss: 1.8695 - d_accuracy: 0.8230
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8376 - g_loss: 1.9772 - d_accuracy: 0.8487Epoch 331: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8392 - g_loss: 2.0045 - d_accuracy: 0.8468
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9001 - g_loss: 1.9550 - d_accuracy: 0.8206Epoch 332: D Accuracy = 0.7703
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9007 - g_loss: 1.9734 - d_accuracy: 0.8188
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8959 - g_loss: 1.9756 - d_accuracy: 0.8150Epoch 333: D Accuracy = 0.8108
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8933 - g_loss: 1.9896 - d_accuracy: 0.8149
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9287 - g_loss: 1.9041 - d_accuracy: 0.8100Epoch 334: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9452 - g_loss: 1.9275 - d_accuracy: 0.8028
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9000 - g_loss: 1.8682 - d_accuracy: 0.8191Epoch 335: D Accuracy = 0.8784
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8984 - g_loss: 1.8562 - d_accuracy: 0.8213
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8619 - g_loss: 1.9827 - d_accuracy: 0.8319Epoch 336: D Accuracy = 0.8514
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8617 - g_loss: 1.9749 - d_accuracy: 0.8326
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9104 - g_loss: 1.9305 - d_accuracy: 0.8171Epoch 337: D Accuracy = 0.7297
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9185 - g_loss: 1.9397 - d_accuracy: 0.8140
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8854 - g_loss: 1.9580 - d_accuracy: 0.8335Epoch 338: D Accuracy = 0.9459
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8777 - g_loss: 1.9622 - d_accuracy: 0.8375
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8553 - g_loss: 1.9909 - d_accuracy: 0.8401Epoch 339: D Accuracy = 0.9324
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8513 - g_loss: 1.9887 - d_accuracy: 0.8434
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8728 - g_loss: 1.9776 - d_accuracy: 0.8279Epoch 340: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8696 - g_loss: 2.0001 - d_accuracy: 0.8273
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9080 - g_loss: 1.9481 - d_accuracy: 0.8087Epoch 341: D Accuracy = 0.8378
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9077 - g_loss: 1.9302 - d_accuracy: 0.8097
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8722 - g_loss: 1.9495 - d_accuracy: 0.8328Epoch 342: D Accuracy = 0.7838
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8743 - g_loss: 1.9499 - d_accuracy: 0.8311
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9059 - g_loss: 1.9797 - d_accuracy: 0.8134Epoch 343: D Accuracy = 0.8243
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9106 - g_loss: 1.9610 - d_accuracy: 0.8138
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8713 - g_loss: 1.9252 - d_accuracy: 0.8304Epoch 344: D Accuracy = 0.8649
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8729 - g_loss: 1.9032 - d_accuracy: 0.8316
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8477 - g_loss: 1.9879 - d_accuracy: 0.8393Epoch 345: D Accuracy = 0.8919
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8449 - g_loss: 1.9843 - d_accuracy: 0.8412
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8763 - g_loss: 2.0223 - d_accuracy: 0.8271Epoch 346: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8900 - g_loss: 2.0004 - d_accuracy: 0.8192
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8992 - g_loss: 1.9562 - d_accuracy: 0.8186Epoch 347: D Accuracy = 0.8378
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8959 - g_loss: 1.9611 - d_accuracy: 0.8193
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8880 - g_loss: 1.9925 - d_accuracy: 0.8234Epoch 348: D Accuracy = 0.8649
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8878 - g_loss: 1.9776 - d_accuracy: 0.8249
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8509 - g_loss: 1.9924 - d_accuracy: 0.8404Epoch 349: D Accuracy = 0.8514
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8529 - g_loss: 1.9773 - d_accuracy: 0.8408
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8688 - g_loss: 2.0332 - d_accuracy: 0.8316Epoch 350: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8710 - g_loss: 2.0549 - d_accuracy: 0.8294
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8715 - g_loss: 1.9777 - d_accuracy: 0.8260Epoch 351: D Accuracy = 0.8378
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8683 - g_loss: 1.9856 - d_accuracy: 0.8264
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9104 - g_loss: 1.9793 - d_accuracy: 0.8151Epoch 352: D Accuracy = 0.9054
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9038 - g_loss: 1.9767 - d_accuracy: 0.8183
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8728 - g_loss: 1.9956 - d_accuracy: 0.8316Epoch 353: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8810 - g_loss: 1.9831 - d_accuracy: 0.8285
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8492 - g_loss: 1.9843 - d_accuracy: 0.8395Epoch 354: D Accuracy = 0.9054
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8458 - g_loss: 1.9873 - d_accuracy: 0.8419
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8680 - g_loss: 2.0419 - d_accuracy: 0.8292Epoch 355: D Accuracy = 0.7568
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8725 - g_loss: 2.0692 - d_accuracy: 0.8267
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8651 - g_loss: 1.9701 - d_accuracy: 0.8326Epoch 356: D Accuracy = 0.7297
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8697 - g_loss: 1.9961 - d_accuracy: 0.8289
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8676 - g_loss: 2.0387 - d_accuracy: 0.8348Epoch 357: D Accuracy = 0.8919
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8669 - g_loss: 2.0178 - d_accuracy: 0.8369
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8546 - g_loss: 2.0357 - d_accuracy: 0.8408Epoch 358: D Accuracy = 0.8378
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8540 - g_loss: 2.0482 - d_accuracy: 0.8407
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8430 - g_loss: 1.9805 - d_accuracy: 0.8408Epoch 359: D Accuracy = 0.8784
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8406 - g_loss: 1.9641 - d_accuracy: 0.8422
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8628 - g_loss: 2.0433 - d_accuracy: 0.8354Epoch 360: D Accuracy = 0.8649
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8601 - g_loss: 2.0326 - d_accuracy: 0.8365
Epoch 361/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.8699 - g_loss: 2.0353 - d_accuracy: 0.8287Epoch 361: D Accuracy = 0.8649
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8673 - g_loss: 2.0155 - d_accuracy: 0.8317
Epoch 362/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.8415 - g_loss: 2.0732 - d_accuracy: 0.8397Epoch 362: D Accuracy = 0.8784
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8335 - g_loss: 2.0905 - d_accuracy: 0.8436
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8259 - g_loss: 2.0538 - d_accuracy: 0.8523Epoch 363: D Accuracy = 0.8919
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8233 - g_loss: 2.0457 - d_accuracy: 0.8537
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8694 - g_loss: 2.0932 - d_accuracy: 0.8302Epoch 364: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8670 - g_loss: 2.1067 - d_accuracy: 0.8295
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8851 - g_loss: 2.0107 - d_accuracy: 0.8264Epoch 365: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8845 - g_loss: 2.0302 - d_accuracy: 0.8263
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8863 - g_loss: 1.9973 - d_accuracy: 0.8246Epoch 366: D Accuracy = 0.8514
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8841 - g_loss: 1.9855 - d_accuracy: 0.8256
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8444 - g_loss: 2.0560 - d_accuracy: 0.8421Epoch 367: D Accuracy = 0.7838
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8463 - g_loss: 2.0718 - d_accuracy: 0.8400
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8359 - g_loss: 2.0412 - d_accuracy: 0.8443Epoch 368: D Accuracy = 0.9595
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8280 - g_loss: 2.0589 - d_accuracy: 0.8484
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8810 - g_loss: 2.1037 - d_accuracy: 0.8200Epoch 369: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8883 - g_loss: 2.1334 - d_accuracy: 0.8149
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8664 - g_loss: 2.0694 - d_accuracy: 0.8301Epoch 370: D Accuracy = 0.8108
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8621 - g_loss: 2.1020 - d_accuracy: 0.8294
Epoch 371/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.8570 - g_loss: 2.0203 - d_accuracy: 0.8359Epoch 371: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8805 - g_loss: 1.9683 - d_accuracy: 0.8254
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8457 - g_loss: 2.0938 - d_accuracy: 0.8423Epoch 372: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8448 - g_loss: 2.1331 - d_accuracy: 0.8407
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8236 - g_loss: 2.0891 - d_accuracy: 0.8576Epoch 373: D Accuracy = 0.8784
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8215 - g_loss: 2.1066 - d_accuracy: 0.8584
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8332 - g_loss: 2.0583 - d_accuracy: 0.8508Epoch 374: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8368 - g_loss: 2.0367 - d_accuracy: 0.8493
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8704 - g_loss: 2.0930 - d_accuracy: 0.8259Epoch 375: D Accuracy = 0.8784
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8669 - g_loss: 2.0863 - d_accuracy: 0.8278
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8532 - g_loss: 2.0697 - d_accuracy: 0.8394Epoch 376: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8596 - g_loss: 2.1167 - d_accuracy: 0.8360
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8523 - g_loss: 2.0478 - d_accuracy: 0.8427Epoch 377: D Accuracy = 0.9054
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8506 - g_loss: 2.0369 - d_accuracy: 0.8449
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8726 - g_loss: 2.0951 - d_accuracy: 0.8264Epoch 378: D Accuracy = 0.7973
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8696 - g_loss: 2.1170 - d_accuracy: 0.8254
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8397 - g_loss: 2.0609 - d_accuracy: 0.8469Epoch 379: D Accuracy = 0.7973
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8425 - g_loss: 2.0663 - d_accuracy: 0.8452
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8341 - g_loss: 2.0287 - d_accuracy: 0.8500Epoch 380: D Accuracy = 0.8919
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8315 - g_loss: 2.0160 - d_accuracy: 0.8515
Epoch 381/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.8690 - g_loss: 2.0944 - d_accuracy: 0.8300Epoch 381: D Accuracy = 0.7162
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8844 - g_loss: 2.1282 - d_accuracy: 0.8221
Epoch 382/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.8292 - g_loss: 2.0885 - d_accuracy: 0.8461Epoch 382: D Accuracy = 0.7297
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8416 - g_loss: 2.1184 - d_accuracy: 0.8387
Epoch 383/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.9207 - g_loss: 2.1240 - d_accuracy: 0.8052Epoch 383: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9088 - g_loss: 2.1706 - d_accuracy: 0.8075
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8154 - g_loss: 2.0651 - d_accuracy: 0.8577Epoch 384: D Accuracy = 0.8649
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8138 - g_loss: 2.0676 - d_accuracy: 0.8580
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7789 - g_loss: 2.0998 - d_accuracy: 0.8688Epoch 385: D Accuracy = 0.8378
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7807 - g_loss: 2.0970 - d_accuracy: 0.8677
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8670 - g_loss: 2.1458 - d_accuracy: 0.8354Epoch 386: D Accuracy = 0.8108
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8688 - g_loss: 2.1193 - d_accuracy: 0.8346
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8746 - g_loss: 2.1040 - d_accuracy: 0.8234Epoch 387: D Accuracy = 0.8378
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8770 - g_loss: 2.0803 - d_accuracy: 0.8239
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8368 - g_loss: 2.1395 - d_accuracy: 0.8523Epoch 388: D Accuracy = 0.9459
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8325 - g_loss: 2.1359 - d_accuracy: 0.8557
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8144 - g_loss: 2.0914 - d_accuracy: 0.8510Epoch 389: D Accuracy = 0.8919
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8138 - g_loss: 2.0718 - d_accuracy: 0.8525
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8543 - g_loss: 2.1243 - d_accuracy: 0.8387Epoch 390: D Accuracy = 0.9054
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8497 - g_loss: 2.1283 - d_accuracy: 0.8410
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8409 - g_loss: 2.1574 - d_accuracy: 0.8494Epoch 391: D Accuracy = 0.9054
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8395 - g_loss: 2.1393 - d_accuracy: 0.8514
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7714 - g_loss: 2.1707 - d_accuracy: 0.8729Epoch 392: D Accuracy = 0.8919
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7685 - g_loss: 2.1687 - d_accuracy: 0.8736
Epoch 393/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.8611 - g_loss: 2.1569 - d_accuracy: 0.8328Epoch 393: D Accuracy = 0.8378
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8625 - g_loss: 2.1458 - d_accuracy: 0.8295
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8395 - g_loss: 2.1078 - d_accuracy: 0.8491Epoch 394: D Accuracy = 0.9054
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8403 - g_loss: 2.0915 - d_accuracy: 0.8511
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8331 - g_loss: 2.1675 - d_accuracy: 0.8389Epoch 395: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8337 - g_loss: 2.1818 - d_accuracy: 0.8355
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9757 - g_loss: 2.1619 - d_accuracy: 0.7873Epoch 396: D Accuracy = 0.6757
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9824 - g_loss: 2.1962 - d_accuracy: 0.7833
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8284 - g_loss: 2.0880 - d_accuracy: 0.8533Epoch 397: D Accuracy = 0.9189
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8278 - g_loss: 2.0672 - d_accuracy: 0.8557
Epoch 398/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.8050 - g_loss: 2.1355 - d_accuracy: 0.8620Epoch 398: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8156 - g_loss: 2.0922 - d_accuracy: 0.8587
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8002 - g_loss: 2.1630 - d_accuracy: 0.8615Epoch 399: D Accuracy = 0.8649
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8007 - g_loss: 2.1504 - d_accuracy: 0.8616
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8362 - g_loss: 2.1514 - d_accuracy: 0.8462
Class 9 — Epoch 400 preview:
No description has been provided for this image
Epoch 400: D Accuracy = 0.9054
27/27 [==============================] - 1s 40ms/step - d_loss: 0.8345 - g_loss: 2.1327 - d_accuracy: 0.8483
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8673 - g_loss: 2.1229 - d_accuracy: 0.8265Epoch 401: D Accuracy = 0.8784
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8654 - g_loss: 2.1152 - d_accuracy: 0.8284
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8006 - g_loss: 2.1096 - d_accuracy: 0.8630Epoch 402: D Accuracy = 0.9054
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7976 - g_loss: 2.1166 - d_accuracy: 0.8645
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8130 - g_loss: 2.2015 - d_accuracy: 0.8529Epoch 403: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8122 - g_loss: 2.2159 - d_accuracy: 0.8518
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8208 - g_loss: 2.1022 - d_accuracy: 0.8539Epoch 404: D Accuracy = 0.8919
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8193 - g_loss: 2.0950 - d_accuracy: 0.8553
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8080 - g_loss: 2.1358 - d_accuracy: 0.8588Epoch 405: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8159 - g_loss: 2.1225 - d_accuracy: 0.8551
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7914 - g_loss: 2.2031 - d_accuracy: 0.8647Epoch 406: D Accuracy = 0.9730
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7881 - g_loss: 2.1931 - d_accuracy: 0.8686
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8203 - g_loss: 2.1948 - d_accuracy: 0.8530Epoch 407: D Accuracy = 0.9730
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8119 - g_loss: 2.2081 - d_accuracy: 0.8573
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8012 - g_loss: 2.1717 - d_accuracy: 0.8587Epoch 408: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8020 - g_loss: 2.1628 - d_accuracy: 0.8570
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8133 - g_loss: 2.2024 - d_accuracy: 0.8508Epoch 409: D Accuracy = 0.8378
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8124 - g_loss: 2.2056 - d_accuracy: 0.8503
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8287 - g_loss: 2.2608 - d_accuracy: 0.8403Epoch 410: D Accuracy = 0.8514
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8278 - g_loss: 2.2637 - d_accuracy: 0.8407
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8315 - g_loss: 2.1963 - d_accuracy: 0.8428Epoch 411: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8315 - g_loss: 2.1999 - d_accuracy: 0.8417
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8141 - g_loss: 2.2087 - d_accuracy: 0.8553Epoch 412: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8254 - g_loss: 2.1845 - d_accuracy: 0.8537
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8117 - g_loss: 2.1943 - d_accuracy: 0.8549Epoch 413: D Accuracy = 0.8784
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8112 - g_loss: 2.1835 - d_accuracy: 0.8557
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8074 - g_loss: 2.1628 - d_accuracy: 0.8559Epoch 414: D Accuracy = 0.8243
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8104 - g_loss: 2.1742 - d_accuracy: 0.8548
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8096 - g_loss: 2.2030 - d_accuracy: 0.8537Epoch 415: D Accuracy = 0.8378
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8102 - g_loss: 2.1963 - d_accuracy: 0.8531
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8281 - g_loss: 2.1724 - d_accuracy: 0.8438Epoch 416: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8323 - g_loss: 2.1587 - d_accuracy: 0.8417
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8006 - g_loss: 2.2110 - d_accuracy: 0.8571Epoch 417: D Accuracy = 0.8514
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8018 - g_loss: 2.2108 - d_accuracy: 0.8568
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8076 - g_loss: 2.2591 - d_accuracy: 0.8542Epoch 418: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8120 - g_loss: 2.3025 - d_accuracy: 0.8502
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7638 - g_loss: 2.2419 - d_accuracy: 0.8741Epoch 419: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7683 - g_loss: 2.2479 - d_accuracy: 0.8718
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8450 - g_loss: 2.2225 - d_accuracy: 0.8366Epoch 420: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8465 - g_loss: 2.2420 - d_accuracy: 0.8332
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8129 - g_loss: 2.2477 - d_accuracy: 0.8492Epoch 421: D Accuracy = 0.9324
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8096 - g_loss: 2.2327 - d_accuracy: 0.8522
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8328 - g_loss: 2.2062 - d_accuracy: 0.8471Epoch 422: D Accuracy = 0.8378
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8345 - g_loss: 2.1790 - d_accuracy: 0.8468
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8177 - g_loss: 2.2571 - d_accuracy: 0.8504Epoch 423: D Accuracy = 0.9459
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8128 - g_loss: 2.2538 - d_accuracy: 0.8538
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7878 - g_loss: 2.2341 - d_accuracy: 0.8620Epoch 424: D Accuracy = 0.9459
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7828 - g_loss: 2.2345 - d_accuracy: 0.8650
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8487 - g_loss: 2.2418 - d_accuracy: 0.8345Epoch 425: D Accuracy = 0.8784
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8485 - g_loss: 2.2303 - d_accuracy: 0.8360
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7976 - g_loss: 2.2689 - d_accuracy: 0.8581Epoch 426: D Accuracy = 0.8514
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7961 - g_loss: 2.2833 - d_accuracy: 0.8578
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7911 - g_loss: 2.3082 - d_accuracy: 0.8592Epoch 427: D Accuracy = 0.9324
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7891 - g_loss: 2.2910 - d_accuracy: 0.8618
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7497 - g_loss: 2.2658 - d_accuracy: 0.8822Epoch 428: D Accuracy = 0.9730
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7455 - g_loss: 2.2630 - d_accuracy: 0.8855
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8002 - g_loss: 2.2682 - d_accuracy: 0.8573Epoch 429: D Accuracy = 0.7838
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8032 - g_loss: 2.2798 - d_accuracy: 0.8547
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8200 - g_loss: 2.2716 - d_accuracy: 0.8525Epoch 430: D Accuracy = 0.9459
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8148 - g_loss: 2.2672 - d_accuracy: 0.8558
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7783 - g_loss: 2.2394 - d_accuracy: 0.8637Epoch 431: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7818 - g_loss: 2.2146 - d_accuracy: 0.8614
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8635 - g_loss: 2.2446 - d_accuracy: 0.8294Epoch 432: D Accuracy = 0.8784
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8635 - g_loss: 2.2269 - d_accuracy: 0.8312
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7890 - g_loss: 2.2877 - d_accuracy: 0.8581Epoch 433: D Accuracy = 0.9189
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7856 - g_loss: 2.2876 - d_accuracy: 0.8603
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8006 - g_loss: 2.2729 - d_accuracy: 0.8563Epoch 434: D Accuracy = 0.7838
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8013 - g_loss: 2.2977 - d_accuracy: 0.8537
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8231 - g_loss: 2.2816 - d_accuracy: 0.8536Epoch 435: D Accuracy = 0.9054
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8219 - g_loss: 2.2676 - d_accuracy: 0.8554
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8128 - g_loss: 2.2912 - d_accuracy: 0.8558Epoch 436: D Accuracy = 0.9730
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8065 - g_loss: 2.2955 - d_accuracy: 0.8600
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8217 - g_loss: 2.2664 - d_accuracy: 0.8470Epoch 437: D Accuracy = 0.8919
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8199 - g_loss: 2.2541 - d_accuracy: 0.8486
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7841 - g_loss: 2.2705 - d_accuracy: 0.8643Epoch 438: D Accuracy = 0.8919
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7843 - g_loss: 2.2552 - d_accuracy: 0.8653
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8062 - g_loss: 2.2844 - d_accuracy: 0.8551Epoch 439: D Accuracy = 0.9595
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7992 - g_loss: 2.2820 - d_accuracy: 0.8589
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7759 - g_loss: 2.3142 - d_accuracy: 0.8691Epoch 440: D Accuracy = 0.8649
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7735 - g_loss: 2.3503 - d_accuracy: 0.8690
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7934 - g_loss: 2.2242 - d_accuracy: 0.8622Epoch 441: D Accuracy = 0.8784
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7945 - g_loss: 2.2063 - d_accuracy: 0.8628
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7993 - g_loss: 2.3441 - d_accuracy: 0.8550Epoch 442: D Accuracy = 0.9054
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7955 - g_loss: 2.3414 - d_accuracy: 0.8568
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8225 - g_loss: 2.2537 - d_accuracy: 0.8475Epoch 443: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8247 - g_loss: 2.2731 - d_accuracy: 0.8448
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7931 - g_loss: 2.3142 - d_accuracy: 0.8610Epoch 444: D Accuracy = 0.9189
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7886 - g_loss: 2.3292 - d_accuracy: 0.8631
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7747 - g_loss: 2.3280 - d_accuracy: 0.8699Epoch 445: D Accuracy = 0.9054
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7747 - g_loss: 2.3098 - d_accuracy: 0.8712
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7913 - g_loss: 2.2974 - d_accuracy: 0.8606Epoch 446: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8035 - g_loss: 2.2652 - d_accuracy: 0.8573
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7902 - g_loss: 2.2990 - d_accuracy: 0.8621Epoch 447: D Accuracy = 0.9054
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7917 - g_loss: 2.2732 - d_accuracy: 0.8636
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7745 - g_loss: 2.3688 - d_accuracy: 0.8692Epoch 448: D Accuracy = 0.7703
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7768 - g_loss: 2.3793 - d_accuracy: 0.8657
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8295 - g_loss: 2.3180 - d_accuracy: 0.8450Epoch 449: D Accuracy = 0.8649
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8291 - g_loss: 2.3330 - d_accuracy: 0.8457
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7833 - g_loss: 2.3255 - d_accuracy: 0.8633Epoch 450: D Accuracy = 0.8784
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7841 - g_loss: 2.3269 - d_accuracy: 0.8638
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7753 - g_loss: 2.3314 - d_accuracy: 0.8716Epoch 451: D Accuracy = 0.8649
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7738 - g_loss: 2.3356 - d_accuracy: 0.8713
Epoch 452/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.8055 - g_loss: 2.2840 - d_accuracy: 0.8597Epoch 452: D Accuracy = 0.9459
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7891 - g_loss: 2.3080 - d_accuracy: 0.8664
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7824 - g_loss: 2.3229 - d_accuracy: 0.8655Epoch 453: D Accuracy = 0.9189
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7797 - g_loss: 2.3129 - d_accuracy: 0.8674
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8793 - g_loss: 2.3501 - d_accuracy: 0.8329Epoch 454: D Accuracy = 0.9189
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8743 - g_loss: 2.3381 - d_accuracy: 0.8360
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7759 - g_loss: 2.3137 - d_accuracy: 0.8692Epoch 455: D Accuracy = 0.9459
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7692 - g_loss: 2.3325 - d_accuracy: 0.8720
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7939 - g_loss: 2.3310 - d_accuracy: 0.8612Epoch 456: D Accuracy = 0.8378
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7909 - g_loss: 2.3444 - d_accuracy: 0.8603
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7972 - g_loss: 2.3211 - d_accuracy: 0.8603Epoch 457: D Accuracy = 0.8108
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7991 - g_loss: 2.3384 - d_accuracy: 0.8586
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8228 - g_loss: 2.3098 - d_accuracy: 0.8484Epoch 458: D Accuracy = 0.8784
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8220 - g_loss: 2.2994 - d_accuracy: 0.8494
Epoch 459/500
25/27 [==========================>...] - ETA: 0s - d_loss: 0.7744 - g_loss: 2.3375 - d_accuracy: 0.8700Epoch 459: D Accuracy = 0.8378
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7749 - g_loss: 2.3192 - d_accuracy: 0.8690
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7552 - g_loss: 2.3820 - d_accuracy: 0.8757Epoch 460: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7578 - g_loss: 2.3774 - d_accuracy: 0.8739
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7528 - g_loss: 2.3603 - d_accuracy: 0.8782Epoch 461: D Accuracy = 0.8919
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7532 - g_loss: 2.3610 - d_accuracy: 0.8787
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7864 - g_loss: 2.3831 - d_accuracy: 0.8605Epoch 462: D Accuracy = 0.9595
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7793 - g_loss: 2.3826 - d_accuracy: 0.8640
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7669 - g_loss: 2.4000 - d_accuracy: 0.8723Epoch 463: D Accuracy = 0.8378
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7664 - g_loss: 2.4217 - d_accuracy: 0.8711
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7594 - g_loss: 2.4040 - d_accuracy: 0.8706Epoch 464: D Accuracy = 0.8784
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7616 - g_loss: 2.3919 - d_accuracy: 0.8709
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7761 - g_loss: 2.3277 - d_accuracy: 0.8667Epoch 465: D Accuracy = 0.8919
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7753 - g_loss: 2.3112 - d_accuracy: 0.8676
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8194 - g_loss: 2.4098 - d_accuracy: 0.8450Epoch 466: D Accuracy = 0.8378
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8152 - g_loss: 2.4348 - d_accuracy: 0.8447
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7752 - g_loss: 2.3766 - d_accuracy: 0.8688Epoch 467: D Accuracy = 0.8514
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7797 - g_loss: 2.3431 - d_accuracy: 0.8681
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8056 - g_loss: 2.3687 - d_accuracy: 0.8527Epoch 468: D Accuracy = 0.9054
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8041 - g_loss: 2.3557 - d_accuracy: 0.8546
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7332 - g_loss: 2.3652 - d_accuracy: 0.8833Epoch 469: D Accuracy = 0.9324
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7281 - g_loss: 2.3720 - d_accuracy: 0.8851
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7681 - g_loss: 2.3494 - d_accuracy: 0.8716Epoch 470: D Accuracy = 0.9054
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7674 - g_loss: 2.3377 - d_accuracy: 0.8728
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7625 - g_loss: 2.3568 - d_accuracy: 0.8688Epoch 471: D Accuracy = 0.7973
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7649 - g_loss: 2.3521 - d_accuracy: 0.8662
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7639 - g_loss: 2.4641 - d_accuracy: 0.8701Epoch 472: D Accuracy = 0.9459
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7574 - g_loss: 2.4811 - d_accuracy: 0.8728
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7499 - g_loss: 2.4568 - d_accuracy: 0.8766Epoch 473: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7606 - g_loss: 2.5105 - d_accuracy: 0.8704
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8526 - g_loss: 2.4029 - d_accuracy: 0.8369Epoch 474: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8646 - g_loss: 2.4240 - d_accuracy: 0.8316
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7728 - g_loss: 2.3625 - d_accuracy: 0.8684Epoch 475: D Accuracy = 0.8108
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7750 - g_loss: 2.3702 - d_accuracy: 0.8664
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7376 - g_loss: 2.3857 - d_accuracy: 0.8822Epoch 476: D Accuracy = 0.8784
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7386 - g_loss: 2.3670 - d_accuracy: 0.8821
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8130 - g_loss: 2.4077 - d_accuracy: 0.8470Epoch 477: D Accuracy = 0.9595
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8071 - g_loss: 2.3953 - d_accuracy: 0.8510
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8005 - g_loss: 2.3766 - d_accuracy: 0.8592Epoch 478: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8065 - g_loss: 2.3572 - d_accuracy: 0.8574
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7293 - g_loss: 2.4064 - d_accuracy: 0.8862Epoch 479: D Accuracy = 0.9189
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7237 - g_loss: 2.4272 - d_accuracy: 0.8873
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7358 - g_loss: 2.4407 - d_accuracy: 0.8889Epoch 480: D Accuracy = 0.9189
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7382 - g_loss: 2.4077 - d_accuracy: 0.8900
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7366 - g_loss: 2.4386 - d_accuracy: 0.8850Epoch 481: D Accuracy = 0.9730
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7292 - g_loss: 2.4465 - d_accuracy: 0.8881
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9206 - g_loss: 2.4464 - d_accuracy: 0.8177Epoch 482: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9311 - g_loss: 2.3977 - d_accuracy: 0.8155
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7324 - g_loss: 2.3997 - d_accuracy: 0.8888Epoch 483: D Accuracy = 0.8919
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7298 - g_loss: 2.4168 - d_accuracy: 0.8889
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7549 - g_loss: 2.3845 - d_accuracy: 0.8770Epoch 484: D Accuracy = 0.9730
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7499 - g_loss: 2.3730 - d_accuracy: 0.8805
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7601 - g_loss: 2.4810 - d_accuracy: 0.8682Epoch 485: D Accuracy = 0.8514
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7620 - g_loss: 2.4640 - d_accuracy: 0.8676
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7968 - g_loss: 2.4019 - d_accuracy: 0.8590Epoch 486: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7986 - g_loss: 2.3864 - d_accuracy: 0.8573
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7267 - g_loss: 2.4617 - d_accuracy: 0.8878Epoch 487: D Accuracy = 0.8108
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7292 - g_loss: 2.4949 - d_accuracy: 0.8851
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7596 - g_loss: 2.4394 - d_accuracy: 0.8747Epoch 488: D Accuracy = 0.7297
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7701 - g_loss: 2.4757 - d_accuracy: 0.8695
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8058 - g_loss: 2.4229 - d_accuracy: 0.8552Epoch 489: D Accuracy = 0.7162
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8155 - g_loss: 2.4513 - d_accuracy: 0.8503
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8138 - g_loss: 2.4026 - d_accuracy: 0.8491Epoch 490: D Accuracy = 0.9054
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8142 - g_loss: 2.3900 - d_accuracy: 0.8511
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7763 - g_loss: 2.3785 - d_accuracy: 0.8649Epoch 491: D Accuracy = 0.8784
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7741 - g_loss: 2.3866 - d_accuracy: 0.8653
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7745 - g_loss: 2.4834 - d_accuracy: 0.8672Epoch 492: D Accuracy = 0.8243
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7769 - g_loss: 2.5007 - d_accuracy: 0.8657
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8080 - g_loss: 2.4560 - d_accuracy: 0.8519Epoch 493: D Accuracy = 0.9595
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8006 - g_loss: 2.4630 - d_accuracy: 0.8558
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7525 - g_loss: 2.4322 - d_accuracy: 0.8759Epoch 494: D Accuracy = 0.7973
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7583 - g_loss: 2.4477 - d_accuracy: 0.8731
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7693 - g_loss: 2.4547 - d_accuracy: 0.8733Epoch 495: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7908 - g_loss: 2.4872 - d_accuracy: 0.8658
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8468 - g_loss: 2.4076 - d_accuracy: 0.8434Epoch 496: D Accuracy = 0.9189
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8423 - g_loss: 2.3978 - d_accuracy: 0.8461
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7168 - g_loss: 2.4636 - d_accuracy: 0.8859Epoch 497: D Accuracy = 0.8378
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7188 - g_loss: 2.4880 - d_accuracy: 0.8842
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7746 - g_loss: 2.4047 - d_accuracy: 0.8643Epoch 498: D Accuracy = 0.8919
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7742 - g_loss: 2.3843 - d_accuracy: 0.8653
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7973 - g_loss: 2.4327 - d_accuracy: 0.8539Epoch 499: D Accuracy = 0.8784
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7916 - g_loss: 2.4540 - d_accuracy: 0.8547
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7743 - g_loss: 2.4808 - d_accuracy: 0.8583
Class 9 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.7432
27/27 [==============================] - 1s 40ms/step - d_loss: 0.7774 - g_loss: 2.5381 - d_accuracy: 0.8541
Training DCGAN for class 10...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.0177 - g_loss: 1.6162 - d_accuracy: 0.7969WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0161s vs `on_train_batch_end` time: 0.0175s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 0.6276 - g_loss: 2.6708 - d_accuracy: 0.9293
Epoch 1: Generator loss improved from inf to 3.1099. Saving weights.
Epoch 1: D Accuracy = 0.9812
27/27 [==============================] - 2s 42ms/step - d_loss: 0.6223 - g_loss: 2.6865 - d_accuracy: 0.9311
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5075 - g_loss: 3.5693 - d_accuracy: 0.9627Epoch 2: D Accuracy = 0.9688
27/27 [==============================] - 1s 34ms/step - d_loss: 0.5050 - g_loss: 3.5705 - d_accuracy: 0.9629
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4133 - g_loss: 4.3512 - d_accuracy: 0.9878
Epoch 3: Generator loss improved from 3.1099 to 3.0973. Saving weights.
Epoch 3: D Accuracy = 0.9937
27/27 [==============================] - 1s 35ms/step - d_loss: 0.4149 - g_loss: 4.3064 - d_accuracy: 0.9880
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8891 - g_loss: 2.5275 - d_accuracy: 0.8783
Epoch 4: Generator loss improved from 3.0973 to 2.4289. Saving weights.
Epoch 4: D Accuracy = 0.9875
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8769 - g_loss: 2.5240 - d_accuracy: 0.8822
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4668 - g_loss: 3.8099 - d_accuracy: 0.9748Epoch 5: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.4645 - g_loss: 3.8310 - d_accuracy: 0.9757
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4093 - g_loss: 4.5434 - d_accuracy: 0.9890Epoch 6: D Accuracy = 0.9812
27/27 [==============================] - 1s 34ms/step - d_loss: 0.4095 - g_loss: 4.5520 - d_accuracy: 0.9888
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7328 - g_loss: 3.8598 - d_accuracy: 0.9102
Epoch 7: Generator loss improved from 2.4289 to 1.7048. Saving weights.
Epoch 7: D Accuracy = 0.7563
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7448 - g_loss: 3.7829 - d_accuracy: 0.9047
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1608 - g_loss: 1.1935 - d_accuracy: 0.7359
Epoch 8: Generator loss improved from 1.7048 to 1.1295. Saving weights.
Epoch 8: D Accuracy = 0.6938
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1622 - g_loss: 1.1912 - d_accuracy: 0.7344
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2066 - g_loss: 1.1220 - d_accuracy: 0.6839
Epoch 9: Generator loss improved from 1.1295 to 0.8922. Saving weights.
Epoch 9: D Accuracy = 0.7125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2058 - g_loss: 1.1138 - d_accuracy: 0.6850
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1975 - g_loss: 1.0990 - d_accuracy: 0.6898Epoch 10: D Accuracy = 0.6562
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1976 - g_loss: 1.0997 - d_accuracy: 0.6886
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2356 - g_loss: 1.0461 - d_accuracy: 0.6592Epoch 11: D Accuracy = 0.6625
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2333 - g_loss: 1.0516 - d_accuracy: 0.6593
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2432 - g_loss: 1.0575 - d_accuracy: 0.6604Epoch 12: D Accuracy = 0.6313
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2431 - g_loss: 1.0538 - d_accuracy: 0.6593
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2193 - g_loss: 1.0881 - d_accuracy: 0.6708Epoch 13: D Accuracy = 0.5875
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2224 - g_loss: 1.1076 - d_accuracy: 0.6678
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1910 - g_loss: 1.0611 - d_accuracy: 0.6931Epoch 14: D Accuracy = 0.6938
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1924 - g_loss: 1.0651 - d_accuracy: 0.6931
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2072 - g_loss: 1.1243 - d_accuracy: 0.6777Epoch 15: D Accuracy = 0.6187
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2077 - g_loss: 1.1281 - d_accuracy: 0.6756
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1876 - g_loss: 1.0821 - d_accuracy: 0.6909Epoch 16: D Accuracy = 0.7250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1876 - g_loss: 1.0760 - d_accuracy: 0.6921
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2112 - g_loss: 1.1193 - d_accuracy: 0.6767Epoch 17: D Accuracy = 0.7437
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2092 - g_loss: 1.1139 - d_accuracy: 0.6791
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2169 - g_loss: 1.1170 - d_accuracy: 0.6635Epoch 18: D Accuracy = 0.6375
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2183 - g_loss: 1.1331 - d_accuracy: 0.6626
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2246 - g_loss: 1.0962 - d_accuracy: 0.6650Epoch 19: D Accuracy = 0.6313
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2237 - g_loss: 1.1034 - d_accuracy: 0.6638
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2150 - g_loss: 1.0791 - d_accuracy: 0.6707Epoch 20: D Accuracy = 0.7375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2114 - g_loss: 1.0838 - d_accuracy: 0.6731
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2429 - g_loss: 1.0822 - d_accuracy: 0.6615Epoch 21: D Accuracy = 0.6562
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2452 - g_loss: 1.0798 - d_accuracy: 0.6613
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2123 - g_loss: 1.0767 - d_accuracy: 0.6751Epoch 22: D Accuracy = 0.7000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2105 - g_loss: 1.0790 - d_accuracy: 0.6760
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2355 - g_loss: 1.0795 - d_accuracy: 0.6658Epoch 23: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2340 - g_loss: 1.0767 - d_accuracy: 0.6670
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2313 - g_loss: 1.0989 - d_accuracy: 0.6602
Epoch 24: Generator loss improved from 0.8922 to 0.8774. Saving weights.
Epoch 24: D Accuracy = 0.6375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2347 - g_loss: 1.0910 - d_accuracy: 0.6594
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2275 - g_loss: 1.0744 - d_accuracy: 0.6710Epoch 25: D Accuracy = 0.6875
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2255 - g_loss: 1.0727 - d_accuracy: 0.6716
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2514 - g_loss: 1.1070 - d_accuracy: 0.6523Epoch 26: D Accuracy = 0.5687
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2533 - g_loss: 1.1190 - d_accuracy: 0.6493
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2097 - g_loss: 1.0720 - d_accuracy: 0.6771Epoch 27: D Accuracy = 0.7375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2067 - g_loss: 1.0718 - d_accuracy: 0.6792
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2270 - g_loss: 1.0997 - d_accuracy: 0.6651Epoch 28: D Accuracy = 0.6875
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2261 - g_loss: 1.0930 - d_accuracy: 0.6659
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2216 - g_loss: 1.0910 - d_accuracy: 0.6730Epoch 29: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2221 - g_loss: 1.0982 - d_accuracy: 0.6713
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2247 - g_loss: 1.1023 - d_accuracy: 0.6771Epoch 30: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2222 - g_loss: 1.1007 - d_accuracy: 0.6797
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2024 - g_loss: 1.1129 - d_accuracy: 0.6887Epoch 31: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2037 - g_loss: 1.1126 - d_accuracy: 0.6864
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2184 - g_loss: 1.1098 - d_accuracy: 0.6761Epoch 32: D Accuracy = 0.7125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2169 - g_loss: 1.1078 - d_accuracy: 0.6774
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2428 - g_loss: 1.1102 - d_accuracy: 0.6650Epoch 33: D Accuracy = 0.7125
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2417 - g_loss: 1.1060 - d_accuracy: 0.6667
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2219 - g_loss: 1.1010 - d_accuracy: 0.6697Epoch 34: D Accuracy = 0.7000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2214 - g_loss: 1.1001 - d_accuracy: 0.6708
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2065 - g_loss: 1.1093 - d_accuracy: 0.6845Epoch 35: D Accuracy = 0.6875
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2067 - g_loss: 1.1097 - d_accuracy: 0.6846
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2194 - g_loss: 1.1086 - d_accuracy: 0.6769
Epoch 36: Generator loss improved from 0.8774 to 0.8360. Saving weights.
Epoch 36: D Accuracy = 0.6875
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2226 - g_loss: 1.0989 - d_accuracy: 0.6773
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2127 - g_loss: 1.1365 - d_accuracy: 0.6747Epoch 37: D Accuracy = 0.6625
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2091 - g_loss: 1.1492 - d_accuracy: 0.6743
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2083 - g_loss: 1.1156 - d_accuracy: 0.6800Epoch 38: D Accuracy = 0.6812
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2071 - g_loss: 1.1193 - d_accuracy: 0.6801
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2316 - g_loss: 1.1037 - d_accuracy: 0.6718Epoch 39: D Accuracy = 0.6812
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2304 - g_loss: 1.1023 - d_accuracy: 0.6721
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2254 - g_loss: 1.1150 - d_accuracy: 0.6661Epoch 40: D Accuracy = 0.7437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2223 - g_loss: 1.1128 - d_accuracy: 0.6689
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2220 - g_loss: 1.1009 - d_accuracy: 0.6745Epoch 41: D Accuracy = 0.6375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2237 - g_loss: 1.0979 - d_accuracy: 0.6732
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2244 - g_loss: 1.1487 - d_accuracy: 0.6732Epoch 42: D Accuracy = 0.7625
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2206 - g_loss: 1.1424 - d_accuracy: 0.6764
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2174 - g_loss: 1.1000 - d_accuracy: 0.6750Epoch 43: D Accuracy = 0.6625
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2162 - g_loss: 1.0921 - d_accuracy: 0.6746
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2138 - g_loss: 1.1120 - d_accuracy: 0.6753Epoch 44: D Accuracy = 0.6562
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2140 - g_loss: 1.1160 - d_accuracy: 0.6747
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2190 - g_loss: 1.1317 - d_accuracy: 0.6818Epoch 45: D Accuracy = 0.6500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2202 - g_loss: 1.1286 - d_accuracy: 0.6806
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2074 - g_loss: 1.1018 - d_accuracy: 0.6840Epoch 46: D Accuracy = 0.6438
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2085 - g_loss: 1.0964 - d_accuracy: 0.6826
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2424 - g_loss: 1.1341 - d_accuracy: 0.6642Epoch 47: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2383 - g_loss: 1.1295 - d_accuracy: 0.6673
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2077 - g_loss: 1.1236 - d_accuracy: 0.6832Epoch 48: D Accuracy = 0.7563
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2043 - g_loss: 1.1204 - d_accuracy: 0.6859
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2213 - g_loss: 1.1143 - d_accuracy: 0.6709Epoch 49: D Accuracy = 0.7125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2204 - g_loss: 1.1052 - d_accuracy: 0.6724
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2200 - g_loss: 1.1205 - d_accuracy: 0.6777Epoch 50: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2184 - g_loss: 1.1252 - d_accuracy: 0.6785
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2142 - g_loss: 1.1091 - d_accuracy: 0.6800Epoch 51: D Accuracy = 0.6375
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2143 - g_loss: 1.1135 - d_accuracy: 0.6785
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2288 - g_loss: 1.1101 - d_accuracy: 0.6711Epoch 52: D Accuracy = 0.6125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2314 - g_loss: 1.1035 - d_accuracy: 0.6690
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2392 - g_loss: 1.1101 - d_accuracy: 0.6637Epoch 53: D Accuracy = 0.6438
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2412 - g_loss: 1.1148 - d_accuracy: 0.6630
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2178 - g_loss: 1.0860 - d_accuracy: 0.6805Epoch 54: D Accuracy = 0.7750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2165 - g_loss: 1.0780 - d_accuracy: 0.6838
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2273 - g_loss: 1.1195 - d_accuracy: 0.6654Epoch 55: D Accuracy = 0.5625
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2351 - g_loss: 1.1412 - d_accuracy: 0.6617
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2261 - g_loss: 1.0718 - d_accuracy: 0.6661Epoch 56: D Accuracy = 0.7437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2236 - g_loss: 1.0724 - d_accuracy: 0.6689
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2270 - g_loss: 1.1001 - d_accuracy: 0.6666Epoch 57: D Accuracy = 0.7688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2228 - g_loss: 1.0981 - d_accuracy: 0.6703
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2412 - g_loss: 1.0951 - d_accuracy: 0.6560Epoch 58: D Accuracy = 0.5625
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2473 - g_loss: 1.1002 - d_accuracy: 0.6526
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2402 - g_loss: 1.0769 - d_accuracy: 0.6565
Epoch 59: Generator loss improved from 0.8360 to 0.7886. Saving weights.
Epoch 59: D Accuracy = 0.6500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2435 - g_loss: 1.0666 - d_accuracy: 0.6562
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2417 - g_loss: 1.0957 - d_accuracy: 0.6615Epoch 60: D Accuracy = 0.6562
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2445 - g_loss: 1.0892 - d_accuracy: 0.6613
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2303 - g_loss: 1.0897 - d_accuracy: 0.6611Epoch 61: D Accuracy = 0.6688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2304 - g_loss: 1.0794 - d_accuracy: 0.6613
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2226 - g_loss: 1.1160 - d_accuracy: 0.6625Epoch 62: D Accuracy = 0.6062
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2249 - g_loss: 1.1287 - d_accuracy: 0.6605
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2155 - g_loss: 1.0982 - d_accuracy: 0.6788Epoch 63: D Accuracy = 0.6125
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2210 - g_loss: 1.1015 - d_accuracy: 0.6764
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2667 - g_loss: 1.0773 - d_accuracy: 0.6476Epoch 64: D Accuracy = 0.6062
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2687 - g_loss: 1.0699 - d_accuracy: 0.6461
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2186 - g_loss: 1.0834 - d_accuracy: 0.6758Epoch 65: D Accuracy = 0.6438
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2199 - g_loss: 1.0946 - d_accuracy: 0.6746
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2489 - g_loss: 1.0650 - d_accuracy: 0.6515
Epoch 66: Generator loss improved from 0.7886 to 0.7320. Saving weights.
Epoch 66: D Accuracy = 0.6062
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2503 - g_loss: 1.0531 - d_accuracy: 0.6499
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2243 - g_loss: 1.0786 - d_accuracy: 0.6629Epoch 67: D Accuracy = 0.5812
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2282 - g_loss: 1.0781 - d_accuracy: 0.6600
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2527 - g_loss: 1.0728 - d_accuracy: 0.6506Epoch 68: D Accuracy = 0.6562
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2543 - g_loss: 1.0667 - d_accuracy: 0.6508
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2770 - g_loss: 1.0828 - d_accuracy: 0.6491Epoch 69: D Accuracy = 0.6750
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2752 - g_loss: 1.0759 - d_accuracy: 0.6501
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 1.0725 - d_accuracy: 0.6514Epoch 70: D Accuracy = 0.6812
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2547 - g_loss: 1.0628 - d_accuracy: 0.6525
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2498 - g_loss: 1.0373 - d_accuracy: 0.6467Epoch 71: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2512 - g_loss: 1.0380 - d_accuracy: 0.6442
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2544 - g_loss: 1.0634 - d_accuracy: 0.6467Epoch 72: D Accuracy = 0.5750
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2588 - g_loss: 1.0579 - d_accuracy: 0.6442
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2512 - g_loss: 1.0671 - d_accuracy: 0.6547Epoch 73: D Accuracy = 0.6938
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2493 - g_loss: 1.0661 - d_accuracy: 0.6561
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2411 - g_loss: 1.0514 - d_accuracy: 0.6544Epoch 74: D Accuracy = 0.6375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2419 - g_loss: 1.0441 - d_accuracy: 0.6538
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2393 - g_loss: 1.0683 - d_accuracy: 0.6583
Epoch 75: Generator loss improved from 0.7320 to 0.6654. Saving weights.
Epoch 75: D Accuracy = 0.5875
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2429 - g_loss: 1.0539 - d_accuracy: 0.6558
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2493 - g_loss: 1.0880 - d_accuracy: 0.6486Epoch 76: D Accuracy = 0.5875
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2500 - g_loss: 1.0958 - d_accuracy: 0.6465
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2699 - g_loss: 1.0476 - d_accuracy: 0.6505Epoch 77: D Accuracy = 0.6375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2692 - g_loss: 1.0531 - d_accuracy: 0.6500
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2613 - g_loss: 1.0390 - d_accuracy: 0.6442Epoch 78: D Accuracy = 0.7375
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2568 - g_loss: 1.0404 - d_accuracy: 0.6475
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2397 - g_loss: 1.0324 - d_accuracy: 0.6563Epoch 79: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2425 - g_loss: 1.0226 - d_accuracy: 0.6543
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2389 - g_loss: 1.0581 - d_accuracy: 0.6537Epoch 80: D Accuracy = 0.5562
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2431 - g_loss: 1.0576 - d_accuracy: 0.6502
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2447 - g_loss: 1.0557 - d_accuracy: 0.6540Epoch 81: D Accuracy = 0.6187
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2455 - g_loss: 1.0571 - d_accuracy: 0.6527
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2672 - g_loss: 1.0368 - d_accuracy: 0.6451Epoch 82: D Accuracy = 0.5500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2707 - g_loss: 1.0326 - d_accuracy: 0.6417
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2472 - g_loss: 1.0409 - d_accuracy: 0.6514Epoch 83: D Accuracy = 0.6313
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2485 - g_loss: 1.0298 - d_accuracy: 0.6507
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2632 - g_loss: 1.0557 - d_accuracy: 0.6465Epoch 84: D Accuracy = 0.5875
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2639 - g_loss: 1.0711 - d_accuracy: 0.6444
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 1.0129 - d_accuracy: 0.6413Epoch 85: D Accuracy = 0.6437
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2608 - g_loss: 1.0095 - d_accuracy: 0.6414
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2532 - g_loss: 1.0583 - d_accuracy: 0.6477Epoch 86: D Accuracy = 0.6625
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2517 - g_loss: 1.0551 - d_accuracy: 0.6482
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2415 - g_loss: 1.0439 - d_accuracy: 0.6565Epoch 87: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2409 - g_loss: 1.0499 - d_accuracy: 0.6554
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2575 - g_loss: 1.0484 - d_accuracy: 0.6420Epoch 88: D Accuracy = 0.5562
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2600 - g_loss: 1.0556 - d_accuracy: 0.6389
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2526 - g_loss: 1.0578 - d_accuracy: 0.6482Epoch 89: D Accuracy = 0.7250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2485 - g_loss: 1.0652 - d_accuracy: 0.6510
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2685 - g_loss: 1.0523 - d_accuracy: 0.6479Epoch 90: D Accuracy = 0.6812
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2677 - g_loss: 1.0435 - d_accuracy: 0.6491
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2579 - g_loss: 1.0453 - d_accuracy: 0.6479Epoch 91: D Accuracy = 0.6562
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2580 - g_loss: 1.0488 - d_accuracy: 0.6482
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2387 - g_loss: 1.0407 - d_accuracy: 0.6629Epoch 92: D Accuracy = 0.7063
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2376 - g_loss: 1.0436 - d_accuracy: 0.6644
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2412 - g_loss: 1.0507 - d_accuracy: 0.6552Epoch 93: D Accuracy = 0.6313
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2436 - g_loss: 1.0522 - d_accuracy: 0.6543
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2550 - g_loss: 1.0680 - d_accuracy: 0.6505Epoch 94: D Accuracy = 0.6375
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2553 - g_loss: 1.0603 - d_accuracy: 0.6500
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2529 - g_loss: 1.0541 - d_accuracy: 0.6533Epoch 95: D Accuracy = 0.7125
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2499 - g_loss: 1.0516 - d_accuracy: 0.6554
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2348 - g_loss: 1.0596 - d_accuracy: 0.6576Epoch 96: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2353 - g_loss: 1.0635 - d_accuracy: 0.6564
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2303 - g_loss: 1.0614 - d_accuracy: 0.6717Epoch 97: D Accuracy = 0.7063
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2293 - g_loss: 1.0569 - d_accuracy: 0.6729
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2622 - g_loss: 1.0772 - d_accuracy: 0.6452Epoch 98: D Accuracy = 0.7375
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2569 - g_loss: 1.0793 - d_accuracy: 0.6485
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2532 - g_loss: 1.0352 - d_accuracy: 0.6439Epoch 99: D Accuracy = 0.6625
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2541 - g_loss: 1.0270 - d_accuracy: 0.6446
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2542 - g_loss: 1.0670 - d_accuracy: 0.6436
Class 10 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.6812
27/27 [==============================] - 1s 45ms/step - d_loss: 1.2513 - g_loss: 1.0729 - d_accuracy: 0.6449
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2385 - g_loss: 1.0425 - d_accuracy: 0.6541Epoch 101: D Accuracy = 0.6812
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2389 - g_loss: 1.0355 - d_accuracy: 0.6551
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2311 - g_loss: 1.0707 - d_accuracy: 0.6643Epoch 102: D Accuracy = 0.6750
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2297 - g_loss: 1.0775 - d_accuracy: 0.6647
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2869 - g_loss: 1.0698 - d_accuracy: 0.6319Epoch 103: D Accuracy = 0.6313
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2880 - g_loss: 1.0622 - d_accuracy: 0.6319
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2259 - g_loss: 1.0591 - d_accuracy: 0.6694Epoch 104: D Accuracy = 0.6687
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2282 - g_loss: 1.0479 - d_accuracy: 0.6694
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2374 - g_loss: 1.0827 - d_accuracy: 0.6620Epoch 105: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2400 - g_loss: 1.0816 - d_accuracy: 0.6615
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2472 - g_loss: 1.0551 - d_accuracy: 0.6523
Epoch 106: Generator loss improved from 0.6654 to 0.6386. Saving weights.
Epoch 106: D Accuracy = 0.6125
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2521 - g_loss: 1.0403 - d_accuracy: 0.6509
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2105 - g_loss: 1.0847 - d_accuracy: 0.6769Epoch 107: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2142 - g_loss: 1.0835 - d_accuracy: 0.6741
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2355 - g_loss: 1.0808 - d_accuracy: 0.6626Epoch 108: D Accuracy = 0.6625
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2337 - g_loss: 1.0803 - d_accuracy: 0.6626
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2228 - g_loss: 1.0880 - d_accuracy: 0.6723Epoch 109: D Accuracy = 0.6688
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2228 - g_loss: 1.0892 - d_accuracy: 0.6722
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2294 - g_loss: 1.0866 - d_accuracy: 0.6704Epoch 110: D Accuracy = 0.6625
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2288 - g_loss: 1.0852 - d_accuracy: 0.6701
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2142 - g_loss: 1.0975 - d_accuracy: 0.6731Epoch 111: D Accuracy = 0.6438
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2133 - g_loss: 1.1111 - d_accuracy: 0.6721
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2110 - g_loss: 1.1073 - d_accuracy: 0.6769Epoch 112: D Accuracy = 0.5500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2127 - g_loss: 1.1227 - d_accuracy: 0.6724
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2200 - g_loss: 1.0839 - d_accuracy: 0.6749Epoch 113: D Accuracy = 0.7250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2186 - g_loss: 1.0738 - d_accuracy: 0.6766
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1980 - g_loss: 1.1035 - d_accuracy: 0.6859Epoch 114: D Accuracy = 0.6313
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1982 - g_loss: 1.1151 - d_accuracy: 0.6839
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2266 - g_loss: 1.0947 - d_accuracy: 0.6735Epoch 115: D Accuracy = 0.6687
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2268 - g_loss: 1.0861 - d_accuracy: 0.6733
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2155 - g_loss: 1.1361 - d_accuracy: 0.6695Epoch 116: D Accuracy = 0.6438
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2158 - g_loss: 1.1419 - d_accuracy: 0.6686
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2100 - g_loss: 1.1442 - d_accuracy: 0.6710Epoch 117: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2101 - g_loss: 1.1505 - d_accuracy: 0.6694
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1991 - g_loss: 1.1134 - d_accuracy: 0.6915Epoch 118: D Accuracy = 0.8313
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1936 - g_loss: 1.1123 - d_accuracy: 0.6965
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1863 - g_loss: 1.1200 - d_accuracy: 0.6918Epoch 119: D Accuracy = 0.7188
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1859 - g_loss: 1.1241 - d_accuracy: 0.6928
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2057 - g_loss: 1.0923 - d_accuracy: 0.6803Epoch 120: D Accuracy = 0.6500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2062 - g_loss: 1.0949 - d_accuracy: 0.6792
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2157 - g_loss: 1.1317 - d_accuracy: 0.6636Epoch 121: D Accuracy = 0.6875
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2156 - g_loss: 1.1202 - d_accuracy: 0.6645
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1817 - g_loss: 1.1293 - d_accuracy: 0.6959Epoch 122: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1802 - g_loss: 1.1319 - d_accuracy: 0.6961
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1502 - g_loss: 1.1442 - d_accuracy: 0.7148Epoch 123: D Accuracy = 0.7250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1529 - g_loss: 1.1295 - d_accuracy: 0.7152
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1980 - g_loss: 1.1638 - d_accuracy: 0.6890Epoch 124: D Accuracy = 0.7250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1963 - g_loss: 1.1573 - d_accuracy: 0.6903
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1820 - g_loss: 1.1599 - d_accuracy: 0.6919Epoch 125: D Accuracy = 0.7563
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1801 - g_loss: 1.1580 - d_accuracy: 0.6942
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1922 - g_loss: 1.1346 - d_accuracy: 0.6886Epoch 126: D Accuracy = 0.6938
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1952 - g_loss: 1.1197 - d_accuracy: 0.6888
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1830 - g_loss: 1.1728 - d_accuracy: 0.6977Epoch 127: D Accuracy = 0.7125
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1819 - g_loss: 1.1675 - d_accuracy: 0.6982
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1984 - g_loss: 1.1621 - d_accuracy: 0.6821Epoch 128: D Accuracy = 0.7125
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1991 - g_loss: 1.1500 - d_accuracy: 0.6831
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1775 - g_loss: 1.1813 - d_accuracy: 0.6899Epoch 129: D Accuracy = 0.6438
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1758 - g_loss: 1.1893 - d_accuracy: 0.6883
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1534 - g_loss: 1.1671 - d_accuracy: 0.7073Epoch 130: D Accuracy = 0.6375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1554 - g_loss: 1.1755 - d_accuracy: 0.7049
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1817 - g_loss: 1.1508 - d_accuracy: 0.7039Epoch 131: D Accuracy = 0.8188
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1757 - g_loss: 1.1530 - d_accuracy: 0.7080
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1798 - g_loss: 1.1743 - d_accuracy: 0.6979Epoch 132: D Accuracy = 0.6625
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1834 - g_loss: 1.1607 - d_accuracy: 0.6966
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1565 - g_loss: 1.2336 - d_accuracy: 0.7030Epoch 133: D Accuracy = 0.6875
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1559 - g_loss: 1.2293 - d_accuracy: 0.7024
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1435 - g_loss: 1.1719 - d_accuracy: 0.7191Epoch 134: D Accuracy = 0.6187
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1461 - g_loss: 1.1831 - d_accuracy: 0.7155
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1662 - g_loss: 1.1821 - d_accuracy: 0.6998Epoch 135: D Accuracy = 0.6875
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1672 - g_loss: 1.1695 - d_accuracy: 0.6994
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1414 - g_loss: 1.1923 - d_accuracy: 0.7218Epoch 136: D Accuracy = 0.7937
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1386 - g_loss: 1.1905 - d_accuracy: 0.7244
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1495 - g_loss: 1.2214 - d_accuracy: 0.7043Epoch 137: D Accuracy = 0.6750
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1529 - g_loss: 1.2057 - d_accuracy: 0.7032
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1618 - g_loss: 1.2170 - d_accuracy: 0.7045Epoch 138: D Accuracy = 0.6812
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1601 - g_loss: 1.2189 - d_accuracy: 0.7037
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1491 - g_loss: 1.2393 - d_accuracy: 0.7058Epoch 139: D Accuracy = 0.7125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1478 - g_loss: 1.2440 - d_accuracy: 0.7060
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1401 - g_loss: 1.2317 - d_accuracy: 0.7221Epoch 140: D Accuracy = 0.7000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1371 - g_loss: 1.2515 - d_accuracy: 0.7213
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1430 - g_loss: 1.1895 - d_accuracy: 0.7149Epoch 141: D Accuracy = 0.8062
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1398 - g_loss: 1.1860 - d_accuracy: 0.7182
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1398 - g_loss: 1.2544 - d_accuracy: 0.7120Epoch 142: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1461 - g_loss: 1.2811 - d_accuracy: 0.7069
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1235 - g_loss: 1.2155 - d_accuracy: 0.7269Epoch 143: D Accuracy = 0.8062
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1202 - g_loss: 1.2164 - d_accuracy: 0.7297
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1439 - g_loss: 1.2320 - d_accuracy: 0.7131Epoch 144: D Accuracy = 0.7625
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1440 - g_loss: 1.2246 - d_accuracy: 0.7149
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1520 - g_loss: 1.2893 - d_accuracy: 0.7019Epoch 145: D Accuracy = 0.6500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1498 - g_loss: 1.3176 - d_accuracy: 0.7000
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1178 - g_loss: 1.2416 - d_accuracy: 0.7326Epoch 146: D Accuracy = 0.7063
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1172 - g_loss: 1.2538 - d_accuracy: 0.7317
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0919 - g_loss: 1.2567 - d_accuracy: 0.7392Epoch 147: D Accuracy = 0.6812
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0936 - g_loss: 1.2590 - d_accuracy: 0.7371
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1370 - g_loss: 1.2798 - d_accuracy: 0.7237Epoch 148: D Accuracy = 0.6062
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1415 - g_loss: 1.2922 - d_accuracy: 0.7195
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1349 - g_loss: 1.2580 - d_accuracy: 0.7234Epoch 149: D Accuracy = 0.5750
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1423 - g_loss: 1.2819 - d_accuracy: 0.7181
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0967 - g_loss: 1.2724 - d_accuracy: 0.7365Epoch 150: D Accuracy = 0.6750
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0973 - g_loss: 1.2869 - d_accuracy: 0.7343
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1189 - g_loss: 1.2568 - d_accuracy: 0.7278Epoch 151: D Accuracy = 0.7375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1191 - g_loss: 1.2489 - d_accuracy: 0.7282
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1045 - g_loss: 1.2826 - d_accuracy: 0.7395Epoch 152: D Accuracy = 0.7937
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1009 - g_loss: 1.2860 - d_accuracy: 0.7414
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1078 - g_loss: 1.2938 - d_accuracy: 0.7333Epoch 153: D Accuracy = 0.7250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1095 - g_loss: 1.2880 - d_accuracy: 0.7330
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1023 - g_loss: 1.2936 - d_accuracy: 0.7330Epoch 154: D Accuracy = 0.6438
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1035 - g_loss: 1.3061 - d_accuracy: 0.7299
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0873 - g_loss: 1.2921 - d_accuracy: 0.7445Epoch 155: D Accuracy = 0.5813
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0926 - g_loss: 1.3147 - d_accuracy: 0.7386
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0966 - g_loss: 1.2791 - d_accuracy: 0.7406Epoch 156: D Accuracy = 0.7687
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0950 - g_loss: 1.2786 - d_accuracy: 0.7416
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0922 - g_loss: 1.3094 - d_accuracy: 0.7441Epoch 157: D Accuracy = 0.7750
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0892 - g_loss: 1.3140 - d_accuracy: 0.7452
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1130 - g_loss: 1.3283 - d_accuracy: 0.7225Epoch 158: D Accuracy = 0.5813
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1161 - g_loss: 1.3550 - d_accuracy: 0.7174
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0900 - g_loss: 1.2901 - d_accuracy: 0.7409Epoch 159: D Accuracy = 0.7812
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0875 - g_loss: 1.2872 - d_accuracy: 0.7423
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1089 - g_loss: 1.3338 - d_accuracy: 0.7357Epoch 160: D Accuracy = 0.6187
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1120 - g_loss: 1.3478 - d_accuracy: 0.7316
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0864 - g_loss: 1.3028 - d_accuracy: 0.7424Epoch 161: D Accuracy = 0.6750
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0859 - g_loss: 1.3186 - d_accuracy: 0.7400
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1096 - g_loss: 1.3132 - d_accuracy: 0.7314Epoch 162: D Accuracy = 0.6000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1187 - g_loss: 1.3400 - d_accuracy: 0.7267
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0831 - g_loss: 1.3073 - d_accuracy: 0.7506Epoch 163: D Accuracy = 0.7625
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0833 - g_loss: 1.3016 - d_accuracy: 0.7510
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0843 - g_loss: 1.3327 - d_accuracy: 0.7428Epoch 164: D Accuracy = 0.7312
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0796 - g_loss: 1.3486 - d_accuracy: 0.7424
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0971 - g_loss: 1.3457 - d_accuracy: 0.7394Epoch 165: D Accuracy = 0.7250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0955 - g_loss: 1.3557 - d_accuracy: 0.7389
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0590 - g_loss: 1.3161 - d_accuracy: 0.7606Epoch 166: D Accuracy = 0.7812
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0615 - g_loss: 1.3004 - d_accuracy: 0.7613
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0801 - g_loss: 1.3601 - d_accuracy: 0.7525Epoch 167: D Accuracy = 0.8062
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0777 - g_loss: 1.3608 - d_accuracy: 0.7544
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0885 - g_loss: 1.3398 - d_accuracy: 0.7433Epoch 168: D Accuracy = 0.8000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0873 - g_loss: 1.3294 - d_accuracy: 0.7453
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0636 - g_loss: 1.3518 - d_accuracy: 0.7527Epoch 169: D Accuracy = 0.6875
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0664 - g_loss: 1.3471 - d_accuracy: 0.7504
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0800 - g_loss: 1.3726 - d_accuracy: 0.7426Epoch 170: D Accuracy = 0.7563
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0798 - g_loss: 1.3683 - d_accuracy: 0.7431
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0727 - g_loss: 1.3554 - d_accuracy: 0.7550Epoch 171: D Accuracy = 0.7688
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0721 - g_loss: 1.3542 - d_accuracy: 0.7555
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0700 - g_loss: 1.3874 - d_accuracy: 0.7459Epoch 172: D Accuracy = 0.6562
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0729 - g_loss: 1.4062 - d_accuracy: 0.7427
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0506 - g_loss: 1.3459 - d_accuracy: 0.7659Epoch 173: D Accuracy = 0.7687
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0523 - g_loss: 1.3325 - d_accuracy: 0.7660
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0613 - g_loss: 1.3754 - d_accuracy: 0.7583Epoch 174: D Accuracy = 0.7125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0610 - g_loss: 1.3881 - d_accuracy: 0.7567
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0418 - g_loss: 1.3981 - d_accuracy: 0.7603Epoch 175: D Accuracy = 0.6875
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0449 - g_loss: 1.4084 - d_accuracy: 0.7577
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0671 - g_loss: 1.4072 - d_accuracy: 0.7517Epoch 176: D Accuracy = 0.8000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0636 - g_loss: 1.4127 - d_accuracy: 0.7534
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0523 - g_loss: 1.3858 - d_accuracy: 0.7582Epoch 177: D Accuracy = 0.6750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0555 - g_loss: 1.3918 - d_accuracy: 0.7552
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0676 - g_loss: 1.3588 - d_accuracy: 0.7468Epoch 178: D Accuracy = 0.7000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0714 - g_loss: 1.3386 - d_accuracy: 0.7452
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0118 - g_loss: 1.4211 - d_accuracy: 0.7783Epoch 179: D Accuracy = 0.8062
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0117 - g_loss: 1.4188 - d_accuracy: 0.7793
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0658 - g_loss: 1.4025 - d_accuracy: 0.7486Epoch 180: D Accuracy = 0.7563
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0692 - g_loss: 1.3838 - d_accuracy: 0.7489
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0186 - g_loss: 1.4305 - d_accuracy: 0.7758Epoch 181: D Accuracy = 0.7937
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0199 - g_loss: 1.4259 - d_accuracy: 0.7764
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0320 - g_loss: 1.4385 - d_accuracy: 0.7716Epoch 182: D Accuracy = 0.8438
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0275 - g_loss: 1.4435 - d_accuracy: 0.7741
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9993 - g_loss: 1.4296 - d_accuracy: 0.7910Epoch 183: D Accuracy = 0.7875
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9991 - g_loss: 1.4304 - d_accuracy: 0.7909
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0880 - g_loss: 1.4749 - d_accuracy: 0.7325Epoch 184: D Accuracy = 0.6062
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0914 - g_loss: 1.4987 - d_accuracy: 0.7280
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0009 - g_loss: 1.4305 - d_accuracy: 0.7873Epoch 185: D Accuracy = 0.8438
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9974 - g_loss: 1.4372 - d_accuracy: 0.7893
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0257 - g_loss: 1.4515 - d_accuracy: 0.7677Epoch 186: D Accuracy = 0.7125
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0256 - g_loss: 1.4496 - d_accuracy: 0.7657
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0475 - g_loss: 1.4616 - d_accuracy: 0.7542Epoch 187: D Accuracy = 0.6125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0507 - g_loss: 1.4934 - d_accuracy: 0.7491
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9960 - g_loss: 1.4348 - d_accuracy: 0.7907Epoch 188: D Accuracy = 0.8125
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9948 - g_loss: 1.4272 - d_accuracy: 0.7914
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0310 - g_loss: 1.5067 - d_accuracy: 0.7640Epoch 189: D Accuracy = 0.6875
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0330 - g_loss: 1.5232 - d_accuracy: 0.7613
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0271 - g_loss: 1.4489 - d_accuracy: 0.7685Epoch 190: D Accuracy = 0.7625
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0317 - g_loss: 1.4276 - d_accuracy: 0.7683
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9746 - g_loss: 1.4693 - d_accuracy: 0.7976Epoch 191: D Accuracy = 0.8438
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9741 - g_loss: 1.4634 - d_accuracy: 0.7992
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0414 - g_loss: 1.5092 - d_accuracy: 0.7638Epoch 192: D Accuracy = 0.6938
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0449 - g_loss: 1.5242 - d_accuracy: 0.7613
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0265 - g_loss: 1.4463 - d_accuracy: 0.7723Epoch 193: D Accuracy = 0.8125
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0261 - g_loss: 1.4361 - d_accuracy: 0.7737
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9872 - g_loss: 1.4708 - d_accuracy: 0.7901Epoch 194: D Accuracy = 0.8250
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9880 - g_loss: 1.4596 - d_accuracy: 0.7914
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9982 - g_loss: 1.5428 - d_accuracy: 0.7785Epoch 195: D Accuracy = 0.7000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0012 - g_loss: 1.5559 - d_accuracy: 0.7757
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0309 - g_loss: 1.5105 - d_accuracy: 0.7716Epoch 196: D Accuracy = 0.7875
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0286 - g_loss: 1.5152 - d_accuracy: 0.7722
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0259 - g_loss: 1.5158 - d_accuracy: 0.7661Epoch 197: D Accuracy = 0.7875
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0260 - g_loss: 1.5055 - d_accuracy: 0.7669
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9837 - g_loss: 1.5045 - d_accuracy: 0.7955Epoch 198: D Accuracy = 0.8375
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9803 - g_loss: 1.5133 - d_accuracy: 0.7970
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0168 - g_loss: 1.5381 - d_accuracy: 0.7737Epoch 199: D Accuracy = 0.8813
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0097 - g_loss: 1.5425 - d_accuracy: 0.7775
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0126 - g_loss: 1.5272 - d_accuracy: 0.7775
Class 10 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.7125
27/27 [==============================] - 1s 41ms/step - d_loss: 1.0151 - g_loss: 1.5251 - d_accuracy: 0.7752
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9780 - g_loss: 1.5334 - d_accuracy: 0.7951Epoch 201: D Accuracy = 0.7375
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9768 - g_loss: 1.5582 - d_accuracy: 0.7931
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0085 - g_loss: 1.5522 - d_accuracy: 0.7779Epoch 202: D Accuracy = 0.6313
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0137 - g_loss: 1.5843 - d_accuracy: 0.7726
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0149 - g_loss: 1.5366 - d_accuracy: 0.7707Epoch 203: D Accuracy = 0.8250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0123 - g_loss: 1.5260 - d_accuracy: 0.7727
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9536 - g_loss: 1.5414 - d_accuracy: 0.8041Epoch 204: D Accuracy = 0.7812
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9506 - g_loss: 1.5558 - d_accuracy: 0.8033
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9668 - g_loss: 1.5465 - d_accuracy: 0.7980Epoch 205: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9644 - g_loss: 1.5381 - d_accuracy: 0.8008
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9584 - g_loss: 1.5388 - d_accuracy: 0.8023Epoch 206: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9667 - g_loss: 1.5125 - d_accuracy: 0.7986
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0035 - g_loss: 1.5915 - d_accuracy: 0.7805Epoch 207: D Accuracy = 0.8750
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9997 - g_loss: 1.5860 - d_accuracy: 0.7839
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9447 - g_loss: 1.5607 - d_accuracy: 0.8094Epoch 208: D Accuracy = 0.8375
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9449 - g_loss: 1.5474 - d_accuracy: 0.8104
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0036 - g_loss: 1.5987 - d_accuracy: 0.7796Epoch 209: D Accuracy = 0.8375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0030 - g_loss: 1.5904 - d_accuracy: 0.7816
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9518 - g_loss: 1.5886 - d_accuracy: 0.8043Epoch 210: D Accuracy = 0.7312
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9540 - g_loss: 1.5949 - d_accuracy: 0.8017
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9869 - g_loss: 1.5646 - d_accuracy: 0.7874Epoch 211: D Accuracy = 0.8312
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9860 - g_loss: 1.5463 - d_accuracy: 0.7890
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0112 - g_loss: 1.6096 - d_accuracy: 0.7732Epoch 212: D Accuracy = 0.7250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0143 - g_loss: 1.6194 - d_accuracy: 0.7715
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9429 - g_loss: 1.5681 - d_accuracy: 0.8085Epoch 213: D Accuracy = 0.7875
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9480 - g_loss: 1.5458 - d_accuracy: 0.8078
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9793 - g_loss: 1.5754 - d_accuracy: 0.7980Epoch 214: D Accuracy = 0.8188
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9756 - g_loss: 1.5804 - d_accuracy: 0.7987
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9581 - g_loss: 1.5727 - d_accuracy: 0.8058Epoch 215: D Accuracy = 0.8438
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9577 - g_loss: 1.5704 - d_accuracy: 0.8072
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9533 - g_loss: 1.6022 - d_accuracy: 0.8075Epoch 216: D Accuracy = 0.7625
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9585 - g_loss: 1.5981 - d_accuracy: 0.8059
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9934 - g_loss: 1.6332 - d_accuracy: 0.7839Epoch 217: D Accuracy = 0.8250
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9894 - g_loss: 1.6385 - d_accuracy: 0.7854
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9433 - g_loss: 1.6065 - d_accuracy: 0.8070Epoch 218: D Accuracy = 0.8937
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9387 - g_loss: 1.6074 - d_accuracy: 0.8101
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9261 - g_loss: 1.6461 - d_accuracy: 0.8087Epoch 219: D Accuracy = 0.8188
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9244 - g_loss: 1.6572 - d_accuracy: 0.8090
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9478 - g_loss: 1.6753 - d_accuracy: 0.7987Epoch 220: D Accuracy = 0.8000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9471 - g_loss: 1.6856 - d_accuracy: 0.7988
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9263 - g_loss: 1.6099 - d_accuracy: 0.8176Epoch 221: D Accuracy = 0.8250
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9285 - g_loss: 1.5968 - d_accuracy: 0.8179
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9526 - g_loss: 1.6604 - d_accuracy: 0.7978Epoch 222: D Accuracy = 0.7312
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9549 - g_loss: 1.6620 - d_accuracy: 0.7954
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9659 - g_loss: 1.6617 - d_accuracy: 0.7933Epoch 223: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9672 - g_loss: 1.6803 - d_accuracy: 0.7917
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9172 - g_loss: 1.6500 - d_accuracy: 0.8255Epoch 224: D Accuracy = 0.8188
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9184 - g_loss: 1.6438 - d_accuracy: 0.8252
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9723 - g_loss: 1.6575 - d_accuracy: 0.7899Epoch 225: D Accuracy = 0.7812
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9715 - g_loss: 1.6618 - d_accuracy: 0.7896
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9335 - g_loss: 1.6793 - d_accuracy: 0.8081Epoch 226: D Accuracy = 0.8000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9339 - g_loss: 1.6962 - d_accuracy: 0.8078
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9424 - g_loss: 1.6586 - d_accuracy: 0.8001Epoch 227: D Accuracy = 0.7937
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9429 - g_loss: 1.6634 - d_accuracy: 0.7999
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9180 - g_loss: 1.6793 - d_accuracy: 0.8168Epoch 228: D Accuracy = 0.8750
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9159 - g_loss: 1.6710 - d_accuracy: 0.8189
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9419 - g_loss: 1.6724 - d_accuracy: 0.8044Epoch 229: D Accuracy = 0.7937
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9433 - g_loss: 1.6663 - d_accuracy: 0.8040
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9835 - g_loss: 1.6434 - d_accuracy: 0.7823Epoch 230: D Accuracy = 0.7125
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9912 - g_loss: 1.6152 - d_accuracy: 0.7798
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9362 - g_loss: 1.6909 - d_accuracy: 0.8102Epoch 231: D Accuracy = 0.7437
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9437 - g_loss: 1.6611 - d_accuracy: 0.8079
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9566 - g_loss: 1.7068 - d_accuracy: 0.7971Epoch 232: D Accuracy = 0.7875
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9599 - g_loss: 1.6841 - d_accuracy: 0.7968
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8948 - g_loss: 1.6804 - d_accuracy: 0.8294Epoch 233: D Accuracy = 0.8813
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8921 - g_loss: 1.6781 - d_accuracy: 0.8312
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8993 - g_loss: 1.7038 - d_accuracy: 0.8224Epoch 234: D Accuracy = 0.8188
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8987 - g_loss: 1.7035 - d_accuracy: 0.8223
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9224 - g_loss: 1.7321 - d_accuracy: 0.8201Epoch 235: D Accuracy = 0.8813
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9212 - g_loss: 1.7173 - d_accuracy: 0.8223
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9245 - g_loss: 1.6948 - d_accuracy: 0.8145Epoch 236: D Accuracy = 0.7875
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9275 - g_loss: 1.6745 - d_accuracy: 0.8135
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9019 - g_loss: 1.7399 - d_accuracy: 0.8240Epoch 237: D Accuracy = 0.8062
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9010 - g_loss: 1.7475 - d_accuracy: 0.8234
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9390 - g_loss: 1.7293 - d_accuracy: 0.8080Epoch 238: D Accuracy = 0.8438
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9389 - g_loss: 1.7158 - d_accuracy: 0.8093
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9041 - g_loss: 1.7295 - d_accuracy: 0.8228Epoch 239: D Accuracy = 0.9187
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8985 - g_loss: 1.7341 - d_accuracy: 0.8262
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9372 - g_loss: 1.8029 - d_accuracy: 0.8082Epoch 240: D Accuracy = 0.7563
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9384 - g_loss: 1.8114 - d_accuracy: 0.8064
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9072 - g_loss: 1.7115 - d_accuracy: 0.8212Epoch 241: D Accuracy = 0.8125
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9051 - g_loss: 1.7276 - d_accuracy: 0.8209
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9031 - g_loss: 1.7486 - d_accuracy: 0.8234Epoch 242: D Accuracy = 0.8562
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9000 - g_loss: 1.7478 - d_accuracy: 0.8246
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9303 - g_loss: 1.7607 - d_accuracy: 0.8127Epoch 243: D Accuracy = 0.9187
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9262 - g_loss: 1.7514 - d_accuracy: 0.8165
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8976 - g_loss: 1.7501 - d_accuracy: 0.8255Epoch 244: D Accuracy = 0.7688
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9007 - g_loss: 1.7561 - d_accuracy: 0.8235
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8904 - g_loss: 1.7457 - d_accuracy: 0.8323Epoch 245: D Accuracy = 0.8313
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8925 - g_loss: 1.7304 - d_accuracy: 0.8323
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9593 - g_loss: 1.7731 - d_accuracy: 0.7967Epoch 246: D Accuracy = 0.8625
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9555 - g_loss: 1.7658 - d_accuracy: 0.7991
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9216 - g_loss: 1.7712 - d_accuracy: 0.8144Epoch 247: D Accuracy = 0.8250
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9208 - g_loss: 1.7843 - d_accuracy: 0.8148
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8954 - g_loss: 1.7562 - d_accuracy: 0.8310Epoch 248: D Accuracy = 0.9062
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8927 - g_loss: 1.7507 - d_accuracy: 0.8337
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9082 - g_loss: 1.7801 - d_accuracy: 0.8210Epoch 249: D Accuracy = 0.8438
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9058 - g_loss: 1.7869 - d_accuracy: 0.8218
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8938 - g_loss: 1.8017 - d_accuracy: 0.8242Epoch 250: D Accuracy = 0.7375
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8956 - g_loss: 1.8203 - d_accuracy: 0.8211
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8745 - g_loss: 1.7657 - d_accuracy: 0.8388Epoch 251: D Accuracy = 0.8625
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8728 - g_loss: 1.7718 - d_accuracy: 0.8396
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9585 - g_loss: 1.7825 - d_accuracy: 0.7885Epoch 252: D Accuracy = 0.7750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9581 - g_loss: 1.7742 - d_accuracy: 0.7881
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8795 - g_loss: 1.7679 - d_accuracy: 0.8356Epoch 253: D Accuracy = 0.8438
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8803 - g_loss: 1.7545 - d_accuracy: 0.8359
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8902 - g_loss: 1.8152 - d_accuracy: 0.8245Epoch 254: D Accuracy = 0.7375
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8932 - g_loss: 1.8420 - d_accuracy: 0.8214
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8865 - g_loss: 1.7928 - d_accuracy: 0.8310Epoch 255: D Accuracy = 0.8250
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8884 - g_loss: 1.7735 - d_accuracy: 0.8308
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8758 - g_loss: 1.8218 - d_accuracy: 0.8361Epoch 256: D Accuracy = 0.8125
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8814 - g_loss: 1.7914 - d_accuracy: 0.8352
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8894 - g_loss: 1.8157 - d_accuracy: 0.8315Epoch 257: D Accuracy = 0.7875
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8969 - g_loss: 1.7825 - d_accuracy: 0.8300
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9015 - g_loss: 1.8539 - d_accuracy: 0.8202Epoch 258: D Accuracy = 0.6562
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9110 - g_loss: 1.8858 - d_accuracy: 0.8143
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8870 - g_loss: 1.8150 - d_accuracy: 0.8293Epoch 259: D Accuracy = 0.8250
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8911 - g_loss: 1.7891 - d_accuracy: 0.8292
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8914 - g_loss: 1.8423 - d_accuracy: 0.8301Epoch 260: D Accuracy = 0.9000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8898 - g_loss: 1.8272 - d_accuracy: 0.8326
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8660 - g_loss: 1.8552 - d_accuracy: 0.8374Epoch 261: D Accuracy = 0.8562
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8660 - g_loss: 1.8388 - d_accuracy: 0.8381
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8508 - g_loss: 1.8644 - d_accuracy: 0.8458Epoch 262: D Accuracy = 0.8250
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8558 - g_loss: 1.8475 - d_accuracy: 0.8451
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8904 - g_loss: 1.8905 - d_accuracy: 0.8257Epoch 263: D Accuracy = 0.8687
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8882 - g_loss: 1.8943 - d_accuracy: 0.8273
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8805 - g_loss: 1.8423 - d_accuracy: 0.8289Epoch 264: D Accuracy = 0.8687
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8783 - g_loss: 1.8382 - d_accuracy: 0.8303
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8983 - g_loss: 1.8571 - d_accuracy: 0.8199Epoch 265: D Accuracy = 0.6062
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9076 - g_loss: 1.8960 - d_accuracy: 0.8123
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8907 - g_loss: 1.8451 - d_accuracy: 0.8259Epoch 266: D Accuracy = 0.8312
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8923 - g_loss: 1.8362 - d_accuracy: 0.8261
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8385 - g_loss: 1.8707 - d_accuracy: 0.8490Epoch 267: D Accuracy = 0.8687
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8376 - g_loss: 1.8666 - d_accuracy: 0.8497
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9111 - g_loss: 1.8787 - d_accuracy: 0.8126Epoch 268: D Accuracy = 0.8500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9110 - g_loss: 1.8611 - d_accuracy: 0.8139
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8313 - g_loss: 1.8961 - d_accuracy: 0.8544Epoch 269: D Accuracy = 0.9250
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8259 - g_loss: 1.8983 - d_accuracy: 0.8569
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8817 - g_loss: 1.9167 - d_accuracy: 0.8260Epoch 270: D Accuracy = 0.6812
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8870 - g_loss: 1.9498 - d_accuracy: 0.8208
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8767 - g_loss: 1.8447 - d_accuracy: 0.8343Epoch 271: D Accuracy = 0.8750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8745 - g_loss: 1.8376 - d_accuracy: 0.8358
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8562 - g_loss: 1.8654 - d_accuracy: 0.8442Epoch 272: D Accuracy = 0.9062
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8544 - g_loss: 1.8598 - d_accuracy: 0.8464
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9290 - g_loss: 1.9008 - d_accuracy: 0.8069Epoch 273: D Accuracy = 0.8687
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9295 - g_loss: 1.8806 - d_accuracy: 0.8091
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8716 - g_loss: 1.8877 - d_accuracy: 0.8376Epoch 274: D Accuracy = 0.8312
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8687 - g_loss: 1.9012 - d_accuracy: 0.8374
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9179 - g_loss: 1.8812 - d_accuracy: 0.8115Epoch 275: D Accuracy = 0.8438
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9152 - g_loss: 1.8772 - d_accuracy: 0.8126
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8450 - g_loss: 1.8884 - d_accuracy: 0.8492Epoch 276: D Accuracy = 0.8813
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8442 - g_loss: 1.8818 - d_accuracy: 0.8503
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8563 - g_loss: 1.9694 - d_accuracy: 0.8383Epoch 277: D Accuracy = 0.6625
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8631 - g_loss: 2.0095 - d_accuracy: 0.8321
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8995 - g_loss: 1.9073 - d_accuracy: 0.8207Epoch 278: D Accuracy = 0.6875
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9034 - g_loss: 1.9266 - d_accuracy: 0.8160
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8401 - g_loss: 1.9198 - d_accuracy: 0.8494Epoch 279: D Accuracy = 0.8438
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8404 - g_loss: 1.9206 - d_accuracy: 0.8492
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8471 - g_loss: 1.9169 - d_accuracy: 0.8412Epoch 280: D Accuracy = 0.8500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8453 - g_loss: 1.9230 - d_accuracy: 0.8415
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8140 - g_loss: 1.9573 - d_accuracy: 0.8593Epoch 281: D Accuracy = 0.8875
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8121 - g_loss: 1.9633 - d_accuracy: 0.8603
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8451 - g_loss: 1.9654 - d_accuracy: 0.8414Epoch 282: D Accuracy = 0.7688
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8453 - g_loss: 1.9863 - d_accuracy: 0.8388
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8638 - g_loss: 1.9072 - d_accuracy: 0.8393Epoch 283: D Accuracy = 0.8875
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8612 - g_loss: 1.9053 - d_accuracy: 0.8410
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8855 - g_loss: 1.9448 - d_accuracy: 0.8314Epoch 284: D Accuracy = 0.9312
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8794 - g_loss: 1.9409 - d_accuracy: 0.8349
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8318 - g_loss: 1.9710 - d_accuracy: 0.8501Epoch 285: D Accuracy = 0.7688
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8351 - g_loss: 1.9832 - d_accuracy: 0.8472
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8811 - g_loss: 1.9744 - d_accuracy: 0.8214Epoch 286: D Accuracy = 0.8062
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8820 - g_loss: 1.9873 - d_accuracy: 0.8208
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8083 - g_loss: 1.9412 - d_accuracy: 0.8606Epoch 287: D Accuracy = 0.8937
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8061 - g_loss: 1.9434 - d_accuracy: 0.8618
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8440 - g_loss: 1.9715 - d_accuracy: 0.8427Epoch 288: D Accuracy = 0.7875
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8437 - g_loss: 1.9912 - d_accuracy: 0.8407
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8541 - g_loss: 2.0065 - d_accuracy: 0.8353Epoch 289: D Accuracy = 0.7875
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8563 - g_loss: 2.0092 - d_accuracy: 0.8336
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8247 - g_loss: 1.9285 - d_accuracy: 0.8582Epoch 290: D Accuracy = 0.8313
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8238 - g_loss: 1.9400 - d_accuracy: 0.8572
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8504 - g_loss: 1.9636 - d_accuracy: 0.8451Epoch 291: D Accuracy = 0.9188
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8477 - g_loss: 1.9463 - d_accuracy: 0.8477
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8656 - g_loss: 2.0292 - d_accuracy: 0.8334Epoch 292: D Accuracy = 0.7750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8654 - g_loss: 2.0424 - d_accuracy: 0.8313
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8484 - g_loss: 1.9735 - d_accuracy: 0.8460Epoch 293: D Accuracy = 0.8500
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8468 - g_loss: 1.9822 - d_accuracy: 0.8461
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8736 - g_loss: 1.9599 - d_accuracy: 0.8260Epoch 294: D Accuracy = 0.7812
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8748 - g_loss: 1.9696 - d_accuracy: 0.8244
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8515 - g_loss: 1.9687 - d_accuracy: 0.8405Epoch 295: D Accuracy = 0.7625
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8551 - g_loss: 1.9801 - d_accuracy: 0.8377
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8191 - g_loss: 1.9744 - d_accuracy: 0.8525Epoch 296: D Accuracy = 0.8375
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8194 - g_loss: 1.9703 - d_accuracy: 0.8520
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8618 - g_loss: 2.0504 - d_accuracy: 0.8364Epoch 297: D Accuracy = 0.6687
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8665 - g_loss: 2.0790 - d_accuracy: 0.8304
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8265 - g_loss: 1.9629 - d_accuracy: 0.8597Epoch 298: D Accuracy = 0.8125
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8321 - g_loss: 1.9409 - d_accuracy: 0.8580
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8105 - g_loss: 1.9943 - d_accuracy: 0.8606Epoch 299: D Accuracy = 0.8875
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8078 - g_loss: 1.9954 - d_accuracy: 0.8615
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8439 - g_loss: 1.9989 - d_accuracy: 0.8425
Class 10 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.8875
27/27 [==============================] - 1s 40ms/step - d_loss: 0.8382 - g_loss: 2.0099 - d_accuracy: 0.8441
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8976 - g_loss: 1.9688 - d_accuracy: 0.8150Epoch 301: D Accuracy = 0.8687
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8944 - g_loss: 1.9555 - d_accuracy: 0.8169
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8323 - g_loss: 2.0118 - d_accuracy: 0.8486Epoch 302: D Accuracy = 0.8313
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8289 - g_loss: 2.0319 - d_accuracy: 0.8480
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7909 - g_loss: 2.0277 - d_accuracy: 0.8688Epoch 303: D Accuracy = 0.8875
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7907 - g_loss: 2.0213 - d_accuracy: 0.8695
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7891 - g_loss: 2.0580 - d_accuracy: 0.8720Epoch 304: D Accuracy = 0.9000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7883 - g_loss: 2.0416 - d_accuracy: 0.8730
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8145 - g_loss: 2.0289 - d_accuracy: 0.8521Epoch 305: D Accuracy = 0.8687
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8134 - g_loss: 2.0198 - d_accuracy: 0.8527
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8487 - g_loss: 2.0422 - d_accuracy: 0.8402Epoch 306: D Accuracy = 0.9188
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8443 - g_loss: 2.0363 - d_accuracy: 0.8430
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8484 - g_loss: 2.0982 - d_accuracy: 0.8370Epoch 307: D Accuracy = 0.8813
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8464 - g_loss: 2.0851 - d_accuracy: 0.8386
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8235 - g_loss: 2.0825 - d_accuracy: 0.8453Epoch 308: D Accuracy = 0.7250
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8281 - g_loss: 2.1014 - d_accuracy: 0.8410
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8355 - g_loss: 2.0245 - d_accuracy: 0.8463Epoch 309: D Accuracy = 0.9312
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8296 - g_loss: 2.0269 - d_accuracy: 0.8493
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8104 - g_loss: 2.0967 - d_accuracy: 0.8528Epoch 310: D Accuracy = 0.8500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8101 - g_loss: 2.0950 - d_accuracy: 0.8527
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7890 - g_loss: 2.0721 - d_accuracy: 0.8685Epoch 311: D Accuracy = 0.9062
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7879 - g_loss: 2.0795 - d_accuracy: 0.8698
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8599 - g_loss: 2.0407 - d_accuracy: 0.8337Epoch 312: D Accuracy = 0.8563
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8623 - g_loss: 2.0134 - d_accuracy: 0.8345
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8331 - g_loss: 2.1192 - d_accuracy: 0.8425Epoch 313: D Accuracy = 0.6938
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8398 - g_loss: 2.1545 - d_accuracy: 0.8372
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8295 - g_loss: 2.0746 - d_accuracy: 0.8525Epoch 314: D Accuracy = 0.8562
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8286 - g_loss: 2.0684 - d_accuracy: 0.8526
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7987 - g_loss: 2.0626 - d_accuracy: 0.8590Epoch 315: D Accuracy = 0.8375
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7981 - g_loss: 2.0667 - d_accuracy: 0.8582
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8017 - g_loss: 2.0421 - d_accuracy: 0.8627Epoch 316: D Accuracy = 0.8438
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8055 - g_loss: 2.0208 - d_accuracy: 0.8620
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8383 - g_loss: 2.1339 - d_accuracy: 0.8483Epoch 317: D Accuracy = 0.8875
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8347 - g_loss: 2.1299 - d_accuracy: 0.8497
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8416 - g_loss: 2.0598 - d_accuracy: 0.8403Epoch 318: D Accuracy = 0.9000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8398 - g_loss: 2.0534 - d_accuracy: 0.8425
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8364 - g_loss: 2.0633 - d_accuracy: 0.8426Epoch 319: D Accuracy = 0.9187
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8323 - g_loss: 2.0581 - d_accuracy: 0.8453
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7913 - g_loss: 2.0566 - d_accuracy: 0.8712Epoch 320: D Accuracy = 0.9125
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7897 - g_loss: 2.0493 - d_accuracy: 0.8727
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8517 - g_loss: 2.1442 - d_accuracy: 0.8353Epoch 321: D Accuracy = 0.6438
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8665 - g_loss: 2.1926 - d_accuracy: 0.8285
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8475 - g_loss: 2.0592 - d_accuracy: 0.8407Epoch 322: D Accuracy = 0.8937
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8450 - g_loss: 2.0619 - d_accuracy: 0.8426
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7761 - g_loss: 2.1015 - d_accuracy: 0.8717Epoch 323: D Accuracy = 0.9062
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7726 - g_loss: 2.1155 - d_accuracy: 0.8729
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8204 - g_loss: 2.1190 - d_accuracy: 0.8538Epoch 324: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8296 - g_loss: 2.0827 - d_accuracy: 0.8519
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8192 - g_loss: 2.1582 - d_accuracy: 0.8422Epoch 325: D Accuracy = 0.6938
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8240 - g_loss: 2.1975 - d_accuracy: 0.8369
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8092 - g_loss: 2.0466 - d_accuracy: 0.8601Epoch 326: D Accuracy = 0.8438
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8111 - g_loss: 2.0387 - d_accuracy: 0.8595
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8416 - g_loss: 2.1292 - d_accuracy: 0.8404Epoch 327: D Accuracy = 0.8750
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8419 - g_loss: 2.1099 - d_accuracy: 0.8417
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8219 - g_loss: 2.1161 - d_accuracy: 0.8456Epoch 328: D Accuracy = 0.8438
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8215 - g_loss: 2.1069 - d_accuracy: 0.8456
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8277 - g_loss: 2.1119 - d_accuracy: 0.8525Epoch 329: D Accuracy = 0.8813
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8278 - g_loss: 2.0983 - d_accuracy: 0.8535
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7658 - g_loss: 2.0997 - d_accuracy: 0.8785Epoch 330: D Accuracy = 0.9000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7678 - g_loss: 2.0906 - d_accuracy: 0.8793
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8125 - g_loss: 2.1358 - d_accuracy: 0.8545Epoch 331: D Accuracy = 0.9000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8143 - g_loss: 2.1106 - d_accuracy: 0.8561
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7706 - g_loss: 2.1326 - d_accuracy: 0.8715Epoch 332: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7704 - g_loss: 2.1337 - d_accuracy: 0.8717
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8236 - g_loss: 2.1440 - d_accuracy: 0.8524Epoch 333: D Accuracy = 0.8625
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8300 - g_loss: 2.1079 - d_accuracy: 0.8528
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7739 - g_loss: 2.1518 - d_accuracy: 0.8712Epoch 334: D Accuracy = 0.8813
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7734 - g_loss: 2.1518 - d_accuracy: 0.8715
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8205 - g_loss: 2.1622 - d_accuracy: 0.8492Epoch 335: D Accuracy = 0.9000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8171 - g_loss: 2.1678 - d_accuracy: 0.8510
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7916 - g_loss: 2.1278 - d_accuracy: 0.8669Epoch 336: D Accuracy = 0.8313
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7992 - g_loss: 2.0905 - d_accuracy: 0.8656
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7951 - g_loss: 2.1589 - d_accuracy: 0.8561Epoch 337: D Accuracy = 0.8375
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7941 - g_loss: 2.1794 - d_accuracy: 0.8554
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8207 - g_loss: 2.1383 - d_accuracy: 0.8522Epoch 338: D Accuracy = 0.8500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8194 - g_loss: 2.1443 - d_accuracy: 0.8521
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7634 - g_loss: 2.1253 - d_accuracy: 0.8782Epoch 339: D Accuracy = 0.8563
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7650 - g_loss: 2.1220 - d_accuracy: 0.8774
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7967 - g_loss: 2.1594 - d_accuracy: 0.8635Epoch 340: D Accuracy = 0.8625
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7938 - g_loss: 2.1701 - d_accuracy: 0.8635
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7908 - g_loss: 2.1916 - d_accuracy: 0.8644Epoch 341: D Accuracy = 0.7750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7953 - g_loss: 2.2072 - d_accuracy: 0.8612
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8741 - g_loss: 2.1824 - d_accuracy: 0.8356Epoch 342: D Accuracy = 0.7750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8758 - g_loss: 2.1972 - d_accuracy: 0.8334
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8316 - g_loss: 2.1378 - d_accuracy: 0.8436Epoch 343: D Accuracy = 0.8438
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8328 - g_loss: 2.1349 - d_accuracy: 0.8436
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7636 - g_loss: 2.1679 - d_accuracy: 0.8757Epoch 344: D Accuracy = 0.9250
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7632 - g_loss: 2.1472 - d_accuracy: 0.8775
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7711 - g_loss: 2.2071 - d_accuracy: 0.8702Epoch 345: D Accuracy = 0.8500
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7710 - g_loss: 2.2171 - d_accuracy: 0.8694
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7994 - g_loss: 2.1545 - d_accuracy: 0.8611Epoch 346: D Accuracy = 0.9187
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7989 - g_loss: 2.1391 - d_accuracy: 0.8632
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7986 - g_loss: 2.1975 - d_accuracy: 0.8549Epoch 347: D Accuracy = 0.7312
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8001 - g_loss: 2.2351 - d_accuracy: 0.8505
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7961 - g_loss: 2.1590 - d_accuracy: 0.8634Epoch 348: D Accuracy = 0.8937
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7948 - g_loss: 2.1498 - d_accuracy: 0.8645
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7809 - g_loss: 2.2031 - d_accuracy: 0.8691Epoch 349: D Accuracy = 0.8562
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7793 - g_loss: 2.2134 - d_accuracy: 0.8686
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7815 - g_loss: 2.1253 - d_accuracy: 0.8700Epoch 350: D Accuracy = 0.8875
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7793 - g_loss: 2.1295 - d_accuracy: 0.8706
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7590 - g_loss: 2.2045 - d_accuracy: 0.8808Epoch 351: D Accuracy = 0.9563
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7523 - g_loss: 2.2164 - d_accuracy: 0.8835
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7876 - g_loss: 2.2305 - d_accuracy: 0.8619Epoch 352: D Accuracy = 0.8375
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7888 - g_loss: 2.2338 - d_accuracy: 0.8610
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7710 - g_loss: 2.1808 - d_accuracy: 0.8771Epoch 353: D Accuracy = 0.8875
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7728 - g_loss: 2.1785 - d_accuracy: 0.8774
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7605 - g_loss: 2.2192 - d_accuracy: 0.8763Epoch 354: D Accuracy = 0.8750
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7594 - g_loss: 2.2293 - d_accuracy: 0.8763
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7536 - g_loss: 2.1840 - d_accuracy: 0.8811Epoch 355: D Accuracy = 0.8687
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7560 - g_loss: 2.1635 - d_accuracy: 0.8807
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7795 - g_loss: 2.2873 - d_accuracy: 0.8645Epoch 356: D Accuracy = 0.7437
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7831 - g_loss: 2.3290 - d_accuracy: 0.8602
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7603 - g_loss: 2.1980 - d_accuracy: 0.8762Epoch 357: D Accuracy = 0.9187
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7593 - g_loss: 2.1822 - d_accuracy: 0.8777
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8525 - g_loss: 2.3508 - d_accuracy: 0.8333Epoch 358: D Accuracy = 0.8813
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8472 - g_loss: 2.3484 - d_accuracy: 0.8350
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7758 - g_loss: 2.2223 - d_accuracy: 0.8699Epoch 359: D Accuracy = 0.8438
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7750 - g_loss: 2.2401 - d_accuracy: 0.8690
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7664 - g_loss: 2.2062 - d_accuracy: 0.8705Epoch 360: D Accuracy = 0.8750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7701 - g_loss: 2.1795 - d_accuracy: 0.8707
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7724 - g_loss: 2.2457 - d_accuracy: 0.8709Epoch 361: D Accuracy = 0.8625
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7724 - g_loss: 2.2420 - d_accuracy: 0.8706
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7904 - g_loss: 2.2514 - d_accuracy: 0.8601Epoch 362: D Accuracy = 0.8250
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7889 - g_loss: 2.2709 - d_accuracy: 0.8589
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7444 - g_loss: 2.2402 - d_accuracy: 0.8855Epoch 363: D Accuracy = 0.9750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7387 - g_loss: 2.2439 - d_accuracy: 0.8887
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8406 - g_loss: 2.2409 - d_accuracy: 0.8396Epoch 364: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8380 - g_loss: 2.2415 - d_accuracy: 0.8408
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8143 - g_loss: 2.2369 - d_accuracy: 0.8511Epoch 365: D Accuracy = 0.8438
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8177 - g_loss: 2.2054 - d_accuracy: 0.8509
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7481 - g_loss: 2.2746 - d_accuracy: 0.8810Epoch 366: D Accuracy = 0.8563
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7474 - g_loss: 2.2851 - d_accuracy: 0.8801
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7335 - g_loss: 2.2551 - d_accuracy: 0.8868Epoch 367: D Accuracy = 0.7750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7384 - g_loss: 2.2629 - d_accuracy: 0.8828
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8028 - g_loss: 2.2785 - d_accuracy: 0.8544Epoch 368: D Accuracy = 0.8312
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8046 - g_loss: 2.2763 - d_accuracy: 0.8536
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7681 - g_loss: 2.2279 - d_accuracy: 0.8768Epoch 369: D Accuracy = 0.8687
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7682 - g_loss: 2.2287 - d_accuracy: 0.8765
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7454 - g_loss: 2.3003 - d_accuracy: 0.8832Epoch 370: D Accuracy = 0.8813
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7482 - g_loss: 2.2842 - d_accuracy: 0.8831
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7607 - g_loss: 2.2737 - d_accuracy: 0.8771Epoch 371: D Accuracy = 0.8250
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7635 - g_loss: 2.2678 - d_accuracy: 0.8752
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7638 - g_loss: 2.2419 - d_accuracy: 0.8747Epoch 372: D Accuracy = 0.8938
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7643 - g_loss: 2.2261 - d_accuracy: 0.8754
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7927 - g_loss: 2.2882 - d_accuracy: 0.8590Epoch 373: D Accuracy = 0.7563
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7949 - g_loss: 2.3242 - d_accuracy: 0.8554
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7790 - g_loss: 2.2569 - d_accuracy: 0.8677Epoch 374: D Accuracy = 0.9125
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7764 - g_loss: 2.2532 - d_accuracy: 0.8693
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7523 - g_loss: 2.3482 - d_accuracy: 0.8765Epoch 375: D Accuracy = 0.7875
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7549 - g_loss: 2.3561 - d_accuracy: 0.8734
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8286 - g_loss: 2.2357 - d_accuracy: 0.8539Epoch 376: D Accuracy = 0.9000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8247 - g_loss: 2.2356 - d_accuracy: 0.8556
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7437 - g_loss: 2.3112 - d_accuracy: 0.8821Epoch 377: D Accuracy = 0.9312
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7428 - g_loss: 2.2960 - d_accuracy: 0.8839
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7777 - g_loss: 2.3174 - d_accuracy: 0.8659Epoch 378: D Accuracy = 0.8687
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7757 - g_loss: 2.3338 - d_accuracy: 0.8660
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7602 - g_loss: 2.2719 - d_accuracy: 0.8777Epoch 379: D Accuracy = 0.8938
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7567 - g_loss: 2.2829 - d_accuracy: 0.8783
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7362 - g_loss: 2.3818 - d_accuracy: 0.8843Epoch 380: D Accuracy = 0.9312
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7321 - g_loss: 2.3773 - d_accuracy: 0.8860
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7655 - g_loss: 2.3811 - d_accuracy: 0.8706Epoch 381: D Accuracy = 0.8937
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7632 - g_loss: 2.3842 - d_accuracy: 0.8715
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7515 - g_loss: 2.3525 - d_accuracy: 0.8774Epoch 382: D Accuracy = 0.9250
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7478 - g_loss: 2.3459 - d_accuracy: 0.8791
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7678 - g_loss: 2.3555 - d_accuracy: 0.8704Epoch 383: D Accuracy = 0.8125
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7698 - g_loss: 2.3700 - d_accuracy: 0.8683
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7840 - g_loss: 2.3395 - d_accuracy: 0.8635Epoch 384: D Accuracy = 0.8562
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7866 - g_loss: 2.3252 - d_accuracy: 0.8632
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7227 - g_loss: 2.3316 - d_accuracy: 0.8908Epoch 385: D Accuracy = 0.9187
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7229 - g_loss: 2.3125 - d_accuracy: 0.8918
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7763 - g_loss: 2.3501 - d_accuracy: 0.8633Epoch 386: D Accuracy = 0.9188
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7723 - g_loss: 2.3416 - d_accuracy: 0.8653
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7692 - g_loss: 2.3773 - d_accuracy: 0.8736Epoch 387: D Accuracy = 0.8062
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7701 - g_loss: 2.4080 - d_accuracy: 0.8712
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7296 - g_loss: 2.3263 - d_accuracy: 0.8858Epoch 388: D Accuracy = 0.9000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7283 - g_loss: 2.3227 - d_accuracy: 0.8863
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7521 - g_loss: 2.3878 - d_accuracy: 0.8753Epoch 389: D Accuracy = 0.8750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7571 - g_loss: 2.3532 - d_accuracy: 0.8753
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7208 - g_loss: 2.3570 - d_accuracy: 0.8870Epoch 390: D Accuracy = 0.9062
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7218 - g_loss: 2.3307 - d_accuracy: 0.8877
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7599 - g_loss: 2.4121 - d_accuracy: 0.8717Epoch 391: D Accuracy = 0.9062
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7581 - g_loss: 2.4009 - d_accuracy: 0.8729
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7432 - g_loss: 2.3659 - d_accuracy: 0.8796Epoch 392: D Accuracy = 0.8125
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7440 - g_loss: 2.4084 - d_accuracy: 0.8772
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7167 - g_loss: 2.3681 - d_accuracy: 0.8935Epoch 393: D Accuracy = 0.9125
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7181 - g_loss: 2.3487 - d_accuracy: 0.8941
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7381 - g_loss: 2.3730 - d_accuracy: 0.8786Epoch 394: D Accuracy = 0.9062
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7357 - g_loss: 2.3735 - d_accuracy: 0.8796
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7371 - g_loss: 2.3917 - d_accuracy: 0.8823Epoch 395: D Accuracy = 0.9125
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7347 - g_loss: 2.3943 - d_accuracy: 0.8834
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7503 - g_loss: 2.3694 - d_accuracy: 0.8810Epoch 396: D Accuracy = 0.8313
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7513 - g_loss: 2.3799 - d_accuracy: 0.8793
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7362 - g_loss: 2.3550 - d_accuracy: 0.8870Epoch 397: D Accuracy = 0.8938
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7363 - g_loss: 2.3455 - d_accuracy: 0.8872
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7028 - g_loss: 2.3872 - d_accuracy: 0.8977Epoch 398: D Accuracy = 0.9062
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7051 - g_loss: 2.3670 - d_accuracy: 0.8980
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7899 - g_loss: 2.3915 - d_accuracy: 0.8646Epoch 399: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7858 - g_loss: 2.4155 - d_accuracy: 0.8650
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7822 - g_loss: 2.4205 - d_accuracy: 0.8650
Class 10 — Epoch 400 preview:
No description has been provided for this image
Epoch 400: D Accuracy = 0.9250
27/27 [==============================] - 1s 40ms/step - d_loss: 0.7763 - g_loss: 2.4235 - d_accuracy: 0.8671
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7661 - g_loss: 2.3429 - d_accuracy: 0.8697Epoch 401: D Accuracy = 0.8813
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7656 - g_loss: 2.3343 - d_accuracy: 0.8701
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7203 - g_loss: 2.3677 - d_accuracy: 0.8889Epoch 402: D Accuracy = 0.8125
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7208 - g_loss: 2.4067 - d_accuracy: 0.8862
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7658 - g_loss: 2.4304 - d_accuracy: 0.8705Epoch 403: D Accuracy = 0.7312
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7729 - g_loss: 2.4700 - d_accuracy: 0.8656
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7291 - g_loss: 2.3964 - d_accuracy: 0.8874Epoch 404: D Accuracy = 0.9250
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7256 - g_loss: 2.3976 - d_accuracy: 0.8888
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7346 - g_loss: 2.3946 - d_accuracy: 0.8847Epoch 405: D Accuracy = 0.8438
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7396 - g_loss: 2.3639 - d_accuracy: 0.8832
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7621 - g_loss: 2.4174 - d_accuracy: 0.8708Epoch 406: D Accuracy = 0.8625
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7620 - g_loss: 2.4299 - d_accuracy: 0.8705
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7377 - g_loss: 2.4122 - d_accuracy: 0.8832Epoch 407: D Accuracy = 0.8687
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7378 - g_loss: 2.4233 - d_accuracy: 0.8826
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7576 - g_loss: 2.4144 - d_accuracy: 0.8733Epoch 408: D Accuracy = 0.8438
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7573 - g_loss: 2.4390 - d_accuracy: 0.8722
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7257 - g_loss: 2.4532 - d_accuracy: 0.8854Epoch 409: D Accuracy = 0.8937
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7256 - g_loss: 2.4470 - d_accuracy: 0.8857
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7028 - g_loss: 2.4629 - d_accuracy: 0.8921Epoch 410: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7077 - g_loss: 2.4858 - d_accuracy: 0.8870
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8780 - g_loss: 2.5354 - d_accuracy: 0.8236Epoch 411: D Accuracy = 0.9312
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8710 - g_loss: 2.5223 - d_accuracy: 0.8274
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7473 - g_loss: 2.3854 - d_accuracy: 0.8787Epoch 412: D Accuracy = 0.9125
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7429 - g_loss: 2.3890 - d_accuracy: 0.8799
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7394 - g_loss: 2.3459 - d_accuracy: 0.8853Epoch 413: D Accuracy = 0.8438
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7392 - g_loss: 2.3653 - d_accuracy: 0.8838
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7049 - g_loss: 2.4208 - d_accuracy: 0.8985Epoch 414: D Accuracy = 0.8375
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7040 - g_loss: 2.4491 - d_accuracy: 0.8963
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7235 - g_loss: 2.4080 - d_accuracy: 0.8877Epoch 415: D Accuracy = 0.8750
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7263 - g_loss: 2.3964 - d_accuracy: 0.8873
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7298 - g_loss: 2.3925 - d_accuracy: 0.8885Epoch 416: D Accuracy = 0.9125
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7301 - g_loss: 2.3765 - d_accuracy: 0.8894
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7623 - g_loss: 2.4605 - d_accuracy: 0.8745Epoch 417: D Accuracy = 0.8937
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7584 - g_loss: 2.4695 - d_accuracy: 0.8752
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7073 - g_loss: 2.4092 - d_accuracy: 0.8947Epoch 418: D Accuracy = 0.9000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7074 - g_loss: 2.4080 - d_accuracy: 0.8949
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7219 - g_loss: 2.5025 - d_accuracy: 0.8894Epoch 419: D Accuracy = 0.9312
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7192 - g_loss: 2.4957 - d_accuracy: 0.8909
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6914 - g_loss: 2.4425 - d_accuracy: 0.9054Epoch 420: D Accuracy = 0.9375
27/27 [==============================] - 1s 34ms/step - d_loss: 0.6896 - g_loss: 2.4383 - d_accuracy: 0.9065
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7748 - g_loss: 2.4287 - d_accuracy: 0.8668Epoch 421: D Accuracy = 0.8500
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7829 - g_loss: 2.3931 - d_accuracy: 0.8662
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7500 - g_loss: 2.4848 - d_accuracy: 0.8769Epoch 422: D Accuracy = 0.8438
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7573 - g_loss: 2.4459 - d_accuracy: 0.8757
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2052 - g_loss: 2.5646 - d_accuracy: 0.7920Epoch 423: D Accuracy = 0.8500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1903 - g_loss: 2.5515 - d_accuracy: 0.7941
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7372 - g_loss: 2.3448 - d_accuracy: 0.8819Epoch 424: D Accuracy = 0.7812
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7411 - g_loss: 2.3578 - d_accuracy: 0.8783
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7453 - g_loss: 2.3857 - d_accuracy: 0.8775Epoch 425: D Accuracy = 0.8563
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7442 - g_loss: 2.4037 - d_accuracy: 0.8767
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7291 - g_loss: 2.4627 - d_accuracy: 0.8815Epoch 426: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7316 - g_loss: 2.5046 - d_accuracy: 0.8786
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6987 - g_loss: 2.4485 - d_accuracy: 0.9030Epoch 427: D Accuracy = 0.9438
27/27 [==============================] - 1s 34ms/step - d_loss: 0.6980 - g_loss: 2.4406 - d_accuracy: 0.9045
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7103 - g_loss: 2.4648 - d_accuracy: 0.8955Epoch 428: D Accuracy = 0.9438
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7080 - g_loss: 2.4584 - d_accuracy: 0.8972
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6858 - g_loss: 2.5051 - d_accuracy: 0.9009Epoch 429: D Accuracy = 0.7188
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6946 - g_loss: 2.5397 - d_accuracy: 0.8944
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7520 - g_loss: 2.3939 - d_accuracy: 0.8797Epoch 430: D Accuracy = 0.9000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7521 - g_loss: 2.3824 - d_accuracy: 0.8804
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7295 - g_loss: 2.4871 - d_accuracy: 0.8832Epoch 431: D Accuracy = 0.9000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7284 - g_loss: 2.4786 - d_accuracy: 0.8838
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7174 - g_loss: 2.4642 - d_accuracy: 0.8906Epoch 432: D Accuracy = 0.8188
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7198 - g_loss: 2.4815 - d_accuracy: 0.8880
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6947 - g_loss: 2.4355 - d_accuracy: 0.8989Epoch 433: D Accuracy = 0.7938
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7000 - g_loss: 2.4544 - d_accuracy: 0.8951
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6962 - g_loss: 2.4570 - d_accuracy: 0.8995Epoch 434: D Accuracy = 0.9187
27/27 [==============================] - 1s 34ms/step - d_loss: 0.6950 - g_loss: 2.4547 - d_accuracy: 0.9002
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6845 - g_loss: 2.5880 - d_accuracy: 0.9008Epoch 435: D Accuracy = 0.9188
27/27 [==============================] - 1s 34ms/step - d_loss: 0.6819 - g_loss: 2.6047 - d_accuracy: 0.9014
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7134 - g_loss: 2.4768 - d_accuracy: 0.8959Epoch 436: D Accuracy = 0.8813
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7132 - g_loss: 2.4836 - d_accuracy: 0.8954
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7251 - g_loss: 2.4796 - d_accuracy: 0.8907Epoch 437: D Accuracy = 0.9125
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7245 - g_loss: 2.4757 - d_accuracy: 0.8915
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6774 - g_loss: 2.5057 - d_accuracy: 0.9071Epoch 438: D Accuracy = 0.9750
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6750 - g_loss: 2.4943 - d_accuracy: 0.9095
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7095 - g_loss: 2.5528 - d_accuracy: 0.8920Epoch 439: D Accuracy = 0.8625
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7107 - g_loss: 2.5645 - d_accuracy: 0.8910
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7326 - g_loss: 2.4991 - d_accuracy: 0.8794Epoch 440: D Accuracy = 0.8500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7323 - g_loss: 2.5125 - d_accuracy: 0.8784
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7686 - g_loss: 2.4452 - d_accuracy: 0.8684Epoch 441: D Accuracy = 0.9125
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7669 - g_loss: 2.4316 - d_accuracy: 0.8700
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7151 - g_loss: 2.4998 - d_accuracy: 0.8902Epoch 442: D Accuracy = 0.9187
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7123 - g_loss: 2.5043 - d_accuracy: 0.8912
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7285 - g_loss: 2.5177 - d_accuracy: 0.8828Epoch 443: D Accuracy = 0.9125
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7268 - g_loss: 2.5060 - d_accuracy: 0.8838
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7396 - g_loss: 2.4979 - d_accuracy: 0.8823Epoch 444: D Accuracy = 0.9625
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7348 - g_loss: 2.4876 - d_accuracy: 0.8852
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6969 - g_loss: 2.5300 - d_accuracy: 0.8966Epoch 445: D Accuracy = 0.9187
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6976 - g_loss: 2.5071 - d_accuracy: 0.8974
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7171 - g_loss: 2.5288 - d_accuracy: 0.8878Epoch 446: D Accuracy = 0.9125
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7130 - g_loss: 2.5373 - d_accuracy: 0.8887
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6897 - g_loss: 2.5074 - d_accuracy: 0.9034Epoch 447: D Accuracy = 0.9500
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6876 - g_loss: 2.5043 - d_accuracy: 0.9051
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7198 - g_loss: 2.5342 - d_accuracy: 0.8889Epoch 448: D Accuracy = 0.8563
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7215 - g_loss: 2.5377 - d_accuracy: 0.8878
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7047 - g_loss: 2.4934 - d_accuracy: 0.8953Epoch 449: D Accuracy = 0.8875
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7054 - g_loss: 2.4995 - d_accuracy: 0.8950
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7215 - g_loss: 2.5338 - d_accuracy: 0.8876Epoch 450: D Accuracy = 0.8937
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7259 - g_loss: 2.5012 - d_accuracy: 0.8878
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6679 - g_loss: 2.5819 - d_accuracy: 0.9112Epoch 451: D Accuracy = 0.9312
27/27 [==============================] - 1s 34ms/step - d_loss: 0.6686 - g_loss: 2.5675 - d_accuracy: 0.9119
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7053 - g_loss: 2.5806 - d_accuracy: 0.8938Epoch 452: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7092 - g_loss: 2.6275 - d_accuracy: 0.8904
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7282 - g_loss: 2.5254 - d_accuracy: 0.8851Epoch 453: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7289 - g_loss: 2.5224 - d_accuracy: 0.8848
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6918 - g_loss: 2.5481 - d_accuracy: 0.9003Epoch 454: D Accuracy = 0.9438
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6905 - g_loss: 2.5327 - d_accuracy: 0.9018
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7107 - g_loss: 2.5379 - d_accuracy: 0.8942Epoch 455: D Accuracy = 0.9000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7116 - g_loss: 2.5146 - d_accuracy: 0.8944
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7206 - g_loss: 2.5279 - d_accuracy: 0.8874Epoch 456: D Accuracy = 0.8937
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7197 - g_loss: 2.5261 - d_accuracy: 0.8876
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7748 - g_loss: 2.5357 - d_accuracy: 0.8633Epoch 457: D Accuracy = 0.8250
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7821 - g_loss: 2.4945 - d_accuracy: 0.8619
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7136 - g_loss: 2.6358 - d_accuracy: 0.8907Epoch 458: D Accuracy = 0.9125
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7131 - g_loss: 2.6207 - d_accuracy: 0.8915
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6911 - g_loss: 2.5776 - d_accuracy: 0.8980Epoch 459: D Accuracy = 0.8562
27/27 [==============================] - 1s 34ms/step - d_loss: 0.6926 - g_loss: 2.5752 - d_accuracy: 0.8965
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7333 - g_loss: 2.6181 - d_accuracy: 0.8807Epoch 460: D Accuracy = 0.9187
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7285 - g_loss: 2.6300 - d_accuracy: 0.8820
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7425 - g_loss: 2.5785 - d_accuracy: 0.8775Epoch 461: D Accuracy = 0.9375
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7377 - g_loss: 2.5845 - d_accuracy: 0.8796
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6869 - g_loss: 2.5523 - d_accuracy: 0.9023Epoch 462: D Accuracy = 0.9062
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6868 - g_loss: 2.5534 - d_accuracy: 0.9025
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7410 - g_loss: 2.5972 - d_accuracy: 0.8783Epoch 463: D Accuracy = 0.9563
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7360 - g_loss: 2.6102 - d_accuracy: 0.8811
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7074 - g_loss: 2.5667 - d_accuracy: 0.8941Epoch 464: D Accuracy = 0.8875
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7086 - g_loss: 2.5647 - d_accuracy: 0.8939
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7025 - g_loss: 2.5386 - d_accuracy: 0.8935Epoch 465: D Accuracy = 0.9062
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7069 - g_loss: 2.5080 - d_accuracy: 0.8940
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7147 - g_loss: 2.6304 - d_accuracy: 0.8909Epoch 466: D Accuracy = 0.9062
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7119 - g_loss: 2.6565 - d_accuracy: 0.8915
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6889 - g_loss: 2.5609 - d_accuracy: 0.9023Epoch 467: D Accuracy = 0.8937
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6870 - g_loss: 2.5679 - d_accuracy: 0.9020
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6807 - g_loss: 2.5742 - d_accuracy: 0.9058Epoch 468: D Accuracy = 0.9188
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6784 - g_loss: 2.5834 - d_accuracy: 0.9063
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7396 - g_loss: 2.6377 - d_accuracy: 0.8808Epoch 469: D Accuracy = 0.7125
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7509 - g_loss: 2.6630 - d_accuracy: 0.8748
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6970 - g_loss: 2.5487 - d_accuracy: 0.8966Epoch 470: D Accuracy = 0.9438
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6957 - g_loss: 2.5417 - d_accuracy: 0.8983
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7806 - g_loss: 2.6096 - d_accuracy: 0.8592Epoch 471: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7797 - g_loss: 2.6572 - d_accuracy: 0.8571
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6950 - g_loss: 2.5723 - d_accuracy: 0.9001Epoch 472: D Accuracy = 0.8813
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6935 - g_loss: 2.5928 - d_accuracy: 0.8994
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6819 - g_loss: 2.5765 - d_accuracy: 0.9062Epoch 473: D Accuracy = 0.9438
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6779 - g_loss: 2.5866 - d_accuracy: 0.9075
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7161 - g_loss: 2.5750 - d_accuracy: 0.8889Epoch 474: D Accuracy = 0.8375
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7181 - g_loss: 2.5846 - d_accuracy: 0.8871
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6958 - g_loss: 2.6081 - d_accuracy: 0.8950Epoch 475: D Accuracy = 0.7750
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7016 - g_loss: 2.6481 - d_accuracy: 0.8907
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6839 - g_loss: 2.5905 - d_accuracy: 0.9056Epoch 476: D Accuracy = 0.8813
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6854 - g_loss: 2.6062 - d_accuracy: 0.9047
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6886 - g_loss: 2.6309 - d_accuracy: 0.9003Epoch 477: D Accuracy = 0.8875
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6877 - g_loss: 2.6414 - d_accuracy: 0.8999
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7655 - g_loss: 2.5663 - d_accuracy: 0.8673Epoch 478: D Accuracy = 0.9062
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7611 - g_loss: 2.5663 - d_accuracy: 0.8687
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7026 - g_loss: 2.6638 - d_accuracy: 0.8964Epoch 479: D Accuracy = 0.9125
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7001 - g_loss: 2.6655 - d_accuracy: 0.8969
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6883 - g_loss: 2.6459 - d_accuracy: 0.8986Epoch 480: D Accuracy = 0.8687
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6870 - g_loss: 2.6683 - d_accuracy: 0.8976
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6692 - g_loss: 2.6575 - d_accuracy: 0.9126Epoch 481: D Accuracy = 0.9812
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6651 - g_loss: 2.6606 - d_accuracy: 0.9151
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6873 - g_loss: 2.6739 - d_accuracy: 0.9026Epoch 482: D Accuracy = 0.8937
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6869 - g_loss: 2.6708 - d_accuracy: 0.9023
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6694 - g_loss: 2.6402 - d_accuracy: 0.9073Epoch 483: D Accuracy = 0.8438
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6705 - g_loss: 2.6624 - d_accuracy: 0.9050
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6745 - g_loss: 2.6193 - d_accuracy: 0.9076Epoch 484: D Accuracy = 0.9375
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6705 - g_loss: 2.6381 - d_accuracy: 0.9086
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7043 - g_loss: 2.6271 - d_accuracy: 0.8935Epoch 485: D Accuracy = 0.8500
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7042 - g_loss: 2.6453 - d_accuracy: 0.8919
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6928 - g_loss: 2.7315 - d_accuracy: 0.8966Epoch 486: D Accuracy = 0.8188
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6957 - g_loss: 2.7781 - d_accuracy: 0.8939
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7460 - g_loss: 2.6337 - d_accuracy: 0.8800Epoch 487: D Accuracy = 0.9000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7448 - g_loss: 2.6375 - d_accuracy: 0.8807
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7500 - g_loss: 2.5726 - d_accuracy: 0.8746Epoch 488: D Accuracy = 0.9062
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7473 - g_loss: 2.5646 - d_accuracy: 0.8757
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6679 - g_loss: 2.6661 - d_accuracy: 0.9110Epoch 489: D Accuracy = 0.9375
27/27 [==============================] - 1s 34ms/step - d_loss: 0.6642 - g_loss: 2.6785 - d_accuracy: 0.9120
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7310 - g_loss: 2.6882 - d_accuracy: 0.8808Epoch 490: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7363 - g_loss: 2.7401 - d_accuracy: 0.8761
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7280 - g_loss: 2.6223 - d_accuracy: 0.8864Epoch 491: D Accuracy = 0.8438
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7360 - g_loss: 2.5779 - d_accuracy: 0.8849
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7822 - g_loss: 2.6809 - d_accuracy: 0.8588Epoch 492: D Accuracy = 0.9187
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7782 - g_loss: 2.6729 - d_accuracy: 0.8610
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6467 - g_loss: 2.6567 - d_accuracy: 0.9207Epoch 493: D Accuracy = 0.9188
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6487 - g_loss: 2.6375 - d_accuracy: 0.9207
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6946 - g_loss: 2.6572 - d_accuracy: 0.8933Epoch 494: D Accuracy = 0.7563
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6985 - g_loss: 2.6911 - d_accuracy: 0.8884
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6786 - g_loss: 2.6608 - d_accuracy: 0.9019Epoch 495: D Accuracy = 0.8875
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6777 - g_loss: 2.6629 - d_accuracy: 0.9014
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6649 - g_loss: 2.6582 - d_accuracy: 0.9113Epoch 496: D Accuracy = 0.9688
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6630 - g_loss: 2.6443 - d_accuracy: 0.9134
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0507 - g_loss: 2.8244 - d_accuracy: 0.8146Epoch 497: D Accuracy = 0.9000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0392 - g_loss: 2.7983 - d_accuracy: 0.8176
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6932 - g_loss: 2.5192 - d_accuracy: 0.9019Epoch 498: D Accuracy = 0.9250
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6949 - g_loss: 2.5021 - d_accuracy: 0.9027
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6865 - g_loss: 2.6186 - d_accuracy: 0.9011Epoch 499: D Accuracy = 0.9125
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6877 - g_loss: 2.6037 - d_accuracy: 0.9015
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6613 - g_loss: 2.6702 - d_accuracy: 0.9117
Class 10 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.9563
27/27 [==============================] - 1s 41ms/step - d_loss: 0.6585 - g_loss: 2.6835 - d_accuracy: 0.9133
Training DCGAN for class 11...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 0.9339 - g_loss: 1.4775 - d_accuracy: 0.8172WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0163s vs `on_train_batch_end` time: 0.0181s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 0.6860 - g_loss: 2.5182 - d_accuracy: 0.9141
Epoch 1: Generator loss improved from inf to 2.4486. Saving weights.
Epoch 1: D Accuracy = 0.9265
27/27 [==============================] - 2s 43ms/step - d_loss: 0.6845 - g_loss: 2.5157 - d_accuracy: 0.9145
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9330 - g_loss: 2.0465 - d_accuracy: 0.8333
Epoch 2: Generator loss improved from 2.4486 to 1.8059. Saving weights.
Epoch 2: D Accuracy = 0.8235
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9310 - g_loss: 2.0379 - d_accuracy: 0.8330
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1048 - g_loss: 1.6120 - d_accuracy: 0.7489Epoch 3: D Accuracy = 0.6275
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1121 - g_loss: 1.6286 - d_accuracy: 0.7446
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1541 - g_loss: 1.2476 - d_accuracy: 0.7215
Epoch 4: Generator loss improved from 1.8059 to 1.1258. Saving weights.
Epoch 4: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1570 - g_loss: 1.2433 - d_accuracy: 0.7195
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1934 - g_loss: 1.1623 - d_accuracy: 0.7032
Epoch 5: Generator loss improved from 1.1258 to 0.8810. Saving weights.
Epoch 5: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1973 - g_loss: 1.1523 - d_accuracy: 0.7022
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2409 - g_loss: 1.1281 - d_accuracy: 0.6673Epoch 6: D Accuracy = 0.6275
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2408 - g_loss: 1.1421 - d_accuracy: 0.6659
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1884 - g_loss: 1.0976 - d_accuracy: 0.6947Epoch 7: D Accuracy = 0.7304
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1849 - g_loss: 1.1037 - d_accuracy: 0.6960
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1747 - g_loss: 1.1568 - d_accuracy: 0.7008Epoch 8: D Accuracy = 0.7304
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1735 - g_loss: 1.1569 - d_accuracy: 0.7019
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1782 - g_loss: 1.2016 - d_accuracy: 0.7072Epoch 9: D Accuracy = 0.7941
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1743 - g_loss: 1.1959 - d_accuracy: 0.7103
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1228 - g_loss: 1.2299 - d_accuracy: 0.7295Epoch 10: D Accuracy = 0.6814
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1253 - g_loss: 1.2193 - d_accuracy: 0.7278
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0952 - g_loss: 1.3145 - d_accuracy: 0.7437Epoch 11: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0982 - g_loss: 1.3272 - d_accuracy: 0.7410
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0866 - g_loss: 1.3557 - d_accuracy: 0.7522Epoch 12: D Accuracy = 0.7745
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0836 - g_loss: 1.3548 - d_accuracy: 0.7530
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0270 - g_loss: 1.3807 - d_accuracy: 0.7744Epoch 13: D Accuracy = 0.8382
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0244 - g_loss: 1.3791 - d_accuracy: 0.7767
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0434 - g_loss: 1.4006 - d_accuracy: 0.7621Epoch 14: D Accuracy = 0.7598
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0415 - g_loss: 1.3994 - d_accuracy: 0.7620
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0626 - g_loss: 1.3883 - d_accuracy: 0.7469Epoch 15: D Accuracy = 0.7794
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0607 - g_loss: 1.3975 - d_accuracy: 0.7481
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0795 - g_loss: 1.3731 - d_accuracy: 0.7466Epoch 16: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0759 - g_loss: 1.3732 - d_accuracy: 0.7497
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1060 - g_loss: 1.3245 - d_accuracy: 0.7369Epoch 17: D Accuracy = 0.7451
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1056 - g_loss: 1.3173 - d_accuracy: 0.7372
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1293 - g_loss: 1.3039 - d_accuracy: 0.7160Epoch 18: D Accuracy = 0.6520
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1312 - g_loss: 1.3101 - d_accuracy: 0.7137
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1611 - g_loss: 1.2747 - d_accuracy: 0.7064Epoch 19: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1596 - g_loss: 1.2849 - d_accuracy: 0.7059
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1219 - g_loss: 1.2366 - d_accuracy: 0.7258
Epoch 20: Generator loss improved from 0.8810 to 0.8557. Saving weights.
Epoch 20: D Accuracy = 0.7304
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1257 - g_loss: 1.2230 - d_accuracy: 0.7260
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1622 - g_loss: 1.2532 - d_accuracy: 0.7031Epoch 21: D Accuracy = 0.7451
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1584 - g_loss: 1.2566 - d_accuracy: 0.7046
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1484 - g_loss: 1.2378 - d_accuracy: 0.7117Epoch 22: D Accuracy = 0.7157
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1477 - g_loss: 1.2366 - d_accuracy: 0.7118
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1641 - g_loss: 1.2105 - d_accuracy: 0.7024Epoch 23: D Accuracy = 0.7157
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1651 - g_loss: 1.1982 - d_accuracy: 0.7029
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1626 - g_loss: 1.2309 - d_accuracy: 0.7041Epoch 24: D Accuracy = 0.7010
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1616 - g_loss: 1.2235 - d_accuracy: 0.7039
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1365 - g_loss: 1.2139 - d_accuracy: 0.7208Epoch 25: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1386 - g_loss: 1.2206 - d_accuracy: 0.7197
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1940 - g_loss: 1.2204 - d_accuracy: 0.6891Epoch 26: D Accuracy = 0.7157
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1937 - g_loss: 1.2155 - d_accuracy: 0.6901
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1765 - g_loss: 1.1759 - d_accuracy: 0.6985
Epoch 27: Generator loss improved from 0.8557 to 0.7438. Saving weights.
Epoch 27: D Accuracy = 0.6912
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1804 - g_loss: 1.1605 - d_accuracy: 0.6982
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1614 - g_loss: 1.2174 - d_accuracy: 0.7003Epoch 28: D Accuracy = 0.7402
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1588 - g_loss: 1.2186 - d_accuracy: 0.7017
Epoch 29/500
26/27 [===========================>..] - ETA: 0s - d_loss: 1.1699 - g_loss: 1.2092 - d_accuracy: 0.7031Epoch 29: D Accuracy = 0.7255
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1696 - g_loss: 1.1908 - d_accuracy: 0.7047
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1834 - g_loss: 1.1835 - d_accuracy: 0.6907Epoch 30: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1835 - g_loss: 1.1828 - d_accuracy: 0.6897
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1938 - g_loss: 1.1823 - d_accuracy: 0.6872
Epoch 31: Generator loss improved from 0.7438 to 0.7261. Saving weights.
Epoch 31: D Accuracy = 0.7108
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1961 - g_loss: 1.1660 - d_accuracy: 0.6880
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1795 - g_loss: 1.1845 - d_accuracy: 0.6900Epoch 32: D Accuracy = 0.6618
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1791 - g_loss: 1.1939 - d_accuracy: 0.6890
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2006 - g_loss: 1.1761 - d_accuracy: 0.6818Epoch 33: D Accuracy = 0.6814
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1990 - g_loss: 1.1863 - d_accuracy: 0.6818
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2078 - g_loss: 1.1633 - d_accuracy: 0.6734Epoch 34: D Accuracy = 0.6863
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2084 - g_loss: 1.1591 - d_accuracy: 0.6739
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1567 - g_loss: 1.1757 - d_accuracy: 0.7033Epoch 35: D Accuracy = 0.6520
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1584 - g_loss: 1.1775 - d_accuracy: 0.7014
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2143 - g_loss: 1.1658 - d_accuracy: 0.6679Epoch 36: D Accuracy = 0.7059
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2138 - g_loss: 1.1531 - d_accuracy: 0.6693
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1816 - g_loss: 1.1696 - d_accuracy: 0.6926Epoch 37: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1815 - g_loss: 1.1665 - d_accuracy: 0.6920
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1966 - g_loss: 1.1885 - d_accuracy: 0.6883Epoch 38: D Accuracy = 0.6127
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1992 - g_loss: 1.2096 - d_accuracy: 0.6856
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1890 - g_loss: 1.1296 - d_accuracy: 0.6829Epoch 39: D Accuracy = 0.7206
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1881 - g_loss: 1.1306 - d_accuracy: 0.6843
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1954 - g_loss: 1.1600 - d_accuracy: 0.6861Epoch 40: D Accuracy = 0.7696
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1920 - g_loss: 1.1630 - d_accuracy: 0.6890
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1849 - g_loss: 1.1413 - d_accuracy: 0.6898Epoch 41: D Accuracy = 0.7304
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1823 - g_loss: 1.1468 - d_accuracy: 0.6913
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2014 - g_loss: 1.1711 - d_accuracy: 0.6821Epoch 42: D Accuracy = 0.6716
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1995 - g_loss: 1.1812 - d_accuracy: 0.6818
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1906 - g_loss: 1.1534 - d_accuracy: 0.6874Epoch 43: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1907 - g_loss: 1.1480 - d_accuracy: 0.6870
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2045 - g_loss: 1.1635 - d_accuracy: 0.6818Epoch 44: D Accuracy = 0.7059
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2037 - g_loss: 1.1699 - d_accuracy: 0.6827
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1850 - g_loss: 1.1393 - d_accuracy: 0.6905Epoch 45: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1881 - g_loss: 1.1284 - d_accuracy: 0.6889
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2013 - g_loss: 1.1750 - d_accuracy: 0.6737Epoch 46: D Accuracy = 0.6912
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2002 - g_loss: 1.1722 - d_accuracy: 0.6744
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1914 - g_loss: 1.1677 - d_accuracy: 0.6868Epoch 47: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1898 - g_loss: 1.1621 - d_accuracy: 0.6890
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1762 - g_loss: 1.1691 - d_accuracy: 0.6931Epoch 48: D Accuracy = 0.6520
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1780 - g_loss: 1.1575 - d_accuracy: 0.6917
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1961 - g_loss: 1.1686 - d_accuracy: 0.6869Epoch 49: D Accuracy = 0.7255
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1989 - g_loss: 1.1551 - d_accuracy: 0.6883
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1961 - g_loss: 1.1724 - d_accuracy: 0.6800Epoch 50: D Accuracy = 0.6716
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1954 - g_loss: 1.1764 - d_accuracy: 0.6797
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2030 - g_loss: 1.1755 - d_accuracy: 0.6850Epoch 51: D Accuracy = 0.7108
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2008 - g_loss: 1.1782 - d_accuracy: 0.6860
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2041 - g_loss: 1.1626 - d_accuracy: 0.6755Epoch 52: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2048 - g_loss: 1.1658 - d_accuracy: 0.6739
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2045 - g_loss: 1.1466 - d_accuracy: 0.6803Epoch 53: D Accuracy = 0.7598
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2011 - g_loss: 1.1392 - d_accuracy: 0.6832
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1892 - g_loss: 1.1677 - d_accuracy: 0.6913Epoch 54: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1865 - g_loss: 1.1670 - d_accuracy: 0.6934
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1985 - g_loss: 1.1762 - d_accuracy: 0.6830Epoch 55: D Accuracy = 0.5735
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2035 - g_loss: 1.1931 - d_accuracy: 0.6791
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1805 - g_loss: 1.1504 - d_accuracy: 0.6994Epoch 56: D Accuracy = 0.7696
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1793 - g_loss: 1.1402 - d_accuracy: 0.7019
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2077 - g_loss: 1.1538 - d_accuracy: 0.6714Epoch 57: D Accuracy = 0.6716
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2079 - g_loss: 1.1422 - d_accuracy: 0.6714
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2077 - g_loss: 1.1679 - d_accuracy: 0.6757Epoch 58: D Accuracy = 0.7647
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2016 - g_loss: 1.1713 - d_accuracy: 0.6789
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1964 - g_loss: 1.1505 - d_accuracy: 0.6753Epoch 59: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1966 - g_loss: 1.1535 - d_accuracy: 0.6750
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1707 - g_loss: 1.1522 - d_accuracy: 0.6995Epoch 60: D Accuracy = 0.7843
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1670 - g_loss: 1.1499 - d_accuracy: 0.7025
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1973 - g_loss: 1.1533 - d_accuracy: 0.6789Epoch 61: D Accuracy = 0.7206
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1937 - g_loss: 1.1591 - d_accuracy: 0.6804
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1958 - g_loss: 1.1767 - d_accuracy: 0.6846Epoch 62: D Accuracy = 0.6324
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1970 - g_loss: 1.1784 - d_accuracy: 0.6827
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1981 - g_loss: 1.1489 - d_accuracy: 0.6914Epoch 63: D Accuracy = 0.7353
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1972 - g_loss: 1.1425 - d_accuracy: 0.6930
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1752 - g_loss: 1.1560 - d_accuracy: 0.6944Epoch 64: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1729 - g_loss: 1.1615 - d_accuracy: 0.6943
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2032 - g_loss: 1.1837 - d_accuracy: 0.6831Epoch 65: D Accuracy = 0.6422
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2040 - g_loss: 1.1758 - d_accuracy: 0.6816
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1876 - g_loss: 1.1666 - d_accuracy: 0.6870Epoch 66: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1884 - g_loss: 1.1712 - d_accuracy: 0.6856
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1935 - g_loss: 1.1508 - d_accuracy: 0.6799Epoch 67: D Accuracy = 0.7157
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1914 - g_loss: 1.1535 - d_accuracy: 0.6811
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1894 - g_loss: 1.1559 - d_accuracy: 0.6835Epoch 68: D Accuracy = 0.7010
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1910 - g_loss: 1.1460 - d_accuracy: 0.6841
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1804 - g_loss: 1.1847 - d_accuracy: 0.6880
Epoch 69: Generator loss improved from 0.7261 to 0.7169. Saving weights.
Epoch 69: D Accuracy = 0.6569
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1857 - g_loss: 1.1680 - d_accuracy: 0.6868
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1833 - g_loss: 1.1699 - d_accuracy: 0.6894Epoch 70: D Accuracy = 0.5980
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1863 - g_loss: 1.1754 - d_accuracy: 0.6861
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2060 - g_loss: 1.1853 - d_accuracy: 0.6758Epoch 71: D Accuracy = 0.5784
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2104 - g_loss: 1.2067 - d_accuracy: 0.6723
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1999 - g_loss: 1.1694 - d_accuracy: 0.6835Epoch 72: D Accuracy = 0.7010
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1973 - g_loss: 1.1767 - d_accuracy: 0.6841
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1947 - g_loss: 1.1496 - d_accuracy: 0.6854Epoch 73: D Accuracy = 0.6814
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1958 - g_loss: 1.1406 - d_accuracy: 0.6852
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1777 - g_loss: 1.1654 - d_accuracy: 0.6922Epoch 74: D Accuracy = 0.7843
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1736 - g_loss: 1.1640 - d_accuracy: 0.6955
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2283 - g_loss: 1.1964 - d_accuracy: 0.6677Epoch 75: D Accuracy = 0.5245
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2353 - g_loss: 1.2100 - d_accuracy: 0.6626
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1891 - g_loss: 1.1348 - d_accuracy: 0.6848Epoch 76: D Accuracy = 0.6814
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1870 - g_loss: 1.1430 - d_accuracy: 0.6847
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1781 - g_loss: 1.1421 - d_accuracy: 0.6961Epoch 77: D Accuracy = 0.6471
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1816 - g_loss: 1.1330 - d_accuracy: 0.6944
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2111 - g_loss: 1.1739 - d_accuracy: 0.6691Epoch 78: D Accuracy = 0.6863
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2118 - g_loss: 1.1669 - d_accuracy: 0.6697
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1748 - g_loss: 1.1652 - d_accuracy: 0.6918Epoch 79: D Accuracy = 0.6520
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1778 - g_loss: 1.1567 - d_accuracy: 0.6904
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2269 - g_loss: 1.1406 - d_accuracy: 0.6664Epoch 80: D Accuracy = 0.6520
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2280 - g_loss: 1.1348 - d_accuracy: 0.6658
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1893 - g_loss: 1.1626 - d_accuracy: 0.6801Epoch 81: D Accuracy = 0.5931
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1943 - g_loss: 1.1841 - d_accuracy: 0.6770
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1965 - g_loss: 1.1500 - d_accuracy: 0.6781Epoch 82: D Accuracy = 0.5931
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2003 - g_loss: 1.1648 - d_accuracy: 0.6750
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2042 - g_loss: 1.1565 - d_accuracy: 0.6772Epoch 83: D Accuracy = 0.5931
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2072 - g_loss: 1.1633 - d_accuracy: 0.6742
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2043 - g_loss: 1.1396 - d_accuracy: 0.6860Epoch 84: D Accuracy = 0.7402
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2009 - g_loss: 1.1410 - d_accuracy: 0.6879
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2133 - g_loss: 1.1407 - d_accuracy: 0.6678Epoch 85: D Accuracy = 0.6716
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2149 - g_loss: 1.1300 - d_accuracy: 0.6679
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1946 - g_loss: 1.1601 - d_accuracy: 0.6805Epoch 86: D Accuracy = 0.7255
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1912 - g_loss: 1.1638 - d_accuracy: 0.6821
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2125 - g_loss: 1.1503 - d_accuracy: 0.6697Epoch 87: D Accuracy = 0.6863
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2124 - g_loss: 1.1558 - d_accuracy: 0.6703
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1900 - g_loss: 1.1273 - d_accuracy: 0.6816Epoch 88: D Accuracy = 0.6814
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1919 - g_loss: 1.1131 - d_accuracy: 0.6816
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2031 - g_loss: 1.1500 - d_accuracy: 0.6776Epoch 89: D Accuracy = 0.6422
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2055 - g_loss: 1.1563 - d_accuracy: 0.6763
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2214 - g_loss: 1.1527 - d_accuracy: 0.6681Epoch 90: D Accuracy = 0.5980
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2246 - g_loss: 1.1665 - d_accuracy: 0.6656
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2045 - g_loss: 1.1462 - d_accuracy: 0.6793Epoch 91: D Accuracy = 0.6814
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2039 - g_loss: 1.1467 - d_accuracy: 0.6794
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1801 - g_loss: 1.1565 - d_accuracy: 0.6876Epoch 92: D Accuracy = 0.6716
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1791 - g_loss: 1.1700 - d_accuracy: 0.6871
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2170 - g_loss: 1.1425 - d_accuracy: 0.6690Epoch 93: D Accuracy = 0.6814
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2186 - g_loss: 1.1289 - d_accuracy: 0.6695
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2139 - g_loss: 1.1371 - d_accuracy: 0.6694Epoch 94: D Accuracy = 0.7059
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2149 - g_loss: 1.1260 - d_accuracy: 0.6707
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2022 - g_loss: 1.1515 - d_accuracy: 0.6877Epoch 95: D Accuracy = 0.6863
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2037 - g_loss: 1.1421 - d_accuracy: 0.6877
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2185 - g_loss: 1.1425 - d_accuracy: 0.6705Epoch 96: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2202 - g_loss: 1.1291 - d_accuracy: 0.6702
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1927 - g_loss: 1.1352 - d_accuracy: 0.6874Epoch 97: D Accuracy = 0.7696
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1897 - g_loss: 1.1351 - d_accuracy: 0.6903
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1969 - g_loss: 1.1254 - d_accuracy: 0.6838Epoch 98: D Accuracy = 0.7353
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1947 - g_loss: 1.1235 - d_accuracy: 0.6856
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2149 - g_loss: 1.1339 - d_accuracy: 0.6703
Epoch 99: Generator loss improved from 0.7169 to 0.5726. Saving weights.
Epoch 99: D Accuracy = 0.5931
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2226 - g_loss: 1.1138 - d_accuracy: 0.6675
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1943 - g_loss: 1.1676 - d_accuracy: 0.6838
Class 11 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.7206
27/27 [==============================] - 1s 41ms/step - d_loss: 1.1926 - g_loss: 1.1614 - d_accuracy: 0.6851
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2076 - g_loss: 1.1428 - d_accuracy: 0.6730Epoch 101: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2069 - g_loss: 1.1421 - d_accuracy: 0.6728
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1888 - g_loss: 1.1208 - d_accuracy: 0.6864Epoch 102: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1934 - g_loss: 1.1083 - d_accuracy: 0.6839
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2047 - g_loss: 1.1625 - d_accuracy: 0.6715Epoch 103: D Accuracy = 0.7255
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2024 - g_loss: 1.1569 - d_accuracy: 0.6735
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1811 - g_loss: 1.1497 - d_accuracy: 0.6902Epoch 104: D Accuracy = 0.7206
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1817 - g_loss: 1.1370 - d_accuracy: 0.6913
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2224 - g_loss: 1.1712 - d_accuracy: 0.6665Epoch 105: D Accuracy = 0.7059
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2195 - g_loss: 1.1738 - d_accuracy: 0.6679
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2038 - g_loss: 1.1278 - d_accuracy: 0.6735Epoch 106: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2000 - g_loss: 1.1307 - d_accuracy: 0.6762
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1971 - g_loss: 1.1576 - d_accuracy: 0.6852
Epoch 107: Generator loss improved from 0.5726 to 0.4190. Saving weights.
Epoch 107: D Accuracy = 0.5196
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2165 - g_loss: 1.1312 - d_accuracy: 0.6793
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1898 - g_loss: 1.1642 - d_accuracy: 0.6863Epoch 108: D Accuracy = 0.6863
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1900 - g_loss: 1.1685 - d_accuracy: 0.6863
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1997 - g_loss: 1.1614 - d_accuracy: 0.6759Epoch 109: D Accuracy = 0.7843
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1949 - g_loss: 1.1635 - d_accuracy: 0.6798
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1932 - g_loss: 1.1284 - d_accuracy: 0.6801Epoch 110: D Accuracy = 0.6127
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1948 - g_loss: 1.1257 - d_accuracy: 0.6777
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2090 - g_loss: 1.1723 - d_accuracy: 0.6689Epoch 111: D Accuracy = 0.5686
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2142 - g_loss: 1.1889 - d_accuracy: 0.6653
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1908 - g_loss: 1.1549 - d_accuracy: 0.6797Epoch 112: D Accuracy = 0.7304
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1881 - g_loss: 1.1578 - d_accuracy: 0.6815
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1874 - g_loss: 1.1331 - d_accuracy: 0.6896Epoch 113: D Accuracy = 0.7010
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1885 - g_loss: 1.1268 - d_accuracy: 0.6900
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1919 - g_loss: 1.1357 - d_accuracy: 0.6850Epoch 114: D Accuracy = 0.6275
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1935 - g_loss: 1.1362 - d_accuracy: 0.6829
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2035 - g_loss: 1.1537 - d_accuracy: 0.6749Epoch 115: D Accuracy = 0.5735
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2041 - g_loss: 1.1642 - d_accuracy: 0.6713
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2193 - g_loss: 1.1490 - d_accuracy: 0.6685Epoch 116: D Accuracy = 0.6275
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2213 - g_loss: 1.1609 - d_accuracy: 0.6670
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.1495 - d_accuracy: 0.6808Epoch 117: D Accuracy = 0.7304
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2027 - g_loss: 1.1574 - d_accuracy: 0.6826
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1738 - g_loss: 1.1401 - d_accuracy: 0.6969Epoch 118: D Accuracy = 0.6373
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1761 - g_loss: 1.1373 - d_accuracy: 0.6948
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2263 - g_loss: 1.1750 - d_accuracy: 0.6730Epoch 119: D Accuracy = 0.7304
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2236 - g_loss: 1.1714 - d_accuracy: 0.6751
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1688 - g_loss: 1.1300 - d_accuracy: 0.7025Epoch 120: D Accuracy = 0.6422
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1717 - g_loss: 1.1268 - d_accuracy: 0.7003
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1843 - g_loss: 1.1472 - d_accuracy: 0.6852Epoch 121: D Accuracy = 0.7696
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1799 - g_loss: 1.1486 - d_accuracy: 0.6882
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1910 - g_loss: 1.1610 - d_accuracy: 0.6746Epoch 122: D Accuracy = 0.6569
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1915 - g_loss: 1.1568 - d_accuracy: 0.6740
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1671 - g_loss: 1.1657 - d_accuracy: 0.6938Epoch 123: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1696 - g_loss: 1.1771 - d_accuracy: 0.6917
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1859 - g_loss: 1.1863 - d_accuracy: 0.6869Epoch 124: D Accuracy = 0.6961
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1834 - g_loss: 1.1889 - d_accuracy: 0.6873
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1922 - g_loss: 1.1707 - d_accuracy: 0.6793Epoch 125: D Accuracy = 0.5784
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1947 - g_loss: 1.1816 - d_accuracy: 0.6757
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1804 - g_loss: 1.1454 - d_accuracy: 0.6973Epoch 126: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1782 - g_loss: 1.1423 - d_accuracy: 0.6992
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1881 - g_loss: 1.1696 - d_accuracy: 0.6812Epoch 127: D Accuracy = 0.7059
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1902 - g_loss: 1.1539 - d_accuracy: 0.6821
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2014 - g_loss: 1.1883 - d_accuracy: 0.6780Epoch 128: D Accuracy = 0.7010
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1999 - g_loss: 1.1931 - d_accuracy: 0.6788
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1747 - g_loss: 1.1512 - d_accuracy: 0.6926Epoch 129: D Accuracy = 0.7745
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1706 - g_loss: 1.1544 - d_accuracy: 0.6955
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1805 - g_loss: 1.1648 - d_accuracy: 0.6900Epoch 130: D Accuracy = 0.7206
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1792 - g_loss: 1.1628 - d_accuracy: 0.6911
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1814 - g_loss: 1.1611 - d_accuracy: 0.6876Epoch 131: D Accuracy = 0.6422
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1822 - g_loss: 1.1599 - d_accuracy: 0.6859
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1848 - g_loss: 1.1791 - d_accuracy: 0.6879Epoch 132: D Accuracy = 0.6275
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1871 - g_loss: 1.1739 - d_accuracy: 0.6857
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1574 - g_loss: 1.1844 - d_accuracy: 0.7022Epoch 133: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1580 - g_loss: 1.1782 - d_accuracy: 0.7019
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1912 - g_loss: 1.1950 - d_accuracy: 0.6810Epoch 134: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1938 - g_loss: 1.1755 - d_accuracy: 0.6804
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1926 - g_loss: 1.1755 - d_accuracy: 0.6866Epoch 135: D Accuracy = 0.7598
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1900 - g_loss: 1.1673 - d_accuracy: 0.6892
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1611 - g_loss: 1.1921 - d_accuracy: 0.6961Epoch 136: D Accuracy = 0.6225
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1627 - g_loss: 1.2084 - d_accuracy: 0.6935
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1973 - g_loss: 1.1832 - d_accuracy: 0.6797Epoch 137: D Accuracy = 0.6225
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1983 - g_loss: 1.1883 - d_accuracy: 0.6777
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2002 - g_loss: 1.1867 - d_accuracy: 0.6717Epoch 138: D Accuracy = 0.5784
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2039 - g_loss: 1.2126 - d_accuracy: 0.6684
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1655 - g_loss: 1.1755 - d_accuracy: 0.6960Epoch 139: D Accuracy = 0.6863
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1690 - g_loss: 1.1670 - d_accuracy: 0.6956
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1621 - g_loss: 1.1830 - d_accuracy: 0.6989Epoch 140: D Accuracy = 0.6912
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1658 - g_loss: 1.1705 - d_accuracy: 0.6986
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1836 - g_loss: 1.1868 - d_accuracy: 0.6953Epoch 141: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1836 - g_loss: 1.1742 - d_accuracy: 0.6973
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1881 - g_loss: 1.1728 - d_accuracy: 0.6863Epoch 142: D Accuracy = 0.5931
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1936 - g_loss: 1.1740 - d_accuracy: 0.6830
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1923 - g_loss: 1.1789 - d_accuracy: 0.6894Epoch 143: D Accuracy = 0.6814
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1963 - g_loss: 1.1630 - d_accuracy: 0.6892
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1507 - g_loss: 1.1828 - d_accuracy: 0.7083Epoch 144: D Accuracy = 0.6520
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1543 - g_loss: 1.1680 - d_accuracy: 0.7063
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1767 - g_loss: 1.1894 - d_accuracy: 0.6969Epoch 145: D Accuracy = 0.7304
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1761 - g_loss: 1.1828 - d_accuracy: 0.6981
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1758 - g_loss: 1.1929 - d_accuracy: 0.6950Epoch 146: D Accuracy = 0.7304
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1734 - g_loss: 1.1956 - d_accuracy: 0.6963
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1473 - g_loss: 1.2103 - d_accuracy: 0.7034Epoch 147: D Accuracy = 0.7255
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1448 - g_loss: 1.2135 - d_accuracy: 0.7042
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1815 - g_loss: 1.1931 - d_accuracy: 0.6880Epoch 148: D Accuracy = 0.6373
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1820 - g_loss: 1.1959 - d_accuracy: 0.6861
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1744 - g_loss: 1.1992 - d_accuracy: 0.6924Epoch 149: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1740 - g_loss: 1.2159 - d_accuracy: 0.6903
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1350 - g_loss: 1.2135 - d_accuracy: 0.7088Epoch 150: D Accuracy = 0.7402
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1336 - g_loss: 1.2129 - d_accuracy: 0.7100
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1746 - g_loss: 1.1941 - d_accuracy: 0.6914Epoch 151: D Accuracy = 0.6716
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1783 - g_loss: 1.1828 - d_accuracy: 0.6907
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1657 - g_loss: 1.2241 - d_accuracy: 0.6989Epoch 152: D Accuracy = 0.6716
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1697 - g_loss: 1.2068 - d_accuracy: 0.6979
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1410 - g_loss: 1.2181 - d_accuracy: 0.7092Epoch 153: D Accuracy = 0.7353
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1402 - g_loss: 1.2121 - d_accuracy: 0.7102
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1574 - g_loss: 1.2076 - d_accuracy: 0.6980Epoch 154: D Accuracy = 0.7010
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1574 - g_loss: 1.2077 - d_accuracy: 0.6981
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1533 - g_loss: 1.2354 - d_accuracy: 0.7044Epoch 155: D Accuracy = 0.7059
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1554 - g_loss: 1.2314 - d_accuracy: 0.7044
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1709 - g_loss: 1.2482 - d_accuracy: 0.6930Epoch 156: D Accuracy = 0.6716
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1717 - g_loss: 1.2521 - d_accuracy: 0.6922
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1370 - g_loss: 1.2098 - d_accuracy: 0.7157Epoch 157: D Accuracy = 0.8088
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1353 - g_loss: 1.2041 - d_accuracy: 0.7190
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1471 - g_loss: 1.2161 - d_accuracy: 0.6999Epoch 158: D Accuracy = 0.6275
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1485 - g_loss: 1.2189 - d_accuracy: 0.6973
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1574 - g_loss: 1.2168 - d_accuracy: 0.7066Epoch 159: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1634 - g_loss: 1.1992 - d_accuracy: 0.7039
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1756 - g_loss: 1.2371 - d_accuracy: 0.6999Epoch 160: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1750 - g_loss: 1.2240 - d_accuracy: 0.7017
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1488 - g_loss: 1.2252 - d_accuracy: 0.7020Epoch 161: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1471 - g_loss: 1.2184 - d_accuracy: 0.7037
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1758 - g_loss: 1.2184 - d_accuracy: 0.6862Epoch 162: D Accuracy = 0.6961
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1749 - g_loss: 1.2111 - d_accuracy: 0.6866
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1260 - g_loss: 1.2362 - d_accuracy: 0.7185Epoch 163: D Accuracy = 0.7157
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1270 - g_loss: 1.2308 - d_accuracy: 0.7184
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1656 - g_loss: 1.2375 - d_accuracy: 0.6982Epoch 164: D Accuracy = 0.6520
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1645 - g_loss: 1.2489 - d_accuracy: 0.6965
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1285 - g_loss: 1.2510 - d_accuracy: 0.7183Epoch 165: D Accuracy = 0.7255
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1278 - g_loss: 1.2566 - d_accuracy: 0.7185
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1506 - g_loss: 1.2186 - d_accuracy: 0.7042Epoch 166: D Accuracy = 0.7549
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1512 - g_loss: 1.2059 - d_accuracy: 0.7060
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1477 - g_loss: 1.2573 - d_accuracy: 0.7035Epoch 167: D Accuracy = 0.6863
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1494 - g_loss: 1.2507 - d_accuracy: 0.7029
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1477 - g_loss: 1.2429 - d_accuracy: 0.7066Epoch 168: D Accuracy = 0.6912
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1494 - g_loss: 1.2401 - d_accuracy: 0.7060
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1266 - g_loss: 1.2460 - d_accuracy: 0.7172Epoch 169: D Accuracy = 0.7157
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1239 - g_loss: 1.2570 - d_accuracy: 0.7171
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1432 - g_loss: 1.2367 - d_accuracy: 0.7115Epoch 170: D Accuracy = 0.6569
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1490 - g_loss: 1.2164 - d_accuracy: 0.7096
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1456 - g_loss: 1.2463 - d_accuracy: 0.7049Epoch 171: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1444 - g_loss: 1.2379 - d_accuracy: 0.7065
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1366 - g_loss: 1.2543 - d_accuracy: 0.7127Epoch 172: D Accuracy = 0.6520
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1385 - g_loss: 1.2613 - d_accuracy: 0.7105
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1561 - g_loss: 1.2551 - d_accuracy: 0.7008Epoch 173: D Accuracy = 0.6765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1553 - g_loss: 1.2655 - d_accuracy: 0.7000
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1216 - g_loss: 1.2395 - d_accuracy: 0.7221Epoch 174: D Accuracy = 0.6422
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1259 - g_loss: 1.2513 - d_accuracy: 0.7193
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1596 - g_loss: 1.2291 - d_accuracy: 0.6988Epoch 175: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1583 - g_loss: 1.2213 - d_accuracy: 0.7006
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1332 - g_loss: 1.2576 - d_accuracy: 0.7128Epoch 176: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1327 - g_loss: 1.2444 - d_accuracy: 0.7146
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1204 - g_loss: 1.2709 - d_accuracy: 0.7183Epoch 177: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1217 - g_loss: 1.2866 - d_accuracy: 0.7168
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1379 - g_loss: 1.2765 - d_accuracy: 0.7115Epoch 178: D Accuracy = 0.5931
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1417 - g_loss: 1.2918 - d_accuracy: 0.7073
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1320 - g_loss: 1.2510 - d_accuracy: 0.7122Epoch 179: D Accuracy = 0.6716
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1338 - g_loss: 1.2470 - d_accuracy: 0.7108
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1325 - g_loss: 1.2997 - d_accuracy: 0.7085Epoch 180: D Accuracy = 0.7549
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1305 - g_loss: 1.2996 - d_accuracy: 0.7102
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1351 - g_loss: 1.2600 - d_accuracy: 0.7133Epoch 181: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1383 - g_loss: 1.2530 - d_accuracy: 0.7117
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1118 - g_loss: 1.2758 - d_accuracy: 0.7259Epoch 182: D Accuracy = 0.6373
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1151 - g_loss: 1.2812 - d_accuracy: 0.7227
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1598 - g_loss: 1.3082 - d_accuracy: 0.6953Epoch 183: D Accuracy = 0.5735
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1641 - g_loss: 1.3242 - d_accuracy: 0.6909
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1252 - g_loss: 1.2741 - d_accuracy: 0.7100Epoch 184: D Accuracy = 0.7843
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1239 - g_loss: 1.2714 - d_accuracy: 0.7127
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1299 - g_loss: 1.2714 - d_accuracy: 0.7187Epoch 185: D Accuracy = 0.6863
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1325 - g_loss: 1.2582 - d_accuracy: 0.7175
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1257 - g_loss: 1.2838 - d_accuracy: 0.7194Epoch 186: D Accuracy = 0.7745
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1241 - g_loss: 1.2795 - d_accuracy: 0.7213
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1112 - g_loss: 1.2835 - d_accuracy: 0.7226Epoch 187: D Accuracy = 0.6422
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1131 - g_loss: 1.3050 - d_accuracy: 0.7197
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1185 - g_loss: 1.3001 - d_accuracy: 0.7215Epoch 188: D Accuracy = 0.6863
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1184 - g_loss: 1.3050 - d_accuracy: 0.7202
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1404 - g_loss: 1.2738 - d_accuracy: 0.7099Epoch 189: D Accuracy = 0.7647
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1378 - g_loss: 1.2746 - d_accuracy: 0.7118
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1172 - g_loss: 1.2934 - d_accuracy: 0.7184Epoch 190: D Accuracy = 0.6863
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1188 - g_loss: 1.2894 - d_accuracy: 0.7173
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1119 - g_loss: 1.2776 - d_accuracy: 0.7289Epoch 191: D Accuracy = 0.7402
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1123 - g_loss: 1.2665 - d_accuracy: 0.7293
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1358 - g_loss: 1.2892 - d_accuracy: 0.7073Epoch 192: D Accuracy = 0.6716
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1373 - g_loss: 1.2802 - d_accuracy: 0.7060
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0805 - g_loss: 1.3080 - d_accuracy: 0.7366Epoch 193: D Accuracy = 0.7157
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0821 - g_loss: 1.3060 - d_accuracy: 0.7358
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1008 - g_loss: 1.2868 - d_accuracy: 0.7353Epoch 194: D Accuracy = 0.7255
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1005 - g_loss: 1.2912 - d_accuracy: 0.7350
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1113 - g_loss: 1.3059 - d_accuracy: 0.7278Epoch 195: D Accuracy = 0.7990
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1094 - g_loss: 1.2983 - d_accuracy: 0.7303
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1129 - g_loss: 1.2946 - d_accuracy: 0.7269Epoch 196: D Accuracy = 0.7206
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1153 - g_loss: 1.2880 - d_accuracy: 0.7267
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1275 - g_loss: 1.3095 - d_accuracy: 0.7192Epoch 197: D Accuracy = 0.7353
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1298 - g_loss: 1.2981 - d_accuracy: 0.7198
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0894 - g_loss: 1.3239 - d_accuracy: 0.7388Epoch 198: D Accuracy = 0.7843
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0886 - g_loss: 1.3219 - d_accuracy: 0.7405
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1306 - g_loss: 1.3372 - d_accuracy: 0.7209Epoch 199: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1280 - g_loss: 1.3339 - d_accuracy: 0.7220
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0838 - g_loss: 1.3121 - d_accuracy: 0.7421
Class 11 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.6814
27/27 [==============================] - 1s 40ms/step - d_loss: 1.0847 - g_loss: 1.3211 - d_accuracy: 0.7399
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1441 - g_loss: 1.3267 - d_accuracy: 0.7125Epoch 201: D Accuracy = 0.6863
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1428 - g_loss: 1.3383 - d_accuracy: 0.7115
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0920 - g_loss: 1.3115 - d_accuracy: 0.7364Epoch 202: D Accuracy = 0.7304
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0919 - g_loss: 1.3068 - d_accuracy: 0.7362
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1011 - g_loss: 1.3138 - d_accuracy: 0.7311Epoch 203: D Accuracy = 0.6961
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1023 - g_loss: 1.3075 - d_accuracy: 0.7298
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1185 - g_loss: 1.3133 - d_accuracy: 0.7281Epoch 204: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1127 - g_loss: 1.3180 - d_accuracy: 0.7318
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0901 - g_loss: 1.3470 - d_accuracy: 0.7351Epoch 205: D Accuracy = 0.7696
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0889 - g_loss: 1.3442 - d_accuracy: 0.7363
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0926 - g_loss: 1.3220 - d_accuracy: 0.7391Epoch 206: D Accuracy = 0.7451
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0943 - g_loss: 1.3096 - d_accuracy: 0.7393
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1097 - g_loss: 1.3499 - d_accuracy: 0.7264Epoch 207: D Accuracy = 0.6373
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1128 - g_loss: 1.3673 - d_accuracy: 0.7233
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0697 - g_loss: 1.3277 - d_accuracy: 0.7466Epoch 208: D Accuracy = 0.7451
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0701 - g_loss: 1.3327 - d_accuracy: 0.7466
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0894 - g_loss: 1.3610 - d_accuracy: 0.7388Epoch 209: D Accuracy = 0.7647
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0867 - g_loss: 1.3696 - d_accuracy: 0.7398
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0781 - g_loss: 1.3332 - d_accuracy: 0.7441Epoch 210: D Accuracy = 0.7353
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0785 - g_loss: 1.3298 - d_accuracy: 0.7438
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0884 - g_loss: 1.3501 - d_accuracy: 0.7325Epoch 211: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0867 - g_loss: 1.3443 - d_accuracy: 0.7336
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0866 - g_loss: 1.3876 - d_accuracy: 0.7367Epoch 212: D Accuracy = 0.6961
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0857 - g_loss: 1.4013 - d_accuracy: 0.7353
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0905 - g_loss: 1.3642 - d_accuracy: 0.7360Epoch 213: D Accuracy = 0.7745
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0862 - g_loss: 1.3705 - d_accuracy: 0.7374
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0911 - g_loss: 1.3499 - d_accuracy: 0.7315Epoch 214: D Accuracy = 0.6520
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0936 - g_loss: 1.3568 - d_accuracy: 0.7286
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0581 - g_loss: 1.3797 - d_accuracy: 0.7519Epoch 215: D Accuracy = 0.6912
27/27 [==============================] - 1s 38ms/step - d_loss: 1.0590 - g_loss: 1.3903 - d_accuracy: 0.7497
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1124 - g_loss: 1.3478 - d_accuracy: 0.7257Epoch 216: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1130 - g_loss: 1.3367 - d_accuracy: 0.7266
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0747 - g_loss: 1.3679 - d_accuracy: 0.7408Epoch 217: D Accuracy = 0.7402
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0762 - g_loss: 1.3588 - d_accuracy: 0.7408
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0744 - g_loss: 1.3946 - d_accuracy: 0.7420Epoch 218: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0744 - g_loss: 1.3980 - d_accuracy: 0.7428
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0786 - g_loss: 1.3630 - d_accuracy: 0.7489Epoch 219: D Accuracy = 0.7990
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0775 - g_loss: 1.3549 - d_accuracy: 0.7507
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0617 - g_loss: 1.3818 - d_accuracy: 0.7482Epoch 220: D Accuracy = 0.7402
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0635 - g_loss: 1.3690 - d_accuracy: 0.7479
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0761 - g_loss: 1.3798 - d_accuracy: 0.7438Epoch 221: D Accuracy = 0.7892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0764 - g_loss: 1.3666 - d_accuracy: 0.7454
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0798 - g_loss: 1.3788 - d_accuracy: 0.7380Epoch 222: D Accuracy = 0.7304
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0831 - g_loss: 1.3586 - d_accuracy: 0.7377
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0846 - g_loss: 1.3885 - d_accuracy: 0.7360Epoch 223: D Accuracy = 0.7696
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0816 - g_loss: 1.3904 - d_accuracy: 0.7372
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0722 - g_loss: 1.3637 - d_accuracy: 0.7398Epoch 224: D Accuracy = 0.6961
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0736 - g_loss: 1.3669 - d_accuracy: 0.7382
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0652 - g_loss: 1.4054 - d_accuracy: 0.7520Epoch 225: D Accuracy = 0.7598
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0666 - g_loss: 1.3914 - d_accuracy: 0.7522
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1031 - g_loss: 1.3736 - d_accuracy: 0.7258Epoch 226: D Accuracy = 0.8088
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1016 - g_loss: 1.3632 - d_accuracy: 0.7288
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0754 - g_loss: 1.4207 - d_accuracy: 0.7404Epoch 227: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0746 - g_loss: 1.4255 - d_accuracy: 0.7397
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0552 - g_loss: 1.4133 - d_accuracy: 0.7509Epoch 228: D Accuracy = 0.7108
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0546 - g_loss: 1.4280 - d_accuracy: 0.7494
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0624 - g_loss: 1.4134 - d_accuracy: 0.7479Epoch 229: D Accuracy = 0.7451
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0629 - g_loss: 1.4151 - d_accuracy: 0.7478
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0496 - g_loss: 1.4272 - d_accuracy: 0.7513Epoch 230: D Accuracy = 0.6863
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0531 - g_loss: 1.4203 - d_accuracy: 0.7489
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0590 - g_loss: 1.4098 - d_accuracy: 0.7475Epoch 231: D Accuracy = 0.7304
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0580 - g_loss: 1.4181 - d_accuracy: 0.7469
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0606 - g_loss: 1.4106 - d_accuracy: 0.7561Epoch 232: D Accuracy = 0.7353
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0632 - g_loss: 1.3945 - d_accuracy: 0.7554
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0389 - g_loss: 1.4283 - d_accuracy: 0.7623Epoch 233: D Accuracy = 0.7647
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0374 - g_loss: 1.4289 - d_accuracy: 0.7624
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0364 - g_loss: 1.4420 - d_accuracy: 0.7600Epoch 234: D Accuracy = 0.8137
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0330 - g_loss: 1.4443 - d_accuracy: 0.7619
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0769 - g_loss: 1.4457 - d_accuracy: 0.7396Epoch 235: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0780 - g_loss: 1.4543 - d_accuracy: 0.7378
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0640 - g_loss: 1.4001 - d_accuracy: 0.7525Epoch 236: D Accuracy = 0.8480
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0585 - g_loss: 1.4017 - d_accuracy: 0.7559
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0680 - g_loss: 1.4523 - d_accuracy: 0.7469Epoch 237: D Accuracy = 0.8235
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0665 - g_loss: 1.4373 - d_accuracy: 0.7497
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0346 - g_loss: 1.4357 - d_accuracy: 0.7607Epoch 238: D Accuracy = 0.7304
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0419 - g_loss: 1.4136 - d_accuracy: 0.7596
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0781 - g_loss: 1.4932 - d_accuracy: 0.7396Epoch 239: D Accuracy = 0.5980
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0863 - g_loss: 1.5245 - d_accuracy: 0.7345
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0506 - g_loss: 1.4261 - d_accuracy: 0.7557Epoch 240: D Accuracy = 0.7794
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0503 - g_loss: 1.4183 - d_accuracy: 0.7566
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0371 - g_loss: 1.4662 - d_accuracy: 0.7605Epoch 241: D Accuracy = 0.7059
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0382 - g_loss: 1.4825 - d_accuracy: 0.7586
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0357 - g_loss: 1.4734 - d_accuracy: 0.7659Epoch 242: D Accuracy = 0.8235
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0338 - g_loss: 1.4653 - d_accuracy: 0.7679
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0661 - g_loss: 1.4601 - d_accuracy: 0.7458Epoch 243: D Accuracy = 0.7255
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0646 - g_loss: 1.4643 - d_accuracy: 0.7450
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0320 - g_loss: 1.4576 - d_accuracy: 0.7625Epoch 244: D Accuracy = 0.8088
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0317 - g_loss: 1.4505 - d_accuracy: 0.7641
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9978 - g_loss: 1.5042 - d_accuracy: 0.7809Epoch 245: D Accuracy = 0.7598
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9968 - g_loss: 1.5149 - d_accuracy: 0.7801
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0290 - g_loss: 1.4774 - d_accuracy: 0.7659Epoch 246: D Accuracy = 0.6961
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0300 - g_loss: 1.4930 - d_accuracy: 0.7634
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0303 - g_loss: 1.4862 - d_accuracy: 0.7626Epoch 247: D Accuracy = 0.6716
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0361 - g_loss: 1.4953 - d_accuracy: 0.7593
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0512 - g_loss: 1.4752 - d_accuracy: 0.7530Epoch 248: D Accuracy = 0.7990
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0505 - g_loss: 1.4577 - d_accuracy: 0.7546
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0348 - g_loss: 1.4648 - d_accuracy: 0.7576Epoch 249: D Accuracy = 0.8725
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0299 - g_loss: 1.4675 - d_accuracy: 0.7617
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0243 - g_loss: 1.4607 - d_accuracy: 0.7701Epoch 250: D Accuracy = 0.7304
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0256 - g_loss: 1.4613 - d_accuracy: 0.7687
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0298 - g_loss: 1.4801 - d_accuracy: 0.7606Epoch 251: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0315 - g_loss: 1.4635 - d_accuracy: 0.7623
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0347 - g_loss: 1.4904 - d_accuracy: 0.7592Epoch 252: D Accuracy = 0.8333
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0304 - g_loss: 1.4964 - d_accuracy: 0.7618
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0265 - g_loss: 1.4939 - d_accuracy: 0.7626Epoch 253: D Accuracy = 0.7353
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0292 - g_loss: 1.4871 - d_accuracy: 0.7616
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0560 - g_loss: 1.4790 - d_accuracy: 0.7564Epoch 254: D Accuracy = 0.7892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0565 - g_loss: 1.4621 - d_accuracy: 0.7575
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0449 - g_loss: 1.5037 - d_accuracy: 0.7488Epoch 255: D Accuracy = 0.7206
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0451 - g_loss: 1.5068 - d_accuracy: 0.7478
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0122 - g_loss: 1.5128 - d_accuracy: 0.7759Epoch 256: D Accuracy = 0.7451
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0137 - g_loss: 1.5193 - d_accuracy: 0.7748
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0187 - g_loss: 1.4955 - d_accuracy: 0.7664Epoch 257: D Accuracy = 0.7353
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0219 - g_loss: 1.4808 - d_accuracy: 0.7653
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0197 - g_loss: 1.5039 - d_accuracy: 0.7654Epoch 258: D Accuracy = 0.7843
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0241 - g_loss: 1.4846 - d_accuracy: 0.7661
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0204 - g_loss: 1.5391 - d_accuracy: 0.7679Epoch 259: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0205 - g_loss: 1.5286 - d_accuracy: 0.7678
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0292 - g_loss: 1.4992 - d_accuracy: 0.7653Epoch 260: D Accuracy = 0.7892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0298 - g_loss: 1.4895 - d_accuracy: 0.7662
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9973 - g_loss: 1.5196 - d_accuracy: 0.7799Epoch 261: D Accuracy = 0.8235
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9962 - g_loss: 1.5173 - d_accuracy: 0.7815
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0313 - g_loss: 1.5451 - d_accuracy: 0.7634Epoch 262: D Accuracy = 0.7059
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0321 - g_loss: 1.5633 - d_accuracy: 0.7614
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0292 - g_loss: 1.5141 - d_accuracy: 0.7624Epoch 263: D Accuracy = 0.7255
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0368 - g_loss: 1.4878 - d_accuracy: 0.7611
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9970 - g_loss: 1.5410 - d_accuracy: 0.7768Epoch 264: D Accuracy = 0.7794
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9957 - g_loss: 1.5408 - d_accuracy: 0.7769
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0326 - g_loss: 1.5360 - d_accuracy: 0.7652Epoch 265: D Accuracy = 0.7157
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0382 - g_loss: 1.5151 - d_accuracy: 0.7635
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0449 - g_loss: 1.5491 - d_accuracy: 0.7563Epoch 266: D Accuracy = 0.8725
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0410 - g_loss: 1.5441 - d_accuracy: 0.7604
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0143 - g_loss: 1.5526 - d_accuracy: 0.7691Epoch 267: D Accuracy = 0.6863
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0197 - g_loss: 1.5538 - d_accuracy: 0.7661
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0199 - g_loss: 1.5519 - d_accuracy: 0.7625Epoch 268: D Accuracy = 0.8284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0186 - g_loss: 1.5426 - d_accuracy: 0.7648
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9824 - g_loss: 1.5496 - d_accuracy: 0.7888Epoch 269: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9808 - g_loss: 1.5537 - d_accuracy: 0.7895
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0444 - g_loss: 1.5566 - d_accuracy: 0.7509Epoch 270: D Accuracy = 0.7598
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0454 - g_loss: 1.5452 - d_accuracy: 0.7513
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0167 - g_loss: 1.5359 - d_accuracy: 0.7672Epoch 271: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0148 - g_loss: 1.5418 - d_accuracy: 0.7666
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9986 - g_loss: 1.5553 - d_accuracy: 0.7765Epoch 272: D Accuracy = 0.7549
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0010 - g_loss: 1.5483 - d_accuracy: 0.7757
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9932 - g_loss: 1.5620 - d_accuracy: 0.7812Epoch 273: D Accuracy = 0.8186
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9926 - g_loss: 1.5522 - d_accuracy: 0.7825
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9997 - g_loss: 1.5978 - d_accuracy: 0.7724Epoch 274: D Accuracy = 0.6863
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0033 - g_loss: 1.6092 - d_accuracy: 0.7693
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0152 - g_loss: 1.5520 - d_accuracy: 0.7668Epoch 275: D Accuracy = 0.7304
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0152 - g_loss: 1.5548 - d_accuracy: 0.7655
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0172 - g_loss: 1.5581 - d_accuracy: 0.7641Epoch 276: D Accuracy = 0.7843
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0149 - g_loss: 1.5568 - d_accuracy: 0.7649
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9838 - g_loss: 1.5607 - d_accuracy: 0.7897Epoch 277: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9839 - g_loss: 1.5473 - d_accuracy: 0.7912
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9983 - g_loss: 1.5502 - d_accuracy: 0.7764Epoch 278: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0004 - g_loss: 1.5517 - d_accuracy: 0.7749
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9957 - g_loss: 1.5901 - d_accuracy: 0.7772Epoch 279: D Accuracy = 0.7892
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9932 - g_loss: 1.5955 - d_accuracy: 0.7776
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0023 - g_loss: 1.5664 - d_accuracy: 0.7796Epoch 280: D Accuracy = 0.7255
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0046 - g_loss: 1.5738 - d_accuracy: 0.7777
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9850 - g_loss: 1.5878 - d_accuracy: 0.7830Epoch 281: D Accuracy = 0.8529
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9812 - g_loss: 1.5841 - d_accuracy: 0.7855
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9604 - g_loss: 1.6139 - d_accuracy: 0.7940Epoch 282: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9597 - g_loss: 1.6239 - d_accuracy: 0.7924
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0072 - g_loss: 1.6006 - d_accuracy: 0.7726Epoch 283: D Accuracy = 0.8088
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0049 - g_loss: 1.6061 - d_accuracy: 0.7739
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9552 - g_loss: 1.5882 - d_accuracy: 0.8032Epoch 284: D Accuracy = 0.7843
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9571 - g_loss: 1.5804 - d_accuracy: 0.8025
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0035 - g_loss: 1.6365 - d_accuracy: 0.7760Epoch 285: D Accuracy = 0.7794
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0012 - g_loss: 1.6429 - d_accuracy: 0.7761
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9521 - g_loss: 1.6182 - d_accuracy: 0.7996Epoch 286: D Accuracy = 0.8284
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9519 - g_loss: 1.6149 - d_accuracy: 0.8007
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9890 - g_loss: 1.6419 - d_accuracy: 0.7764Epoch 287: D Accuracy = 0.7794
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9862 - g_loss: 1.6531 - d_accuracy: 0.7765
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9940 - g_loss: 1.6260 - d_accuracy: 0.7801Epoch 288: D Accuracy = 0.8137
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9942 - g_loss: 1.6177 - d_accuracy: 0.7813
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9833 - g_loss: 1.6528 - d_accuracy: 0.7875Epoch 289: D Accuracy = 0.7696
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9821 - g_loss: 1.6761 - d_accuracy: 0.7868
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9426 - g_loss: 1.6231 - d_accuracy: 0.8121Epoch 290: D Accuracy = 0.7990
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9423 - g_loss: 1.6340 - d_accuracy: 0.8117
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9848 - g_loss: 1.6277 - d_accuracy: 0.7830Epoch 291: D Accuracy = 0.7304
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9863 - g_loss: 1.6318 - d_accuracy: 0.7811
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9846 - g_loss: 1.6551 - d_accuracy: 0.7822Epoch 292: D Accuracy = 0.8039
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9839 - g_loss: 1.6429 - d_accuracy: 0.7830
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0020 - g_loss: 1.6348 - d_accuracy: 0.7726Epoch 293: D Accuracy = 0.7549
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0031 - g_loss: 1.6395 - d_accuracy: 0.7720
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9640 - g_loss: 1.6386 - d_accuracy: 0.7950Epoch 294: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9629 - g_loss: 1.6385 - d_accuracy: 0.7955
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9517 - g_loss: 1.6155 - d_accuracy: 0.8037Epoch 295: D Accuracy = 0.7696
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9557 - g_loss: 1.5948 - d_accuracy: 0.8025
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9666 - g_loss: 1.6386 - d_accuracy: 0.7902Epoch 296: D Accuracy = 0.8382
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9647 - g_loss: 1.6312 - d_accuracy: 0.7919
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9969 - g_loss: 1.7037 - d_accuracy: 0.7755Epoch 297: D Accuracy = 0.6814
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9995 - g_loss: 1.7168 - d_accuracy: 0.7722
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9670 - g_loss: 1.6666 - d_accuracy: 0.7882Epoch 298: D Accuracy = 0.7304
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9687 - g_loss: 1.6872 - d_accuracy: 0.7861
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9764 - g_loss: 1.6454 - d_accuracy: 0.7856Epoch 299: D Accuracy = 0.7696
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9775 - g_loss: 1.6312 - d_accuracy: 0.7850
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9527 - g_loss: 1.6667 - d_accuracy: 0.7928
Class 11 — Epoch 300 preview:
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Epoch 300: D Accuracy = 0.8235
27/27 [==============================] - 1s 46ms/step - d_loss: 0.9526 - g_loss: 1.6599 - d_accuracy: 0.7939
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9579 - g_loss: 1.6619 - d_accuracy: 0.7978Epoch 301: D Accuracy = 0.7745
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9623 - g_loss: 1.6431 - d_accuracy: 0.7970
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9452 - g_loss: 1.6892 - d_accuracy: 0.8012Epoch 302: D Accuracy = 0.8186
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9429 - g_loss: 1.7038 - d_accuracy: 0.8018
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9480 - g_loss: 1.6954 - d_accuracy: 0.7991Epoch 303: D Accuracy = 0.7794
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9493 - g_loss: 1.6904 - d_accuracy: 0.7984
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9760 - g_loss: 1.7397 - d_accuracy: 0.7915Epoch 304: D Accuracy = 0.7255
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9772 - g_loss: 1.7600 - d_accuracy: 0.7891
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9314 - g_loss: 1.6877 - d_accuracy: 0.8049Epoch 305: D Accuracy = 0.8039
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9310 - g_loss: 1.7010 - d_accuracy: 0.8049
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9576 - g_loss: 1.6877 - d_accuracy: 0.7926Epoch 306: D Accuracy = 0.8529
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9567 - g_loss: 1.6735 - d_accuracy: 0.7947
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9667 - g_loss: 1.6892 - d_accuracy: 0.7960Epoch 307: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9675 - g_loss: 1.7067 - d_accuracy: 0.7944
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9494 - g_loss: 1.7049 - d_accuracy: 0.8032Epoch 308: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9498 - g_loss: 1.7153 - d_accuracy: 0.8013
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9412 - g_loss: 1.6900 - d_accuracy: 0.8071Epoch 309: D Accuracy = 0.8235
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9408 - g_loss: 1.6849 - d_accuracy: 0.8077
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9808 - g_loss: 1.7061 - d_accuracy: 0.7929Epoch 310: D Accuracy = 0.8725
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9789 - g_loss: 1.6996 - d_accuracy: 0.7957
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9726 - g_loss: 1.7325 - d_accuracy: 0.7824Epoch 311: D Accuracy = 0.7647
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9734 - g_loss: 1.7383 - d_accuracy: 0.7817
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9423 - g_loss: 1.6791 - d_accuracy: 0.8061Epoch 312: D Accuracy = 0.8431
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9416 - g_loss: 1.6727 - d_accuracy: 0.8074
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9370 - g_loss: 1.6869 - d_accuracy: 0.8023Epoch 313: D Accuracy = 0.8235
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9389 - g_loss: 1.6686 - d_accuracy: 0.8031
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9502 - g_loss: 1.7090 - d_accuracy: 0.7960Epoch 314: D Accuracy = 0.8284
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9503 - g_loss: 1.6934 - d_accuracy: 0.7972
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9610 - g_loss: 1.7299 - d_accuracy: 0.7932Epoch 315: D Accuracy = 0.8529
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9574 - g_loss: 1.7284 - d_accuracy: 0.7953
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9404 - g_loss: 1.7010 - d_accuracy: 0.8047Epoch 316: D Accuracy = 0.8725
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9367 - g_loss: 1.6999 - d_accuracy: 0.8072
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9989 - g_loss: 1.7022 - d_accuracy: 0.7758Epoch 317: D Accuracy = 0.8480
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9960 - g_loss: 1.6942 - d_accuracy: 0.7783
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9069 - g_loss: 1.7205 - d_accuracy: 0.8180Epoch 318: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9055 - g_loss: 1.7079 - d_accuracy: 0.8198
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9530 - g_loss: 1.7421 - d_accuracy: 0.7930Epoch 319: D Accuracy = 0.7941
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9524 - g_loss: 1.7357 - d_accuracy: 0.7931
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9159 - g_loss: 1.7315 - d_accuracy: 0.8178Epoch 320: D Accuracy = 0.8578
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9135 - g_loss: 1.7339 - d_accuracy: 0.8192
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9425 - g_loss: 1.7389 - d_accuracy: 0.8067Epoch 321: D Accuracy = 0.8480
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9413 - g_loss: 1.7417 - d_accuracy: 0.8082
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9355 - g_loss: 1.7320 - d_accuracy: 0.8048Epoch 322: D Accuracy = 0.8186
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9350 - g_loss: 1.7287 - d_accuracy: 0.8053
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9203 - g_loss: 1.7425 - d_accuracy: 0.8158Epoch 323: D Accuracy = 0.8824
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9183 - g_loss: 1.7347 - d_accuracy: 0.8182
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9293 - g_loss: 1.7886 - d_accuracy: 0.8071Epoch 324: D Accuracy = 0.8627
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9267 - g_loss: 1.7761 - d_accuracy: 0.8091
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9705 - g_loss: 1.7769 - d_accuracy: 0.7839Epoch 325: D Accuracy = 0.8284
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9668 - g_loss: 1.7784 - d_accuracy: 0.7855
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9047 - g_loss: 1.7977 - d_accuracy: 0.8174Epoch 326: D Accuracy = 0.8775
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9026 - g_loss: 1.7935 - d_accuracy: 0.8195
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9363 - g_loss: 1.7626 - d_accuracy: 0.8035Epoch 327: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9359 - g_loss: 1.7472 - d_accuracy: 0.8058
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9094 - g_loss: 1.7947 - d_accuracy: 0.8160Epoch 328: D Accuracy = 0.8137
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9076 - g_loss: 1.8058 - d_accuracy: 0.8159
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9421 - g_loss: 1.7729 - d_accuracy: 0.7994Epoch 329: D Accuracy = 0.7941
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9424 - g_loss: 1.7611 - d_accuracy: 0.7992
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9366 - g_loss: 1.8448 - d_accuracy: 0.8007Epoch 330: D Accuracy = 0.7255
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9377 - g_loss: 1.8691 - d_accuracy: 0.7981
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9459 - g_loss: 1.7713 - d_accuracy: 0.8016Epoch 331: D Accuracy = 0.8529
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9432 - g_loss: 1.7667 - d_accuracy: 0.8034
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9674 - g_loss: 1.8109 - d_accuracy: 0.7883Epoch 332: D Accuracy = 0.7108
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9692 - g_loss: 1.8244 - d_accuracy: 0.7856
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8921 - g_loss: 1.7744 - d_accuracy: 0.8290Epoch 333: D Accuracy = 0.8480
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8935 - g_loss: 1.7603 - d_accuracy: 0.8297
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9312 - g_loss: 1.8002 - d_accuracy: 0.8062Epoch 334: D Accuracy = 0.8333
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9299 - g_loss: 1.7935 - d_accuracy: 0.8072
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9113 - g_loss: 1.7854 - d_accuracy: 0.8177Epoch 335: D Accuracy = 0.7843
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9173 - g_loss: 1.7588 - d_accuracy: 0.8165
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9219 - g_loss: 1.8479 - d_accuracy: 0.8082Epoch 336: D Accuracy = 0.6618
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9288 - g_loss: 1.8626 - d_accuracy: 0.8030
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9296 - g_loss: 1.7957 - d_accuracy: 0.8149Epoch 337: D Accuracy = 0.8186
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9286 - g_loss: 1.7980 - d_accuracy: 0.8150
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9245 - g_loss: 1.8089 - d_accuracy: 0.8059Epoch 338: D Accuracy = 0.7990
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9242 - g_loss: 1.8224 - d_accuracy: 0.8057
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9405 - g_loss: 1.8071 - d_accuracy: 0.8016Epoch 339: D Accuracy = 0.7794
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9442 - g_loss: 1.7899 - d_accuracy: 0.8008
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8943 - g_loss: 1.7930 - d_accuracy: 0.8226Epoch 340: D Accuracy = 0.8186
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8959 - g_loss: 1.7761 - d_accuracy: 0.8224
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9135 - g_loss: 1.8317 - d_accuracy: 0.8095Epoch 341: D Accuracy = 0.7010
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9184 - g_loss: 1.8497 - d_accuracy: 0.8057
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9214 - g_loss: 1.8322 - d_accuracy: 0.8156Epoch 342: D Accuracy = 0.8775
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9199 - g_loss: 1.8177 - d_accuracy: 0.8178
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8934 - g_loss: 1.8176 - d_accuracy: 0.8207Epoch 343: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8928 - g_loss: 1.8197 - d_accuracy: 0.8211
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8791 - g_loss: 1.8429 - d_accuracy: 0.8305Epoch 344: D Accuracy = 0.8775
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8780 - g_loss: 1.8379 - d_accuracy: 0.8322
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9027 - g_loss: 1.8331 - d_accuracy: 0.8204Epoch 345: D Accuracy = 0.8039
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9096 - g_loss: 1.8052 - d_accuracy: 0.8198
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9399 - g_loss: 1.8884 - d_accuracy: 0.8028Epoch 346: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9466 - g_loss: 1.9235 - d_accuracy: 0.7972
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9299 - g_loss: 1.8433 - d_accuracy: 0.8046Epoch 347: D Accuracy = 0.8284
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9287 - g_loss: 1.8343 - d_accuracy: 0.8054
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8791 - g_loss: 1.8581 - d_accuracy: 0.8321Epoch 348: D Accuracy = 0.7647
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8801 - g_loss: 1.8704 - d_accuracy: 0.8297
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8988 - g_loss: 1.8561 - d_accuracy: 0.8168Epoch 349: D Accuracy = 0.7206
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9023 - g_loss: 1.8640 - d_accuracy: 0.8133
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8912 - g_loss: 1.8843 - d_accuracy: 0.8262Epoch 350: D Accuracy = 0.8578
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8889 - g_loss: 1.8856 - d_accuracy: 0.8273
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9050 - g_loss: 1.8835 - d_accuracy: 0.8154Epoch 351: D Accuracy = 0.8088
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9078 - g_loss: 1.8635 - d_accuracy: 0.8152
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9145 - g_loss: 1.8612 - d_accuracy: 0.8111Epoch 352: D Accuracy = 0.8971
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9125 - g_loss: 1.8438 - d_accuracy: 0.8142
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9088 - g_loss: 1.8959 - d_accuracy: 0.8129Epoch 353: D Accuracy = 0.7451
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9128 - g_loss: 1.9033 - d_accuracy: 0.8105
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9032 - g_loss: 1.8552 - d_accuracy: 0.8174Epoch 354: D Accuracy = 0.8578
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9035 - g_loss: 1.8402 - d_accuracy: 0.8188
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9089 - g_loss: 1.8867 - d_accuracy: 0.8173Epoch 355: D Accuracy = 0.8284
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9065 - g_loss: 1.8927 - d_accuracy: 0.8177
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9117 - g_loss: 1.8815 - d_accuracy: 0.8170Epoch 356: D Accuracy = 0.8725
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9111 - g_loss: 1.8717 - d_accuracy: 0.8190
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9123 - g_loss: 1.8800 - d_accuracy: 0.8118Epoch 357: D Accuracy = 0.8480
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9119 - g_loss: 1.8664 - d_accuracy: 0.8131
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9048 - g_loss: 1.9083 - d_accuracy: 0.8133Epoch 358: D Accuracy = 0.8137
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9062 - g_loss: 1.9013 - d_accuracy: 0.8133
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8734 - g_loss: 1.9163 - d_accuracy: 0.8335Epoch 359: D Accuracy = 0.8824
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8717 - g_loss: 1.9076 - d_accuracy: 0.8352
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8976 - g_loss: 1.9244 - d_accuracy: 0.8181Epoch 360: D Accuracy = 0.8186
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8979 - g_loss: 1.9246 - d_accuracy: 0.8181
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8469 - g_loss: 1.9222 - d_accuracy: 0.8456Epoch 361: D Accuracy = 0.8284
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8509 - g_loss: 1.9026 - d_accuracy: 0.8450
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8720 - g_loss: 1.9438 - d_accuracy: 0.8299Epoch 362: D Accuracy = 0.7745
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8728 - g_loss: 1.9648 - d_accuracy: 0.8279
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9040 - g_loss: 1.8805 - d_accuracy: 0.8143Epoch 363: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9127 - g_loss: 1.8493 - d_accuracy: 0.8114
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8777 - g_loss: 1.9252 - d_accuracy: 0.8322Epoch 364: D Accuracy = 0.8480
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8756 - g_loss: 1.9339 - d_accuracy: 0.8328
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8997 - g_loss: 1.9292 - d_accuracy: 0.8118Epoch 365: D Accuracy = 0.8529
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8967 - g_loss: 1.9311 - d_accuracy: 0.8133
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9152 - g_loss: 1.9588 - d_accuracy: 0.8169Epoch 366: D Accuracy = 0.8578
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9135 - g_loss: 1.9574 - d_accuracy: 0.8184
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8791 - g_loss: 1.9325 - d_accuracy: 0.8245Epoch 367: D Accuracy = 0.6961
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8856 - g_loss: 1.9643 - d_accuracy: 0.8199
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8542 - g_loss: 1.9206 - d_accuracy: 0.8396Epoch 368: D Accuracy = 0.8873
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8525 - g_loss: 1.9121 - d_accuracy: 0.8413
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8878 - g_loss: 1.9385 - d_accuracy: 0.8241Epoch 369: D Accuracy = 0.8725
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8878 - g_loss: 1.9197 - d_accuracy: 0.8259
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8643 - g_loss: 1.9162 - d_accuracy: 0.8382Epoch 370: D Accuracy = 0.9118
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8622 - g_loss: 1.9117 - d_accuracy: 0.8408
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9238 - g_loss: 1.9452 - d_accuracy: 0.8056Epoch 371: D Accuracy = 0.9118
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9195 - g_loss: 1.9349 - d_accuracy: 0.8094
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8586 - g_loss: 1.9306 - d_accuracy: 0.8439Epoch 372: D Accuracy = 0.8824
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8583 - g_loss: 1.9171 - d_accuracy: 0.8453
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8562 - g_loss: 1.9367 - d_accuracy: 0.8404Epoch 373: D Accuracy = 0.8039
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8571 - g_loss: 1.9560 - d_accuracy: 0.8391
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9411 - g_loss: 1.9303 - d_accuracy: 0.7960Epoch 374: D Accuracy = 0.8039
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9393 - g_loss: 1.9269 - d_accuracy: 0.7963
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8709 - g_loss: 1.9539 - d_accuracy: 0.8307Epoch 375: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8728 - g_loss: 1.9691 - d_accuracy: 0.8278
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8580 - g_loss: 1.9585 - d_accuracy: 0.8372Epoch 376: D Accuracy = 0.8039
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8582 - g_loss: 1.9676 - d_accuracy: 0.8360
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9117 - g_loss: 1.9353 - d_accuracy: 0.8149Epoch 377: D Accuracy = 0.8333
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9125 - g_loss: 1.9170 - d_accuracy: 0.8155
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8825 - g_loss: 1.9955 - d_accuracy: 0.8209Epoch 378: D Accuracy = 0.8922
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8797 - g_loss: 1.9873 - d_accuracy: 0.8235
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8570 - g_loss: 1.9567 - d_accuracy: 0.8370Epoch 379: D Accuracy = 0.8284
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8588 - g_loss: 1.9511 - d_accuracy: 0.8367
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8554 - g_loss: 1.9931 - d_accuracy: 0.8403Epoch 380: D Accuracy = 0.8088
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8572 - g_loss: 1.9906 - d_accuracy: 0.8392
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8286 - g_loss: 2.0174 - d_accuracy: 0.8570Epoch 381: D Accuracy = 0.8725
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8269 - g_loss: 2.0210 - d_accuracy: 0.8575
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8918 - g_loss: 1.9927 - d_accuracy: 0.8196Epoch 382: D Accuracy = 0.8137
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8960 - g_loss: 1.9711 - d_accuracy: 0.8194
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8774 - g_loss: 1.9755 - d_accuracy: 0.8237Epoch 383: D Accuracy = 0.8578
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8766 - g_loss: 1.9624 - d_accuracy: 0.8249
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8675 - g_loss: 1.9858 - d_accuracy: 0.8346Epoch 384: D Accuracy = 0.8382
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8707 - g_loss: 1.9622 - d_accuracy: 0.8347
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8596 - g_loss: 2.0423 - d_accuracy: 0.8330Epoch 385: D Accuracy = 0.7010
27/27 [==============================] - 1s 38ms/step - d_loss: 0.8622 - g_loss: 2.0871 - d_accuracy: 0.8283
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8251 - g_loss: 2.0269 - d_accuracy: 0.8519Epoch 386: D Accuracy = 0.8971
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8228 - g_loss: 2.0200 - d_accuracy: 0.8536
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8307 - g_loss: 2.0205 - d_accuracy: 0.8526Epoch 387: D Accuracy = 0.8725
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8308 - g_loss: 2.0157 - d_accuracy: 0.8533
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8428 - g_loss: 2.0667 - d_accuracy: 0.8364Epoch 388: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8486 - g_loss: 2.0843 - d_accuracy: 0.8328
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8789 - g_loss: 2.0353 - d_accuracy: 0.8275Epoch 389: D Accuracy = 0.8529
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8746 - g_loss: 2.0497 - d_accuracy: 0.8284
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9322 - g_loss: 2.0153 - d_accuracy: 0.7991Epoch 390: D Accuracy = 0.7157
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9331 - g_loss: 2.0329 - d_accuracy: 0.7961
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8649 - g_loss: 2.0252 - d_accuracy: 0.8338Epoch 391: D Accuracy = 0.8725
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8612 - g_loss: 2.0454 - d_accuracy: 0.8352
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8329 - g_loss: 2.0363 - d_accuracy: 0.8498Epoch 392: D Accuracy = 0.8824
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8297 - g_loss: 2.0457 - d_accuracy: 0.8510
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8668 - g_loss: 2.0652 - d_accuracy: 0.8299Epoch 393: D Accuracy = 0.8333
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8652 - g_loss: 2.0801 - d_accuracy: 0.8300
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8436 - g_loss: 2.0132 - d_accuracy: 0.8438Epoch 394: D Accuracy = 0.8480
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8436 - g_loss: 2.0229 - d_accuracy: 0.8439
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8480 - g_loss: 2.0225 - d_accuracy: 0.8380Epoch 395: D Accuracy = 0.7794
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8507 - g_loss: 2.0295 - d_accuracy: 0.8359
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8740 - g_loss: 2.0300 - d_accuracy: 0.8258Epoch 396: D Accuracy = 0.8431
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8750 - g_loss: 2.0075 - d_accuracy: 0.8264
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8527 - g_loss: 2.0833 - d_accuracy: 0.8394Epoch 397: D Accuracy = 0.8431
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8537 - g_loss: 2.0675 - d_accuracy: 0.8395
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8458 - g_loss: 2.0405 - d_accuracy: 0.8336Epoch 398: D Accuracy = 0.8431
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8466 - g_loss: 2.0316 - d_accuracy: 0.8339
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8514 - g_loss: 2.0641 - d_accuracy: 0.8322Epoch 399: D Accuracy = 0.7353
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8568 - g_loss: 2.0790 - d_accuracy: 0.8287
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8516 - g_loss: 2.0502 - d_accuracy: 0.8341
Class 11 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.8480
27/27 [==============================] - 1s 40ms/step - d_loss: 0.8509 - g_loss: 2.0488 - d_accuracy: 0.8346
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8615 - g_loss: 2.0594 - d_accuracy: 0.8304Epoch 401: D Accuracy = 0.9167
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8551 - g_loss: 2.0715 - d_accuracy: 0.8335
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8215 - g_loss: 2.0616 - d_accuracy: 0.8539Epoch 402: D Accuracy = 0.8284
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8228 - g_loss: 2.0617 - d_accuracy: 0.8530
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8513 - g_loss: 2.0582 - d_accuracy: 0.8348Epoch 403: D Accuracy = 0.8431
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8558 - g_loss: 2.0357 - d_accuracy: 0.8351
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8795 - g_loss: 2.1362 - d_accuracy: 0.8227Epoch 404: D Accuracy = 0.7941
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8807 - g_loss: 2.1542 - d_accuracy: 0.8217
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8131 - g_loss: 2.0448 - d_accuracy: 0.8584Epoch 405: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8139 - g_loss: 2.0378 - d_accuracy: 0.8587
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8589 - g_loss: 2.1095 - d_accuracy: 0.8370Epoch 406: D Accuracy = 0.7206
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8637 - g_loss: 2.1337 - d_accuracy: 0.8329
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8732 - g_loss: 2.0842 - d_accuracy: 0.8318Epoch 407: D Accuracy = 0.8137
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8729 - g_loss: 2.0964 - d_accuracy: 0.8311
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8022 - g_loss: 2.1073 - d_accuracy: 0.8640Epoch 408: D Accuracy = 0.8775
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8037 - g_loss: 2.0957 - d_accuracy: 0.8644
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8430 - g_loss: 2.1282 - d_accuracy: 0.8432Epoch 409: D Accuracy = 0.8333
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8427 - g_loss: 2.1253 - d_accuracy: 0.8429
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8236 - g_loss: 2.0555 - d_accuracy: 0.8518Epoch 410: D Accuracy = 0.8627
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8245 - g_loss: 2.0400 - d_accuracy: 0.8522
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8189 - g_loss: 2.0987 - d_accuracy: 0.8491Epoch 411: D Accuracy = 0.9412
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8139 - g_loss: 2.1025 - d_accuracy: 0.8524
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8351 - g_loss: 2.0821 - d_accuracy: 0.8441Epoch 412: D Accuracy = 0.8676
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8349 - g_loss: 2.0590 - d_accuracy: 0.8449
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8653 - g_loss: 2.1514 - d_accuracy: 0.8283Epoch 413: D Accuracy = 0.7598
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8671 - g_loss: 2.1715 - d_accuracy: 0.8259
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8337 - g_loss: 2.1512 - d_accuracy: 0.8462Epoch 414: D Accuracy = 0.8578
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8312 - g_loss: 2.1663 - d_accuracy: 0.8466
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8434 - g_loss: 2.1080 - d_accuracy: 0.8376Epoch 415: D Accuracy = 0.8775
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8439 - g_loss: 2.0959 - d_accuracy: 0.8390
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8212 - g_loss: 2.1178 - d_accuracy: 0.8490Epoch 416: D Accuracy = 0.8529
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8241 - g_loss: 2.0938 - d_accuracy: 0.8491
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8670 - g_loss: 2.1867 - d_accuracy: 0.8284Epoch 417: D Accuracy = 0.6127
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8794 - g_loss: 2.2241 - d_accuracy: 0.8207
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8209 - g_loss: 2.0494 - d_accuracy: 0.8558Epoch 418: D Accuracy = 0.7990
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8298 - g_loss: 2.0181 - d_accuracy: 0.8538
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8613 - g_loss: 2.1411 - d_accuracy: 0.8328Epoch 419: D Accuracy = 0.8284
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8611 - g_loss: 2.1456 - d_accuracy: 0.8326
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8405 - g_loss: 2.1030 - d_accuracy: 0.8427Epoch 420: D Accuracy = 0.8186
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8418 - g_loss: 2.1041 - d_accuracy: 0.8418
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8057 - g_loss: 2.1070 - d_accuracy: 0.8617Epoch 421: D Accuracy = 0.8922
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8073 - g_loss: 2.0954 - d_accuracy: 0.8628
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8160 - g_loss: 2.1484 - d_accuracy: 0.8545Epoch 422: D Accuracy = 0.9069
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8150 - g_loss: 2.1427 - d_accuracy: 0.8563
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8035 - g_loss: 2.1565 - d_accuracy: 0.8619Epoch 423: D Accuracy = 0.8578
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8043 - g_loss: 2.1554 - d_accuracy: 0.8618
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8337 - g_loss: 2.1283 - d_accuracy: 0.8481Epoch 424: D Accuracy = 0.9216
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8282 - g_loss: 2.1375 - d_accuracy: 0.8507
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8186 - g_loss: 2.1943 - d_accuracy: 0.8506Epoch 425: D Accuracy = 0.8873
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8148 - g_loss: 2.2022 - d_accuracy: 0.8519
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8067 - g_loss: 2.1411 - d_accuracy: 0.8547Epoch 426: D Accuracy = 0.8725
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8047 - g_loss: 2.1558 - d_accuracy: 0.8553
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8318 - g_loss: 2.1537 - d_accuracy: 0.8494Epoch 427: D Accuracy = 0.8873
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8322 - g_loss: 2.1392 - d_accuracy: 0.8508
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8314 - g_loss: 2.1891 - d_accuracy: 0.8452Epoch 428: D Accuracy = 0.8676
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8276 - g_loss: 2.2080 - d_accuracy: 0.8460
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8534 - g_loss: 2.1335 - d_accuracy: 0.8323Epoch 429: D Accuracy = 0.8284
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8595 - g_loss: 2.0974 - d_accuracy: 0.8322
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7916 - g_loss: 2.1955 - d_accuracy: 0.8652Epoch 430: D Accuracy = 0.8480
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7941 - g_loss: 2.1847 - d_accuracy: 0.8646
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8086 - g_loss: 2.2241 - d_accuracy: 0.8543Epoch 431: D Accuracy = 0.8676
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8072 - g_loss: 2.2340 - d_accuracy: 0.8548
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8437 - g_loss: 2.2037 - d_accuracy: 0.8418Epoch 432: D Accuracy = 0.7549
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8454 - g_loss: 2.2288 - d_accuracy: 0.8387
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8332 - g_loss: 2.1265 - d_accuracy: 0.8481Epoch 433: D Accuracy = 0.9020
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8296 - g_loss: 2.1302 - d_accuracy: 0.8500
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8242 - g_loss: 2.1411 - d_accuracy: 0.8475Epoch 434: D Accuracy = 0.8284
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8262 - g_loss: 2.1248 - d_accuracy: 0.8468
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8636 - g_loss: 2.1602 - d_accuracy: 0.8256Epoch 435: D Accuracy = 0.7794
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8710 - g_loss: 2.1256 - d_accuracy: 0.8239
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8052 - g_loss: 2.1566 - d_accuracy: 0.8557Epoch 436: D Accuracy = 0.8627
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8062 - g_loss: 2.1380 - d_accuracy: 0.8560
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8151 - g_loss: 2.2048 - d_accuracy: 0.8509Epoch 437: D Accuracy = 0.8578
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8151 - g_loss: 2.2000 - d_accuracy: 0.8512
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8132 - g_loss: 2.1925 - d_accuracy: 0.8536Epoch 438: D Accuracy = 0.8676
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8113 - g_loss: 2.2002 - d_accuracy: 0.8541
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7986 - g_loss: 2.2307 - d_accuracy: 0.8582Epoch 439: D Accuracy = 0.8578
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7986 - g_loss: 2.2332 - d_accuracy: 0.8581
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7831 - g_loss: 2.2016 - d_accuracy: 0.8698Epoch 440: D Accuracy = 0.8824
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7827 - g_loss: 2.2035 - d_accuracy: 0.8702
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7930 - g_loss: 2.2263 - d_accuracy: 0.8596Epoch 441: D Accuracy = 0.8333
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7919 - g_loss: 2.2389 - d_accuracy: 0.8586
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8068 - g_loss: 2.2399 - d_accuracy: 0.8577Epoch 442: D Accuracy = 0.9069
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8035 - g_loss: 2.2440 - d_accuracy: 0.8594
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8200 - g_loss: 2.2392 - d_accuracy: 0.8493Epoch 443: D Accuracy = 0.8284
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8218 - g_loss: 2.2439 - d_accuracy: 0.8485
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7849 - g_loss: 2.1917 - d_accuracy: 0.8687Epoch 444: D Accuracy = 0.8971
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7832 - g_loss: 2.1835 - d_accuracy: 0.8697
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7793 - g_loss: 2.2097 - d_accuracy: 0.8701Epoch 445: D Accuracy = 0.9216
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7777 - g_loss: 2.1903 - d_accuracy: 0.8719
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8216 - g_loss: 2.2299 - d_accuracy: 0.8489Epoch 446: D Accuracy = 0.7010
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8282 - g_loss: 2.2529 - d_accuracy: 0.8436
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8196 - g_loss: 2.2409 - d_accuracy: 0.8515Epoch 447: D Accuracy = 0.8775
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8191 - g_loss: 2.2219 - d_accuracy: 0.8524
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8162 - g_loss: 2.2486 - d_accuracy: 0.8493Epoch 448: D Accuracy = 0.7696
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8203 - g_loss: 2.2632 - d_accuracy: 0.8464
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7716 - g_loss: 2.2168 - d_accuracy: 0.8776Epoch 449: D Accuracy = 0.8775
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7720 - g_loss: 2.2166 - d_accuracy: 0.8775
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8328 - g_loss: 2.2672 - d_accuracy: 0.8367Epoch 450: D Accuracy = 0.7157
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8400 - g_loss: 2.3025 - d_accuracy: 0.8324
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8551 - g_loss: 2.2067 - d_accuracy: 0.8320Epoch 451: D Accuracy = 0.8971
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8493 - g_loss: 2.2143 - d_accuracy: 0.8343
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7736 - g_loss: 2.2178 - d_accuracy: 0.8729Epoch 452: D Accuracy = 0.8578
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7760 - g_loss: 2.2125 - d_accuracy: 0.8724
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7956 - g_loss: 2.2401 - d_accuracy: 0.8585Epoch 453: D Accuracy = 0.8431
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7958 - g_loss: 2.2497 - d_accuracy: 0.8579
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8029 - g_loss: 2.2547 - d_accuracy: 0.8603Epoch 454: D Accuracy = 0.8725
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8049 - g_loss: 2.2319 - d_accuracy: 0.8607
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8119 - g_loss: 2.2602 - d_accuracy: 0.8480Epoch 455: D Accuracy = 0.8725
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8104 - g_loss: 2.2602 - d_accuracy: 0.8489
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7876 - g_loss: 2.2638 - d_accuracy: 0.8678Epoch 456: D Accuracy = 0.9069
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7842 - g_loss: 2.2667 - d_accuracy: 0.8692
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7742 - g_loss: 2.2867 - d_accuracy: 0.8649Epoch 457: D Accuracy = 0.8824
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7739 - g_loss: 2.2749 - d_accuracy: 0.8655
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8337 - g_loss: 2.2818 - d_accuracy: 0.8477Epoch 458: D Accuracy = 0.8137
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8325 - g_loss: 2.3017 - d_accuracy: 0.8465
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8103 - g_loss: 2.2678 - d_accuracy: 0.8543Epoch 459: D Accuracy = 0.9069
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8089 - g_loss: 2.2546 - d_accuracy: 0.8562
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7835 - g_loss: 2.2721 - d_accuracy: 0.8668Epoch 460: D Accuracy = 0.6961
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7913 - g_loss: 2.3008 - d_accuracy: 0.8607
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7703 - g_loss: 2.2547 - d_accuracy: 0.8731Epoch 461: D Accuracy = 0.8971
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7703 - g_loss: 2.2395 - d_accuracy: 0.8739
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7765 - g_loss: 2.3104 - d_accuracy: 0.8678Epoch 462: D Accuracy = 0.8529
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7769 - g_loss: 2.3152 - d_accuracy: 0.8673
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8133 - g_loss: 2.2601 - d_accuracy: 0.8538Epoch 463: D Accuracy = 0.8873
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8107 - g_loss: 2.2567 - d_accuracy: 0.8549
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7599 - g_loss: 2.3611 - d_accuracy: 0.8757Epoch 464: D Accuracy = 0.8039
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7599 - g_loss: 2.4020 - d_accuracy: 0.8731
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7953 - g_loss: 2.2481 - d_accuracy: 0.8647Epoch 465: D Accuracy = 0.9020
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7927 - g_loss: 2.2633 - d_accuracy: 0.8660
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7635 - g_loss: 2.3193 - d_accuracy: 0.8703Epoch 466: D Accuracy = 0.9265
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7624 - g_loss: 2.3046 - d_accuracy: 0.8723
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7869 - g_loss: 2.3604 - d_accuracy: 0.8613Epoch 467: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7904 - g_loss: 2.3792 - d_accuracy: 0.8573
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7735 - g_loss: 2.3126 - d_accuracy: 0.8706Epoch 468: D Accuracy = 0.8971
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7752 - g_loss: 2.2940 - d_accuracy: 0.8716
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7708 - g_loss: 2.3605 - d_accuracy: 0.8681Epoch 469: D Accuracy = 0.9069
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7704 - g_loss: 2.3492 - d_accuracy: 0.8695
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8203 - g_loss: 2.3253 - d_accuracy: 0.8504Epoch 470: D Accuracy = 0.8284
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8273 - g_loss: 2.2837 - d_accuracy: 0.8496
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7737 - g_loss: 2.3495 - d_accuracy: 0.8674Epoch 471: D Accuracy = 0.8382
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7735 - g_loss: 2.3693 - d_accuracy: 0.8664
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8137 - g_loss: 2.2910 - d_accuracy: 0.8531Epoch 472: D Accuracy = 0.9020
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8100 - g_loss: 2.2941 - d_accuracy: 0.8549
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8080 - g_loss: 2.3059 - d_accuracy: 0.8516Epoch 473: D Accuracy = 0.8725
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8069 - g_loss: 2.2956 - d_accuracy: 0.8524
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8254 - g_loss: 2.3293 - d_accuracy: 0.8432Epoch 474: D Accuracy = 0.9020
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8206 - g_loss: 2.3339 - d_accuracy: 0.8453
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7427 - g_loss: 2.3095 - d_accuracy: 0.8818Epoch 475: D Accuracy = 0.9069
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7418 - g_loss: 2.3069 - d_accuracy: 0.8827
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8045 - g_loss: 2.3204 - d_accuracy: 0.8539Epoch 476: D Accuracy = 0.8480
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8045 - g_loss: 2.3288 - d_accuracy: 0.8537
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7949 - g_loss: 2.3240 - d_accuracy: 0.8587Epoch 477: D Accuracy = 0.8676
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7918 - g_loss: 2.3458 - d_accuracy: 0.8590
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7636 - g_loss: 2.2915 - d_accuracy: 0.8724Epoch 478: D Accuracy = 0.9216
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7626 - g_loss: 2.2791 - d_accuracy: 0.8741
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7906 - g_loss: 2.3579 - d_accuracy: 0.8576Epoch 479: D Accuracy = 0.8088
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7924 - g_loss: 2.3774 - d_accuracy: 0.8559
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7888 - g_loss: 2.3325 - d_accuracy: 0.8640Epoch 480: D Accuracy = 0.8431
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7901 - g_loss: 2.3461 - d_accuracy: 0.8632
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7640 - g_loss: 2.3253 - d_accuracy: 0.8755Epoch 481: D Accuracy = 0.8676
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7666 - g_loss: 2.3059 - d_accuracy: 0.8752
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7730 - g_loss: 2.4246 - d_accuracy: 0.8664Epoch 482: D Accuracy = 0.8431
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7724 - g_loss: 2.4369 - d_accuracy: 0.8656
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7973 - g_loss: 2.3455 - d_accuracy: 0.8592Epoch 483: D Accuracy = 0.9510
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7923 - g_loss: 2.3403 - d_accuracy: 0.8624
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7753 - g_loss: 2.3687 - d_accuracy: 0.8659Epoch 484: D Accuracy = 0.9069
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7731 - g_loss: 2.3664 - d_accuracy: 0.8674
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8170 - g_loss: 2.3628 - d_accuracy: 0.8528Epoch 485: D Accuracy = 0.9118
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8156 - g_loss: 2.3420 - d_accuracy: 0.8549
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7648 - g_loss: 2.3644 - d_accuracy: 0.8707Epoch 486: D Accuracy = 0.8676
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7641 - g_loss: 2.3623 - d_accuracy: 0.8706
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8055 - g_loss: 2.3516 - d_accuracy: 0.8503Epoch 487: D Accuracy = 0.9314
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8024 - g_loss: 2.3423 - d_accuracy: 0.8532
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7728 - g_loss: 2.3585 - d_accuracy: 0.8681Epoch 488: D Accuracy = 0.9314
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7695 - g_loss: 2.3545 - d_accuracy: 0.8704
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7462 - g_loss: 2.4275 - d_accuracy: 0.8812Epoch 489: D Accuracy = 0.9069
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7432 - g_loss: 2.4391 - d_accuracy: 0.8822
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7571 - g_loss: 2.3739 - d_accuracy: 0.8738Epoch 490: D Accuracy = 0.8627
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7591 - g_loss: 2.3630 - d_accuracy: 0.8734
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7959 - g_loss: 2.3775 - d_accuracy: 0.8578Epoch 491: D Accuracy = 0.8529
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7963 - g_loss: 2.3738 - d_accuracy: 0.8577
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7656 - g_loss: 2.4296 - d_accuracy: 0.8745Epoch 492: D Accuracy = 0.8775
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7678 - g_loss: 2.4072 - d_accuracy: 0.8746
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7882 - g_loss: 2.4053 - d_accuracy: 0.8659Epoch 493: D Accuracy = 0.8431
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7879 - g_loss: 2.4136 - d_accuracy: 0.8651
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7534 - g_loss: 2.4033 - d_accuracy: 0.8794Epoch 494: D Accuracy = 0.9118
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7498 - g_loss: 2.4141 - d_accuracy: 0.8806
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7698 - g_loss: 2.4399 - d_accuracy: 0.8706Epoch 495: D Accuracy = 0.7990
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7709 - g_loss: 2.4623 - d_accuracy: 0.8680
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7416 - g_loss: 2.3956 - d_accuracy: 0.8791Epoch 496: D Accuracy = 0.8873
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7420 - g_loss: 2.3847 - d_accuracy: 0.8794
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7561 - g_loss: 2.4115 - d_accuracy: 0.8737Epoch 497: D Accuracy = 0.8824
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7548 - g_loss: 2.4147 - d_accuracy: 0.8740
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7668 - g_loss: 2.4159 - d_accuracy: 0.8702Epoch 498: D Accuracy = 0.8431
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7671 - g_loss: 2.4311 - d_accuracy: 0.8692
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7427 - g_loss: 2.4114 - d_accuracy: 0.8815Epoch 499: D Accuracy = 0.8775
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7429 - g_loss: 2.4004 - d_accuracy: 0.8813
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7568 - g_loss: 2.4521 - d_accuracy: 0.8709
Class 11 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.9167
27/27 [==============================] - 1s 40ms/step - d_loss: 0.7533 - g_loss: 2.4542 - d_accuracy: 0.8725
Training DCGAN for class 12...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.2471 - g_loss: 1.1801 - d_accuracy: 0.6648WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0163s vs `on_train_batch_end` time: 0.0178s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 0.8882 - g_loss: 1.8474 - d_accuracy: 0.8396
Epoch 1: Generator loss improved from inf to 1.0031. Saving weights.
Epoch 1: D Accuracy = 0.7617
27/27 [==============================] - 2s 43ms/step - d_loss: 0.8968 - g_loss: 1.8173 - d_accuracy: 0.8368
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9182 - g_loss: 2.2058 - d_accuracy: 0.8353Epoch 2: D Accuracy = 0.7056
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9253 - g_loss: 2.2076 - d_accuracy: 0.8307
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1679 - g_loss: 1.4094 - d_accuracy: 0.7226Epoch 3: D Accuracy = 0.6822
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1702 - g_loss: 1.4073 - d_accuracy: 0.7212
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2051 - g_loss: 1.1947 - d_accuracy: 0.6972
Epoch 4: Generator loss improved from 1.0031 to 0.9042. Saving weights.
Epoch 4: D Accuracy = 0.6916
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2066 - g_loss: 1.1844 - d_accuracy: 0.6970
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2434 - g_loss: 1.1174 - d_accuracy: 0.6700Epoch 5: D Accuracy = 0.6682
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2429 - g_loss: 1.1115 - d_accuracy: 0.6699
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2201 - g_loss: 1.1018 - d_accuracy: 0.6859Epoch 6: D Accuracy = 0.6963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2199 - g_loss: 1.0966 - d_accuracy: 0.6863
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2359 - g_loss: 1.1091 - d_accuracy: 0.6699Epoch 7: D Accuracy = 0.6963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2334 - g_loss: 1.1093 - d_accuracy: 0.6708
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1823 - g_loss: 1.1425 - d_accuracy: 0.6899Epoch 8: D Accuracy = 0.7103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1817 - g_loss: 1.1474 - d_accuracy: 0.6907
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1558 - g_loss: 1.1957 - d_accuracy: 0.7121
Epoch 9: Generator loss improved from 0.9042 to 0.7468. Saving weights.
Epoch 9: D Accuracy = 0.6916
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1589 - g_loss: 1.1797 - d_accuracy: 0.7114
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0974 - g_loss: 1.2789 - d_accuracy: 0.7394Epoch 10: D Accuracy = 0.8037
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0935 - g_loss: 1.2780 - d_accuracy: 0.7417
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0297 - g_loss: 1.3972 - d_accuracy: 0.7789Epoch 11: D Accuracy = 0.8271
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0275 - g_loss: 1.3945 - d_accuracy: 0.7806
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0222 - g_loss: 1.4862 - d_accuracy: 0.7837Epoch 12: D Accuracy = 0.8505
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0172 - g_loss: 1.4858 - d_accuracy: 0.7861
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9671 - g_loss: 1.6012 - d_accuracy: 0.7927Epoch 13: D Accuracy = 0.6636
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9715 - g_loss: 1.6307 - d_accuracy: 0.7880
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9111 - g_loss: 1.6470 - d_accuracy: 0.8283Epoch 14: D Accuracy = 0.8925
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9056 - g_loss: 1.6548 - d_accuracy: 0.8306
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9396 - g_loss: 1.7161 - d_accuracy: 0.8113Epoch 15: D Accuracy = 0.7991
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9411 - g_loss: 1.7131 - d_accuracy: 0.8108
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9353 - g_loss: 1.7122 - d_accuracy: 0.8088Epoch 16: D Accuracy = 0.8178
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9324 - g_loss: 1.7135 - d_accuracy: 0.8091
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9787 - g_loss: 1.6228 - d_accuracy: 0.7937Epoch 17: D Accuracy = 0.8364
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9763 - g_loss: 1.6144 - d_accuracy: 0.7952
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9876 - g_loss: 1.6208 - d_accuracy: 0.7850Epoch 18: D Accuracy = 0.6636
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9938 - g_loss: 1.6539 - d_accuracy: 0.7807
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0228 - g_loss: 1.5356 - d_accuracy: 0.7779Epoch 19: D Accuracy = 0.8037
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0248 - g_loss: 1.5141 - d_accuracy: 0.7788
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0443 - g_loss: 1.5239 - d_accuracy: 0.7634Epoch 20: D Accuracy = 0.7523
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0446 - g_loss: 1.5145 - d_accuracy: 0.7630
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0367 - g_loss: 1.4520 - d_accuracy: 0.7641Epoch 21: D Accuracy = 0.7991
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0332 - g_loss: 1.4549 - d_accuracy: 0.7654
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0707 - g_loss: 1.4472 - d_accuracy: 0.7541Epoch 22: D Accuracy = 0.8131
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0655 - g_loss: 1.4501 - d_accuracy: 0.7562
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0692 - g_loss: 1.4242 - d_accuracy: 0.7471Epoch 23: D Accuracy = 0.8084
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0667 - g_loss: 1.4172 - d_accuracy: 0.7493
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1035 - g_loss: 1.3985 - d_accuracy: 0.7389Epoch 24: D Accuracy = 0.7290
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1071 - g_loss: 1.3755 - d_accuracy: 0.7386
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0740 - g_loss: 1.3718 - d_accuracy: 0.7457Epoch 25: D Accuracy = 0.7850
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0738 - g_loss: 1.3595 - d_accuracy: 0.7471
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1159 - g_loss: 1.3786 - d_accuracy: 0.7271Epoch 26: D Accuracy = 0.7991
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1134 - g_loss: 1.3707 - d_accuracy: 0.7296
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0941 - g_loss: 1.3530 - d_accuracy: 0.7389Epoch 27: D Accuracy = 0.7617
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0938 - g_loss: 1.3456 - d_accuracy: 0.7397
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0887 - g_loss: 1.3689 - d_accuracy: 0.7423Epoch 28: D Accuracy = 0.6869
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0907 - g_loss: 1.3911 - d_accuracy: 0.7403
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1154 - g_loss: 1.3960 - d_accuracy: 0.7265Epoch 29: D Accuracy = 0.6729
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1151 - g_loss: 1.4178 - d_accuracy: 0.7245
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0753 - g_loss: 1.3583 - d_accuracy: 0.7477Epoch 30: D Accuracy = 0.7103
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0752 - g_loss: 1.3696 - d_accuracy: 0.7463
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0931 - g_loss: 1.3687 - d_accuracy: 0.7374Epoch 31: D Accuracy = 0.7336
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0965 - g_loss: 1.3498 - d_accuracy: 0.7373
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0919 - g_loss: 1.3580 - d_accuracy: 0.7326Epoch 32: D Accuracy = 0.7617
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0902 - g_loss: 1.3674 - d_accuracy: 0.7337
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1112 - g_loss: 1.3897 - d_accuracy: 0.7316Epoch 33: D Accuracy = 0.7383
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1080 - g_loss: 1.4012 - d_accuracy: 0.7319
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0721 - g_loss: 1.3639 - d_accuracy: 0.7538Epoch 34: D Accuracy = 0.7991
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0668 - g_loss: 1.3762 - d_accuracy: 0.7555
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1315 - g_loss: 1.3682 - d_accuracy: 0.7250Epoch 35: D Accuracy = 0.7710
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1306 - g_loss: 1.3535 - d_accuracy: 0.7267
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0835 - g_loss: 1.3496 - d_accuracy: 0.7453Epoch 36: D Accuracy = 0.7523
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0847 - g_loss: 1.3352 - d_accuracy: 0.7456
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0900 - g_loss: 1.3568 - d_accuracy: 0.7415Epoch 37: D Accuracy = 0.7477
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0882 - g_loss: 1.3615 - d_accuracy: 0.7417
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0888 - g_loss: 1.3618 - d_accuracy: 0.7402Epoch 38: D Accuracy = 0.6682
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0911 - g_loss: 1.3580 - d_accuracy: 0.7376
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0900 - g_loss: 1.3639 - d_accuracy: 0.7420Epoch 39: D Accuracy = 0.8084
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0870 - g_loss: 1.3603 - d_accuracy: 0.7444
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1037 - g_loss: 1.3981 - d_accuracy: 0.7376Epoch 40: D Accuracy = 0.6963
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1068 - g_loss: 1.4032 - d_accuracy: 0.7361
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1012 - g_loss: 1.3487 - d_accuracy: 0.7352Epoch 41: D Accuracy = 0.7243
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1061 - g_loss: 1.3285 - d_accuracy: 0.7348
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0861 - g_loss: 1.3664 - d_accuracy: 0.7449Epoch 42: D Accuracy = 0.7243
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0873 - g_loss: 1.3562 - d_accuracy: 0.7441
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0749 - g_loss: 1.3836 - d_accuracy: 0.7466Epoch 43: D Accuracy = 0.7944
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0721 - g_loss: 1.3865 - d_accuracy: 0.7483
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0752 - g_loss: 1.3903 - d_accuracy: 0.7457Epoch 44: D Accuracy = 0.7897
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0740 - g_loss: 1.3827 - d_accuracy: 0.7473
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0939 - g_loss: 1.4111 - d_accuracy: 0.7352Epoch 45: D Accuracy = 0.6916
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0940 - g_loss: 1.4210 - d_accuracy: 0.7337
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1110 - g_loss: 1.3867 - d_accuracy: 0.7339Epoch 46: D Accuracy = 0.6916
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1108 - g_loss: 1.3913 - d_accuracy: 0.7324
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0976 - g_loss: 1.3778 - d_accuracy: 0.7395Epoch 47: D Accuracy = 0.7196
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0983 - g_loss: 1.3851 - d_accuracy: 0.7388
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0912 - g_loss: 1.3819 - d_accuracy: 0.7372Epoch 48: D Accuracy = 0.6636
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0923 - g_loss: 1.3978 - d_accuracy: 0.7346
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0970 - g_loss: 1.3773 - d_accuracy: 0.7357Epoch 49: D Accuracy = 0.8178
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0927 - g_loss: 1.3764 - d_accuracy: 0.7387
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0943 - g_loss: 1.3628 - d_accuracy: 0.7385Epoch 50: D Accuracy = 0.7523
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0926 - g_loss: 1.3640 - d_accuracy: 0.7390
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0774 - g_loss: 1.3607 - d_accuracy: 0.7468Epoch 51: D Accuracy = 0.8037
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0762 - g_loss: 1.3510 - d_accuracy: 0.7488
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1156 - g_loss: 1.3715 - d_accuracy: 0.7261Epoch 52: D Accuracy = 0.7850
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1117 - g_loss: 1.3688 - d_accuracy: 0.7282
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0963 - g_loss: 1.3858 - d_accuracy: 0.7352Epoch 53: D Accuracy = 0.7850
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0951 - g_loss: 1.3744 - d_accuracy: 0.7370
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0991 - g_loss: 1.3732 - d_accuracy: 0.7399Epoch 54: D Accuracy = 0.7383
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0999 - g_loss: 1.3698 - d_accuracy: 0.7398
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0922 - g_loss: 1.3679 - d_accuracy: 0.7402Epoch 55: D Accuracy = 0.6449
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0987 - g_loss: 1.3832 - d_accuracy: 0.7368
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1246 - g_loss: 1.3040 - d_accuracy: 0.7250Epoch 56: D Accuracy = 0.7897
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1214 - g_loss: 1.3024 - d_accuracy: 0.7273
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1341 - g_loss: 1.3648 - d_accuracy: 0.7145Epoch 57: D Accuracy = 0.7290
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1311 - g_loss: 1.3689 - d_accuracy: 0.7150
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1098 - g_loss: 1.3362 - d_accuracy: 0.7328Epoch 58: D Accuracy = 0.6776
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1114 - g_loss: 1.3355 - d_accuracy: 0.7309
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0988 - g_loss: 1.3285 - d_accuracy: 0.7315Epoch 59: D Accuracy = 0.7383
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0975 - g_loss: 1.3327 - d_accuracy: 0.7317
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1210 - g_loss: 1.3596 - d_accuracy: 0.7268Epoch 60: D Accuracy = 0.7944
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1180 - g_loss: 1.3521 - d_accuracy: 0.7292
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1428 - g_loss: 1.3400 - d_accuracy: 0.7100Epoch 61: D Accuracy = 0.7991
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1389 - g_loss: 1.3436 - d_accuracy: 0.7132
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1189 - g_loss: 1.3334 - d_accuracy: 0.7171Epoch 62: D Accuracy = 0.6028
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1217 - g_loss: 1.3532 - d_accuracy: 0.7130
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1126 - g_loss: 1.3283 - d_accuracy: 0.7234Epoch 63: D Accuracy = 0.7664
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1096 - g_loss: 1.3399 - d_accuracy: 0.7249
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1117 - g_loss: 1.3460 - d_accuracy: 0.7289Epoch 64: D Accuracy = 0.7150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1125 - g_loss: 1.3496 - d_accuracy: 0.7284
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1275 - g_loss: 1.3554 - d_accuracy: 0.7194Epoch 65: D Accuracy = 0.6822
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1266 - g_loss: 1.3756 - d_accuracy: 0.7181
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1073 - g_loss: 1.3427 - d_accuracy: 0.7299Epoch 66: D Accuracy = 0.6963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1113 - g_loss: 1.3228 - d_accuracy: 0.7287
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1194 - g_loss: 1.3451 - d_accuracy: 0.7249Epoch 67: D Accuracy = 0.7477
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1209 - g_loss: 1.3289 - d_accuracy: 0.7257
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1181 - g_loss: 1.3270 - d_accuracy: 0.7204Epoch 68: D Accuracy = 0.7710
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1160 - g_loss: 1.3190 - d_accuracy: 0.7222
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1374 - g_loss: 1.3288 - d_accuracy: 0.7177Epoch 69: D Accuracy = 0.7290
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1391 - g_loss: 1.3111 - d_accuracy: 0.7181
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0935 - g_loss: 1.3249 - d_accuracy: 0.7433Epoch 70: D Accuracy = 0.6822
27/27 [==============================] - 1s 39ms/step - d_loss: 1.0943 - g_loss: 1.3319 - d_accuracy: 0.7411
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1266 - g_loss: 1.3472 - d_accuracy: 0.7225Epoch 71: D Accuracy = 0.7617
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1262 - g_loss: 1.3371 - d_accuracy: 0.7239
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1068 - g_loss: 1.3637 - d_accuracy: 0.7297Epoch 72: D Accuracy = 0.6869
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1082 - g_loss: 1.3610 - d_accuracy: 0.7282
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1386 - g_loss: 1.3475 - d_accuracy: 0.7103Epoch 73: D Accuracy = 0.6636
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1372 - g_loss: 1.3599 - d_accuracy: 0.7087
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1226 - g_loss: 1.3134 - d_accuracy: 0.7236Epoch 74: D Accuracy = 0.7290
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1237 - g_loss: 1.3031 - d_accuracy: 0.7238
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0988 - g_loss: 1.3276 - d_accuracy: 0.7249Epoch 75: D Accuracy = 0.6822
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1009 - g_loss: 1.3362 - d_accuracy: 0.7234
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1371 - g_loss: 1.3402 - d_accuracy: 0.7107Epoch 76: D Accuracy = 0.6776
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1364 - g_loss: 1.3637 - d_accuracy: 0.7095
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1102 - g_loss: 1.3360 - d_accuracy: 0.7366Epoch 77: D Accuracy = 0.7757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1083 - g_loss: 1.3332 - d_accuracy: 0.7380
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1164 - g_loss: 1.3175 - d_accuracy: 0.7240Epoch 78: D Accuracy = 0.7523
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1156 - g_loss: 1.3087 - d_accuracy: 0.7251
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1093 - g_loss: 1.3116 - d_accuracy: 0.7240Epoch 79: D Accuracy = 0.7477
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1078 - g_loss: 1.3070 - d_accuracy: 0.7249
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1161 - g_loss: 1.3266 - d_accuracy: 0.7253Epoch 80: D Accuracy = 0.7243
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1159 - g_loss: 1.3219 - d_accuracy: 0.7253
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1448 - g_loss: 1.3398 - d_accuracy: 0.7148Epoch 81: D Accuracy = 0.6308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1474 - g_loss: 1.3509 - d_accuracy: 0.7118
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1362 - g_loss: 1.2980 - d_accuracy: 0.7170Epoch 82: D Accuracy = 0.7430
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1344 - g_loss: 1.2877 - d_accuracy: 0.7180
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1133 - g_loss: 1.3206 - d_accuracy: 0.7314Epoch 83: D Accuracy = 0.7243
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1119 - g_loss: 1.3310 - d_accuracy: 0.7311
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1065 - g_loss: 1.3320 - d_accuracy: 0.7292Epoch 84: D Accuracy = 0.6495
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1067 - g_loss: 1.3511 - d_accuracy: 0.7264
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1256 - g_loss: 1.3494 - d_accuracy: 0.7240Epoch 85: D Accuracy = 0.6776
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1269 - g_loss: 1.3577 - d_accuracy: 0.7224
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1392 - g_loss: 1.3276 - d_accuracy: 0.7129Epoch 86: D Accuracy = 0.6729
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1394 - g_loss: 1.3466 - d_accuracy: 0.7114
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1061 - g_loss: 1.2963 - d_accuracy: 0.7322Epoch 87: D Accuracy = 0.6963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1117 - g_loss: 1.2794 - d_accuracy: 0.7310
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1124 - g_loss: 1.3530 - d_accuracy: 0.7285Epoch 88: D Accuracy = 0.6308
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1169 - g_loss: 1.3756 - d_accuracy: 0.7250
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1370 - g_loss: 1.3218 - d_accuracy: 0.7185Epoch 89: D Accuracy = 0.6776
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1379 - g_loss: 1.3214 - d_accuracy: 0.7171
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0949 - g_loss: 1.3368 - d_accuracy: 0.7370Epoch 90: D Accuracy = 0.7664
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0925 - g_loss: 1.3340 - d_accuracy: 0.7381
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0960 - g_loss: 1.3216 - d_accuracy: 0.7353Epoch 91: D Accuracy = 0.7710
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0937 - g_loss: 1.3269 - d_accuracy: 0.7366
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1141 - g_loss: 1.3560 - d_accuracy: 0.7283Epoch 92: D Accuracy = 0.7336
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1155 - g_loss: 1.3415 - d_accuracy: 0.7285
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1082 - g_loss: 1.3725 - d_accuracy: 0.7277Epoch 93: D Accuracy = 0.7523
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1076 - g_loss: 1.3646 - d_accuracy: 0.7285
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1444 - g_loss: 1.3317 - d_accuracy: 0.7052Epoch 94: D Accuracy = 0.7290
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1419 - g_loss: 1.3333 - d_accuracy: 0.7061
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0798 - g_loss: 1.3449 - d_accuracy: 0.7460Epoch 95: D Accuracy = 0.6822
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0806 - g_loss: 1.3587 - d_accuracy: 0.7438
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1058 - g_loss: 1.3666 - d_accuracy: 0.7273Epoch 96: D Accuracy = 0.6869
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1086 - g_loss: 1.3788 - d_accuracy: 0.7258
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1101 - g_loss: 1.3612 - d_accuracy: 0.7330Epoch 97: D Accuracy = 0.7336
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1111 - g_loss: 1.3507 - d_accuracy: 0.7331
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0992 - g_loss: 1.3838 - d_accuracy: 0.7356Epoch 98: D Accuracy = 0.6963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0994 - g_loss: 1.3916 - d_accuracy: 0.7342
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1285 - g_loss: 1.3344 - d_accuracy: 0.7213Epoch 99: D Accuracy = 0.7477
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1262 - g_loss: 1.3309 - d_accuracy: 0.7222
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0953 - g_loss: 1.3742 - d_accuracy: 0.7380
Class 12 — Epoch 100 preview:
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Epoch 100: D Accuracy = 0.7430
27/27 [==============================] - 1s 40ms/step - d_loss: 1.0975 - g_loss: 1.3553 - d_accuracy: 0.7382
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0806 - g_loss: 1.3457 - d_accuracy: 0.7422Epoch 101: D Accuracy = 0.6869
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0883 - g_loss: 1.3244 - d_accuracy: 0.7402
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1328 - g_loss: 1.3832 - d_accuracy: 0.7126Epoch 102: D Accuracy = 0.7477
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1353 - g_loss: 1.3640 - d_accuracy: 0.7138
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0999 - g_loss: 1.3587 - d_accuracy: 0.7356Epoch 103: D Accuracy = 0.7430
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1018 - g_loss: 1.3405 - d_accuracy: 0.7358
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1238 - g_loss: 1.3802 - d_accuracy: 0.7223Epoch 104: D Accuracy = 0.6729
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1221 - g_loss: 1.3994 - d_accuracy: 0.7205
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0774 - g_loss: 1.3326 - d_accuracy: 0.7462Epoch 105: D Accuracy = 0.7850
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0767 - g_loss: 1.3290 - d_accuracy: 0.7476
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0842 - g_loss: 1.3886 - d_accuracy: 0.7413Epoch 106: D Accuracy = 0.7383
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0824 - g_loss: 1.3956 - d_accuracy: 0.7412
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0774 - g_loss: 1.3967 - d_accuracy: 0.7398Epoch 107: D Accuracy = 0.7477
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0752 - g_loss: 1.4036 - d_accuracy: 0.7401
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0993 - g_loss: 1.3727 - d_accuracy: 0.7276Epoch 108: D Accuracy = 0.7430
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1002 - g_loss: 1.3573 - d_accuracy: 0.7282
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0952 - g_loss: 1.4093 - d_accuracy: 0.7337Epoch 109: D Accuracy = 0.6589
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0958 - g_loss: 1.4293 - d_accuracy: 0.7311
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0765 - g_loss: 1.3672 - d_accuracy: 0.7451Epoch 110: D Accuracy = 0.7196
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0765 - g_loss: 1.3711 - d_accuracy: 0.7442
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0942 - g_loss: 1.3976 - d_accuracy: 0.7354Epoch 111: D Accuracy = 0.5935
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1009 - g_loss: 1.4332 - d_accuracy: 0.7303
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1206 - g_loss: 1.4012 - d_accuracy: 0.7261Epoch 112: D Accuracy = 0.8364
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1141 - g_loss: 1.3977 - d_accuracy: 0.7301
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0863 - g_loss: 1.3605 - d_accuracy: 0.7399Epoch 113: D Accuracy = 0.7477
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0858 - g_loss: 1.3551 - d_accuracy: 0.7402
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0784 - g_loss: 1.3823 - d_accuracy: 0.7387Epoch 114: D Accuracy = 0.7056
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0805 - g_loss: 1.3886 - d_accuracy: 0.7375
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0897 - g_loss: 1.4321 - d_accuracy: 0.7357Epoch 115: D Accuracy = 0.6028
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0970 - g_loss: 1.4718 - d_accuracy: 0.7310
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0717 - g_loss: 1.4018 - d_accuracy: 0.7492Epoch 116: D Accuracy = 0.6589
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0729 - g_loss: 1.4171 - d_accuracy: 0.7460
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0858 - g_loss: 1.4246 - d_accuracy: 0.7429Epoch 117: D Accuracy = 0.7804
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0827 - g_loss: 1.4249 - d_accuracy: 0.7442
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0647 - g_loss: 1.4021 - d_accuracy: 0.7487Epoch 118: D Accuracy = 0.7336
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0693 - g_loss: 1.3827 - d_accuracy: 0.7481
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0615 - g_loss: 1.4132 - d_accuracy: 0.7453Epoch 119: D Accuracy = 0.7056
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0639 - g_loss: 1.4117 - d_accuracy: 0.7439
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0533 - g_loss: 1.3911 - d_accuracy: 0.7570Epoch 120: D Accuracy = 0.7897
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0516 - g_loss: 1.3861 - d_accuracy: 0.7581
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0980 - g_loss: 1.4489 - d_accuracy: 0.7330Epoch 121: D Accuracy = 0.7290
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1003 - g_loss: 1.4313 - d_accuracy: 0.7329
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1031 - g_loss: 1.4177 - d_accuracy: 0.7312Epoch 122: D Accuracy = 0.8178
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0991 - g_loss: 1.4140 - d_accuracy: 0.7343
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0776 - g_loss: 1.4170 - d_accuracy: 0.7491Epoch 123: D Accuracy = 0.7383
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0788 - g_loss: 1.4127 - d_accuracy: 0.7487
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0817 - g_loss: 1.4027 - d_accuracy: 0.7341Epoch 124: D Accuracy = 0.7617
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0793 - g_loss: 1.4078 - d_accuracy: 0.7351
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0586 - g_loss: 1.4194 - d_accuracy: 0.7482Epoch 125: D Accuracy = 0.7570
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0566 - g_loss: 1.4220 - d_accuracy: 0.7485
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0426 - g_loss: 1.4093 - d_accuracy: 0.7628Epoch 126: D Accuracy = 0.8037
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0403 - g_loss: 1.4088 - d_accuracy: 0.7643
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0785 - g_loss: 1.4158 - d_accuracy: 0.7429Epoch 127: D Accuracy = 0.6682
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0823 - g_loss: 1.4260 - d_accuracy: 0.7403
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0822 - g_loss: 1.4234 - d_accuracy: 0.7397Epoch 128: D Accuracy = 0.7336
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0800 - g_loss: 1.4408 - d_accuracy: 0.7395
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0549 - g_loss: 1.4363 - d_accuracy: 0.7557Epoch 129: D Accuracy = 0.8271
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0538 - g_loss: 1.4237 - d_accuracy: 0.7583
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0633 - g_loss: 1.4316 - d_accuracy: 0.7489
Epoch 130: Generator loss improved from 0.7468 to 0.6091. Saving weights.
Epoch 130: D Accuracy = 0.6308
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0771 - g_loss: 1.4022 - d_accuracy: 0.7447
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1030 - g_loss: 1.4582 - d_accuracy: 0.7312Epoch 131: D Accuracy = 0.6729
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1051 - g_loss: 1.4539 - d_accuracy: 0.7291
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1239 - g_loss: 1.4164 - d_accuracy: 0.7187Epoch 132: D Accuracy = 0.7944
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1193 - g_loss: 1.4202 - d_accuracy: 0.7214
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0146 - g_loss: 1.4409 - d_accuracy: 0.7768Epoch 133: D Accuracy = 0.7617
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0143 - g_loss: 1.4473 - d_accuracy: 0.7762
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0866 - g_loss: 1.4272 - d_accuracy: 0.7381Epoch 134: D Accuracy = 0.6589
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0934 - g_loss: 1.4004 - d_accuracy: 0.7353
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0599 - g_loss: 1.4375 - d_accuracy: 0.7520Epoch 135: D Accuracy = 0.8084
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0583 - g_loss: 1.4295 - d_accuracy: 0.7540
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0629 - g_loss: 1.4416 - d_accuracy: 0.7420Epoch 136: D Accuracy = 0.7056
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0617 - g_loss: 1.4599 - d_accuracy: 0.7407
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0400 - g_loss: 1.4449 - d_accuracy: 0.7637Epoch 137: D Accuracy = 0.7056
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0410 - g_loss: 1.4602 - d_accuracy: 0.7616
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0650 - g_loss: 1.4266 - d_accuracy: 0.7539Epoch 138: D Accuracy = 0.8271
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0632 - g_loss: 1.4187 - d_accuracy: 0.7565
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0643 - g_loss: 1.4518 - d_accuracy: 0.7464Epoch 139: D Accuracy = 0.7850
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0640 - g_loss: 1.4388 - d_accuracy: 0.7478
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0662 - g_loss: 1.4643 - d_accuracy: 0.7566Epoch 140: D Accuracy = 0.8084
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0629 - g_loss: 1.4616 - d_accuracy: 0.7585
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0621 - g_loss: 1.4250 - d_accuracy: 0.7547Epoch 141: D Accuracy = 0.8037
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0606 - g_loss: 1.4125 - d_accuracy: 0.7565
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0559 - g_loss: 1.4525 - d_accuracy: 0.7555Epoch 142: D Accuracy = 0.8131
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0529 - g_loss: 1.4464 - d_accuracy: 0.7576
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0586 - g_loss: 1.4577 - d_accuracy: 0.7494Epoch 143: D Accuracy = 0.7804
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0583 - g_loss: 1.4427 - d_accuracy: 0.7505
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0831 - g_loss: 1.4743 - d_accuracy: 0.7380Epoch 144: D Accuracy = 0.7103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0866 - g_loss: 1.4597 - d_accuracy: 0.7370
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0348 - g_loss: 1.4692 - d_accuracy: 0.7605Epoch 145: D Accuracy = 0.7991
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0337 - g_loss: 1.4668 - d_accuracy: 0.7619
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0770 - g_loss: 1.4868 - d_accuracy: 0.7421Epoch 146: D Accuracy = 0.7664
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0770 - g_loss: 1.4751 - d_accuracy: 0.7429
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0877 - g_loss: 1.4834 - d_accuracy: 0.7350Epoch 147: D Accuracy = 0.6542
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0912 - g_loss: 1.4965 - d_accuracy: 0.7321
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0669 - g_loss: 1.4942 - d_accuracy: 0.7467Epoch 148: D Accuracy = 0.7710
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0664 - g_loss: 1.4828 - d_accuracy: 0.7476
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0467 - g_loss: 1.4537 - d_accuracy: 0.7568Epoch 149: D Accuracy = 0.7336
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0473 - g_loss: 1.4543 - d_accuracy: 0.7559
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0535 - g_loss: 1.4717 - d_accuracy: 0.7484Epoch 150: D Accuracy = 0.7897
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0501 - g_loss: 1.4695 - d_accuracy: 0.7499
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0613 - g_loss: 1.4612 - d_accuracy: 0.7545Epoch 151: D Accuracy = 0.8551
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0573 - g_loss: 1.4537 - d_accuracy: 0.7581
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0376 - g_loss: 1.4668 - d_accuracy: 0.7636Epoch 152: D Accuracy = 0.7430
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0380 - g_loss: 1.4699 - d_accuracy: 0.7629
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0364 - g_loss: 1.4591 - d_accuracy: 0.7614Epoch 153: D Accuracy = 0.7617
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0363 - g_loss: 1.4551 - d_accuracy: 0.7614
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0447 - g_loss: 1.4742 - d_accuracy: 0.7543Epoch 154: D Accuracy = 0.6916
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0447 - g_loss: 1.4788 - d_accuracy: 0.7521
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0482 - g_loss: 1.4595 - d_accuracy: 0.7661Epoch 155: D Accuracy = 0.7944
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0469 - g_loss: 1.4535 - d_accuracy: 0.7671
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0297 - g_loss: 1.4845 - d_accuracy: 0.7627Epoch 156: D Accuracy = 0.7290
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0355 - g_loss: 1.4626 - d_accuracy: 0.7615
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0688 - g_loss: 1.4785 - d_accuracy: 0.7439Epoch 157: D Accuracy = 0.8224
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0659 - g_loss: 1.4765 - d_accuracy: 0.7467
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0559 - g_loss: 1.4886 - d_accuracy: 0.7500Epoch 158: D Accuracy = 0.7150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0555 - g_loss: 1.5084 - d_accuracy: 0.7488
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0449 - g_loss: 1.4893 - d_accuracy: 0.7608Epoch 159: D Accuracy = 0.7757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0460 - g_loss: 1.4762 - d_accuracy: 0.7613
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0339 - g_loss: 1.5062 - d_accuracy: 0.7630Epoch 160: D Accuracy = 0.7850
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0327 - g_loss: 1.5046 - d_accuracy: 0.7638
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0253 - g_loss: 1.5085 - d_accuracy: 0.7625Epoch 161: D Accuracy = 0.7991
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0264 - g_loss: 1.4985 - d_accuracy: 0.7638
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0486 - g_loss: 1.5120 - d_accuracy: 0.7515Epoch 162: D Accuracy = 0.7290
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0480 - g_loss: 1.5202 - d_accuracy: 0.7507
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0159 - g_loss: 1.4989 - d_accuracy: 0.7756Epoch 163: D Accuracy = 0.7850
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0186 - g_loss: 1.4846 - d_accuracy: 0.7759
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0569 - g_loss: 1.4858 - d_accuracy: 0.7514Epoch 164: D Accuracy = 0.7523
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0616 - g_loss: 1.4621 - d_accuracy: 0.7514
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0391 - g_loss: 1.5090 - d_accuracy: 0.7545Epoch 165: D Accuracy = 0.7430
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0404 - g_loss: 1.5050 - d_accuracy: 0.7541
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0285 - g_loss: 1.5028 - d_accuracy: 0.7640Epoch 166: D Accuracy = 0.7804
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0263 - g_loss: 1.5161 - d_accuracy: 0.7646
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0590 - g_loss: 1.4883 - d_accuracy: 0.7527Epoch 167: D Accuracy = 0.7617
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0587 - g_loss: 1.4742 - d_accuracy: 0.7531
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0245 - g_loss: 1.5394 - d_accuracy: 0.7691Epoch 168: D Accuracy = 0.6262
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0348 - g_loss: 1.5776 - d_accuracy: 0.7640
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0426 - g_loss: 1.4813 - d_accuracy: 0.7616Epoch 169: D Accuracy = 0.7617
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0431 - g_loss: 1.4667 - d_accuracy: 0.7616
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0504 - g_loss: 1.5160 - d_accuracy: 0.7546Epoch 170: D Accuracy = 0.6449
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0548 - g_loss: 1.5373 - d_accuracy: 0.7507
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0229 - g_loss: 1.5431 - d_accuracy: 0.7734Epoch 171: D Accuracy = 0.8271
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0193 - g_loss: 1.5446 - d_accuracy: 0.7753
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0004 - g_loss: 1.5303 - d_accuracy: 0.7800Epoch 172: D Accuracy = 0.8178
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0005 - g_loss: 1.5231 - d_accuracy: 0.7813
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0066 - g_loss: 1.4923 - d_accuracy: 0.7799Epoch 173: D Accuracy = 0.7710
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0047 - g_loss: 1.5038 - d_accuracy: 0.7795
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0574 - g_loss: 1.5220 - d_accuracy: 0.7481Epoch 174: D Accuracy = 0.7991
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0536 - g_loss: 1.5246 - d_accuracy: 0.7499
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9935 - g_loss: 1.5268 - d_accuracy: 0.7816Epoch 175: D Accuracy = 0.7009
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9969 - g_loss: 1.5313 - d_accuracy: 0.7787
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0459 - g_loss: 1.5485 - d_accuracy: 0.7582Epoch 176: D Accuracy = 0.6308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0528 - g_loss: 1.5741 - d_accuracy: 0.7536
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0371 - g_loss: 1.5351 - d_accuracy: 0.7593Epoch 177: D Accuracy = 0.7897
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0338 - g_loss: 1.5510 - d_accuracy: 0.7604
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0565 - g_loss: 1.5406 - d_accuracy: 0.7509Epoch 178: D Accuracy = 0.7897
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0526 - g_loss: 1.5467 - d_accuracy: 0.7523
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0226 - g_loss: 1.5111 - d_accuracy: 0.7708Epoch 179: D Accuracy = 0.8458
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0206 - g_loss: 1.5019 - d_accuracy: 0.7734
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9937 - g_loss: 1.5287 - d_accuracy: 0.7773Epoch 180: D Accuracy = 0.7570
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9946 - g_loss: 1.5235 - d_accuracy: 0.7766
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0093 - g_loss: 1.5421 - d_accuracy: 0.7746Epoch 181: D Accuracy = 0.7897
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0103 - g_loss: 1.5287 - d_accuracy: 0.7752
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0232 - g_loss: 1.5569 - d_accuracy: 0.7667Epoch 182: D Accuracy = 0.8411
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0197 - g_loss: 1.5461 - d_accuracy: 0.7693
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0408 - g_loss: 1.6115 - d_accuracy: 0.7514Epoch 183: D Accuracy = 0.7570
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0408 - g_loss: 1.5970 - d_accuracy: 0.7516
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0036 - g_loss: 1.5485 - d_accuracy: 0.7768Epoch 184: D Accuracy = 0.8131
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0017 - g_loss: 1.5449 - d_accuracy: 0.7781
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0023 - g_loss: 1.5552 - d_accuracy: 0.7766Epoch 185: D Accuracy = 0.8318
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9999 - g_loss: 1.5478 - d_accuracy: 0.7786
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9974 - g_loss: 1.5862 - d_accuracy: 0.7775Epoch 186: D Accuracy = 0.6729
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0018 - g_loss: 1.6068 - d_accuracy: 0.7738
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9897 - g_loss: 1.5938 - d_accuracy: 0.7857Epoch 187: D Accuracy = 0.8271
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9871 - g_loss: 1.5949 - d_accuracy: 0.7872
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0229 - g_loss: 1.5701 - d_accuracy: 0.7638Epoch 188: D Accuracy = 0.8364
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0205 - g_loss: 1.5582 - d_accuracy: 0.7664
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0026 - g_loss: 1.5689 - d_accuracy: 0.7797Epoch 189: D Accuracy = 0.7991
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0036 - g_loss: 1.5537 - d_accuracy: 0.7804
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9893 - g_loss: 1.6181 - d_accuracy: 0.7751Epoch 190: D Accuracy = 0.7103
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9911 - g_loss: 1.6375 - d_accuracy: 0.7728
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0142 - g_loss: 1.5739 - d_accuracy: 0.7685Epoch 191: D Accuracy = 0.8084
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0138 - g_loss: 1.5580 - d_accuracy: 0.7699
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9708 - g_loss: 1.5981 - d_accuracy: 0.7903Epoch 192: D Accuracy = 0.7710
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9717 - g_loss: 1.5951 - d_accuracy: 0.7896
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9762 - g_loss: 1.5812 - d_accuracy: 0.7924Epoch 193: D Accuracy = 0.8271
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9745 - g_loss: 1.5825 - d_accuracy: 0.7936
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0142 - g_loss: 1.6085 - d_accuracy: 0.7789Epoch 194: D Accuracy = 0.8271
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0114 - g_loss: 1.6046 - d_accuracy: 0.7806
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9979 - g_loss: 1.6339 - d_accuracy: 0.7748Epoch 195: D Accuracy = 0.7290
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0001 - g_loss: 1.6427 - d_accuracy: 0.7732
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9732 - g_loss: 1.5663 - d_accuracy: 0.7930Epoch 196: D Accuracy = 0.8131
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9753 - g_loss: 1.5553 - d_accuracy: 0.7937
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9613 - g_loss: 1.6066 - d_accuracy: 0.7997Epoch 197: D Accuracy = 0.8224
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9596 - g_loss: 1.5947 - d_accuracy: 0.8005
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0082 - g_loss: 1.6423 - d_accuracy: 0.7747Epoch 198: D Accuracy = 0.6168
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0210 - g_loss: 1.6786 - d_accuracy: 0.7691
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9754 - g_loss: 1.6106 - d_accuracy: 0.7910Epoch 199: D Accuracy = 0.7664
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9761 - g_loss: 1.6155 - d_accuracy: 0.7901
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0125 - g_loss: 1.6339 - d_accuracy: 0.7699
Class 12 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.8271
27/27 [==============================] - 1s 40ms/step - d_loss: 1.0095 - g_loss: 1.6280 - d_accuracy: 0.7720
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0037 - g_loss: 1.6295 - d_accuracy: 0.7754Epoch 201: D Accuracy = 0.7196
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0039 - g_loss: 1.6375 - d_accuracy: 0.7734
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9977 - g_loss: 1.6086 - d_accuracy: 0.7769Epoch 202: D Accuracy = 0.6682
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0007 - g_loss: 1.6207 - d_accuracy: 0.7730
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9990 - g_loss: 1.5830 - d_accuracy: 0.7790Epoch 203: D Accuracy = 0.6729
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0041 - g_loss: 1.5984 - d_accuracy: 0.7752
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0302 - g_loss: 1.6043 - d_accuracy: 0.7615Epoch 204: D Accuracy = 0.7523
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0287 - g_loss: 1.6121 - d_accuracy: 0.7612
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9714 - g_loss: 1.5875 - d_accuracy: 0.7921Epoch 205: D Accuracy = 0.7804
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9725 - g_loss: 1.5826 - d_accuracy: 0.7917
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0060 - g_loss: 1.6002 - d_accuracy: 0.7722Epoch 206: D Accuracy = 0.7757
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0037 - g_loss: 1.6102 - d_accuracy: 0.7723
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0047 - g_loss: 1.6312 - d_accuracy: 0.7706Epoch 207: D Accuracy = 0.7991
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0031 - g_loss: 1.6255 - d_accuracy: 0.7716
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9719 - g_loss: 1.6481 - d_accuracy: 0.7887Epoch 208: D Accuracy = 0.7804
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9721 - g_loss: 1.6419 - d_accuracy: 0.7884
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0241 - g_loss: 1.6451 - d_accuracy: 0.7724Epoch 209: D Accuracy = 0.8131
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0201 - g_loss: 1.6563 - d_accuracy: 0.7739
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9621 - g_loss: 1.6162 - d_accuracy: 0.7912Epoch 210: D Accuracy = 0.8271
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9604 - g_loss: 1.6142 - d_accuracy: 0.7925
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9954 - g_loss: 1.6567 - d_accuracy: 0.7815Epoch 211: D Accuracy = 0.7336
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9974 - g_loss: 1.6700 - d_accuracy: 0.7798
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9586 - g_loss: 1.6268 - d_accuracy: 0.7988Epoch 212: D Accuracy = 0.7243
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9660 - g_loss: 1.6079 - d_accuracy: 0.7962
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9933 - g_loss: 1.6468 - d_accuracy: 0.7833Epoch 213: D Accuracy = 0.7850
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9946 - g_loss: 1.6300 - d_accuracy: 0.7833
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9948 - g_loss: 1.6048 - d_accuracy: 0.7825Epoch 214: D Accuracy = 0.8037
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9954 - g_loss: 1.5884 - d_accuracy: 0.7833
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9813 - g_loss: 1.6401 - d_accuracy: 0.7875Epoch 215: D Accuracy = 0.7430
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9863 - g_loss: 1.6181 - d_accuracy: 0.7859
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0076 - g_loss: 1.6634 - d_accuracy: 0.7720Epoch 216: D Accuracy = 0.8084
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0083 - g_loss: 1.6429 - d_accuracy: 0.7733
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9807 - g_loss: 1.6532 - d_accuracy: 0.7878Epoch 217: D Accuracy = 0.8598
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9778 - g_loss: 1.6461 - d_accuracy: 0.7903
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9938 - g_loss: 1.6730 - d_accuracy: 0.7803Epoch 218: D Accuracy = 0.8224
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9922 - g_loss: 1.6616 - d_accuracy: 0.7818
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9638 - g_loss: 1.6687 - d_accuracy: 0.7931Epoch 219: D Accuracy = 0.7383
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9651 - g_loss: 1.6811 - d_accuracy: 0.7912
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9595 - g_loss: 1.6893 - d_accuracy: 0.7925Epoch 220: D Accuracy = 0.6869
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9630 - g_loss: 1.7180 - d_accuracy: 0.7887
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9780 - g_loss: 1.6504 - d_accuracy: 0.7910Epoch 221: D Accuracy = 0.6495
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9874 - g_loss: 1.6683 - d_accuracy: 0.7859
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9922 - g_loss: 1.6807 - d_accuracy: 0.7829Epoch 222: D Accuracy = 0.7757
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9908 - g_loss: 1.6846 - d_accuracy: 0.7827
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9693 - g_loss: 1.6585 - d_accuracy: 0.7961Epoch 223: D Accuracy = 0.7290
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9705 - g_loss: 1.6701 - d_accuracy: 0.7937
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9691 - g_loss: 1.6827 - d_accuracy: 0.7881Epoch 224: D Accuracy = 0.7897
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9725 - g_loss: 1.6593 - d_accuracy: 0.7881
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9789 - g_loss: 1.6595 - d_accuracy: 0.7888Epoch 225: D Accuracy = 0.8551
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9755 - g_loss: 1.6560 - d_accuracy: 0.7911
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9439 - g_loss: 1.6666 - d_accuracy: 0.8028Epoch 226: D Accuracy = 0.7664
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9463 - g_loss: 1.6648 - d_accuracy: 0.8015
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9473 - g_loss: 1.6502 - d_accuracy: 0.8043Epoch 227: D Accuracy = 0.8598
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9453 - g_loss: 1.6464 - d_accuracy: 0.8063
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9258 - g_loss: 1.6891 - d_accuracy: 0.8152Epoch 228: D Accuracy = 0.8271
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9257 - g_loss: 1.6834 - d_accuracy: 0.8156
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9747 - g_loss: 1.7059 - d_accuracy: 0.7868Epoch 229: D Accuracy = 0.7991
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9707 - g_loss: 1.7179 - d_accuracy: 0.7873
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9747 - g_loss: 1.7301 - d_accuracy: 0.7856Epoch 230: D Accuracy = 0.6916
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9767 - g_loss: 1.7613 - d_accuracy: 0.7822
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9927 - g_loss: 1.6783 - d_accuracy: 0.7774Epoch 231: D Accuracy = 0.7897
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9920 - g_loss: 1.6753 - d_accuracy: 0.7778
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9395 - g_loss: 1.7263 - d_accuracy: 0.8000Epoch 232: D Accuracy = 0.8551
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9382 - g_loss: 1.7148 - d_accuracy: 0.8020
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9497 - g_loss: 1.7067 - d_accuracy: 0.7977Epoch 233: D Accuracy = 0.7477
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9498 - g_loss: 1.7257 - d_accuracy: 0.7959
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9470 - g_loss: 1.7132 - d_accuracy: 0.8024Epoch 234: D Accuracy = 0.8178
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9463 - g_loss: 1.7223 - d_accuracy: 0.8030
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9833 - g_loss: 1.7376 - d_accuracy: 0.7832Epoch 235: D Accuracy = 0.7757
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9825 - g_loss: 1.7483 - d_accuracy: 0.7829
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9461 - g_loss: 1.7190 - d_accuracy: 0.7969Epoch 236: D Accuracy = 0.8178
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9471 - g_loss: 1.7048 - d_accuracy: 0.7977
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9523 - g_loss: 1.7137 - d_accuracy: 0.7966Epoch 237: D Accuracy = 0.7897
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9523 - g_loss: 1.7160 - d_accuracy: 0.7964
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9896 - g_loss: 1.7409 - d_accuracy: 0.7750Epoch 238: D Accuracy = 0.8224
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9842 - g_loss: 1.7557 - d_accuracy: 0.7767
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9355 - g_loss: 1.7062 - d_accuracy: 0.8054Epoch 239: D Accuracy = 0.7336
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9378 - g_loss: 1.7284 - d_accuracy: 0.8028
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9399 - g_loss: 1.7088 - d_accuracy: 0.8096Epoch 240: D Accuracy = 0.7617
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9438 - g_loss: 1.7075 - d_accuracy: 0.8079
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9463 - g_loss: 1.7311 - d_accuracy: 0.8000Epoch 241: D Accuracy = 0.7991
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9475 - g_loss: 1.7182 - d_accuracy: 0.8000
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9665 - g_loss: 1.7586 - d_accuracy: 0.7876Epoch 242: D Accuracy = 0.7991
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9663 - g_loss: 1.7625 - d_accuracy: 0.7880
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9314 - g_loss: 1.7234 - d_accuracy: 0.8110Epoch 243: D Accuracy = 0.7570
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9370 - g_loss: 1.6968 - d_accuracy: 0.8091
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9513 - g_loss: 1.7418 - d_accuracy: 0.7986Epoch 244: D Accuracy = 0.8505
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9485 - g_loss: 1.7440 - d_accuracy: 0.8004
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9599 - g_loss: 1.7339 - d_accuracy: 0.7978Epoch 245: D Accuracy = 0.7897
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9614 - g_loss: 1.7223 - d_accuracy: 0.7975
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9332 - g_loss: 1.7455 - d_accuracy: 0.8026Epoch 246: D Accuracy = 0.8738
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9306 - g_loss: 1.7402 - d_accuracy: 0.8052
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9358 - g_loss: 1.7508 - d_accuracy: 0.7983Epoch 247: D Accuracy = 0.8131
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9351 - g_loss: 1.7488 - d_accuracy: 0.7989
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9333 - g_loss: 1.7681 - d_accuracy: 0.8046Epoch 248: D Accuracy = 0.7757
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9336 - g_loss: 1.7719 - d_accuracy: 0.8036
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9707 - g_loss: 1.7594 - d_accuracy: 0.7924Epoch 249: D Accuracy = 0.8131
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9717 - g_loss: 1.7416 - d_accuracy: 0.7931
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9783 - g_loss: 1.7367 - d_accuracy: 0.7860Epoch 250: D Accuracy = 0.8224
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9750 - g_loss: 1.7417 - d_accuracy: 0.7873
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9689 - g_loss: 1.7428 - d_accuracy: 0.7914Epoch 251: D Accuracy = 0.7383
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9701 - g_loss: 1.7519 - d_accuracy: 0.7895
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9316 - g_loss: 1.7896 - d_accuracy: 0.8066Epoch 252: D Accuracy = 0.6168
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9404 - g_loss: 1.8239 - d_accuracy: 0.7998
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9560 - g_loss: 1.7450 - d_accuracy: 0.7977Epoch 253: D Accuracy = 0.7757
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9555 - g_loss: 1.7554 - d_accuracy: 0.7969
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1672 - g_loss: 1.7930 - d_accuracy: 0.7489Epoch 254: D Accuracy = 0.8131
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1607 - g_loss: 1.7775 - d_accuracy: 0.7512
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9291 - g_loss: 1.7194 - d_accuracy: 0.8042Epoch 255: D Accuracy = 0.8318
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9271 - g_loss: 1.7216 - d_accuracy: 0.8052
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9180 - g_loss: 1.7230 - d_accuracy: 0.8153Epoch 256: D Accuracy = 0.8598
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9147 - g_loss: 1.7253 - d_accuracy: 0.8169
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9227 - g_loss: 1.7748 - d_accuracy: 0.8083Epoch 257: D Accuracy = 0.8738
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9238 - g_loss: 1.7560 - d_accuracy: 0.8106
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9340 - g_loss: 1.7714 - d_accuracy: 0.8053Epoch 258: D Accuracy = 0.8318
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9328 - g_loss: 1.7703 - d_accuracy: 0.8062
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9098 - g_loss: 1.7648 - d_accuracy: 0.8140Epoch 259: D Accuracy = 0.8598
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9089 - g_loss: 1.7502 - d_accuracy: 0.8156
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9039 - g_loss: 1.7705 - d_accuracy: 0.8208Epoch 260: D Accuracy = 0.8364
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9048 - g_loss: 1.7582 - d_accuracy: 0.8213
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9420 - g_loss: 1.7839 - d_accuracy: 0.7987Epoch 261: D Accuracy = 0.8084
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9418 - g_loss: 1.7756 - d_accuracy: 0.7991
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9189 - g_loss: 1.7996 - d_accuracy: 0.8104Epoch 262: D Accuracy = 0.7336
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9222 - g_loss: 1.8119 - d_accuracy: 0.8077
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9305 - g_loss: 1.7827 - d_accuracy: 0.8072Epoch 263: D Accuracy = 0.8458
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9275 - g_loss: 1.7819 - d_accuracy: 0.8086
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9193 - g_loss: 1.7923 - d_accuracy: 0.8159Epoch 264: D Accuracy = 0.8645
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9186 - g_loss: 1.7799 - d_accuracy: 0.8176
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9009 - g_loss: 1.8102 - d_accuracy: 0.8203Epoch 265: D Accuracy = 0.8364
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9033 - g_loss: 1.7901 - d_accuracy: 0.8209
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9642 - g_loss: 1.7992 - d_accuracy: 0.7852Epoch 266: D Accuracy = 0.7757
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9635 - g_loss: 1.8049 - d_accuracy: 0.7849
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9055 - g_loss: 1.7831 - d_accuracy: 0.8183Epoch 267: D Accuracy = 0.8785
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9022 - g_loss: 1.7741 - d_accuracy: 0.8204
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9112 - g_loss: 1.8012 - d_accuracy: 0.8171Epoch 268: D Accuracy = 0.7757
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9163 - g_loss: 1.7824 - d_accuracy: 0.8156
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9106 - g_loss: 1.8202 - d_accuracy: 0.8159Epoch 269: D Accuracy = 0.7897
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9105 - g_loss: 1.8198 - d_accuracy: 0.8149
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9019 - g_loss: 1.8040 - d_accuracy: 0.8194Epoch 270: D Accuracy = 0.8692
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8993 - g_loss: 1.8053 - d_accuracy: 0.8212
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9562 - g_loss: 1.8294 - d_accuracy: 0.7901Epoch 271: D Accuracy = 0.7710
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9593 - g_loss: 1.8100 - d_accuracy: 0.7894
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9431 - g_loss: 1.8570 - d_accuracy: 0.7952Epoch 272: D Accuracy = 0.6776
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9483 - g_loss: 1.8693 - d_accuracy: 0.7910
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9316 - g_loss: 1.8236 - d_accuracy: 0.8063Epoch 273: D Accuracy = 0.8598
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9286 - g_loss: 1.8203 - d_accuracy: 0.8082
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8942 - g_loss: 1.8536 - d_accuracy: 0.8253Epoch 274: D Accuracy = 0.8364
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8921 - g_loss: 1.8601 - d_accuracy: 0.8257
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9207 - g_loss: 1.8794 - d_accuracy: 0.8113Epoch 275: D Accuracy = 0.6542
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9287 - g_loss: 1.9157 - d_accuracy: 0.8057
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9239 - g_loss: 1.8294 - d_accuracy: 0.8163Epoch 276: D Accuracy = 0.8364
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9249 - g_loss: 1.8100 - d_accuracy: 0.8170
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9398 - g_loss: 1.8776 - d_accuracy: 0.7967Epoch 277: D Accuracy = 0.8037
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9378 - g_loss: 1.8813 - d_accuracy: 0.7969
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9353 - g_loss: 1.8420 - d_accuracy: 0.8112Epoch 278: D Accuracy = 0.8598
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9313 - g_loss: 1.8504 - d_accuracy: 0.8129
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9030 - g_loss: 1.8542 - d_accuracy: 0.8226Epoch 279: D Accuracy = 0.8785
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8994 - g_loss: 1.8536 - d_accuracy: 0.8246
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9158 - g_loss: 1.8481 - d_accuracy: 0.8086Epoch 280: D Accuracy = 0.8738
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9133 - g_loss: 1.8447 - d_accuracy: 0.8109
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9063 - g_loss: 1.8496 - d_accuracy: 0.8149Epoch 281: D Accuracy = 0.8037
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9045 - g_loss: 1.8489 - d_accuracy: 0.8145
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9079 - g_loss: 1.8281 - d_accuracy: 0.8129Epoch 282: D Accuracy = 0.8832
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9047 - g_loss: 1.8215 - d_accuracy: 0.8155
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8624 - g_loss: 1.8450 - d_accuracy: 0.8401Epoch 283: D Accuracy = 0.8598
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8607 - g_loss: 1.8476 - d_accuracy: 0.8409
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9412 - g_loss: 1.9225 - d_accuracy: 0.8032Epoch 284: D Accuracy = 0.7243
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9450 - g_loss: 1.9435 - d_accuracy: 0.8003
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9195 - g_loss: 1.8080 - d_accuracy: 0.8089Epoch 285: D Accuracy = 0.8084
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9181 - g_loss: 1.8168 - d_accuracy: 0.8089
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9276 - g_loss: 1.8483 - d_accuracy: 0.8051Epoch 286: D Accuracy = 0.7991
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9320 - g_loss: 1.8215 - d_accuracy: 0.8048
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8714 - g_loss: 1.9048 - d_accuracy: 0.8313Epoch 287: D Accuracy = 0.8505
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8700 - g_loss: 1.9003 - d_accuracy: 0.8320
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9458 - g_loss: 1.8875 - d_accuracy: 0.7949Epoch 288: D Accuracy = 0.8411
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9405 - g_loss: 1.8960 - d_accuracy: 0.7965
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8928 - g_loss: 1.8431 - d_accuracy: 0.8242Epoch 289: D Accuracy = 0.8318
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8918 - g_loss: 1.8479 - d_accuracy: 0.8245
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9179 - g_loss: 1.8839 - d_accuracy: 0.8048Epoch 290: D Accuracy = 0.8458
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9172 - g_loss: 1.8723 - d_accuracy: 0.8062
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8901 - g_loss: 1.9151 - d_accuracy: 0.8222Epoch 291: D Accuracy = 0.8178
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8885 - g_loss: 1.9270 - d_accuracy: 0.8221
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9264 - g_loss: 1.8591 - d_accuracy: 0.8032Epoch 292: D Accuracy = 0.8505
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9225 - g_loss: 1.8647 - d_accuracy: 0.8049
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8999 - g_loss: 1.8737 - d_accuracy: 0.8173Epoch 293: D Accuracy = 0.6869
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9072 - g_loss: 1.8900 - d_accuracy: 0.8126
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9216 - g_loss: 1.9010 - d_accuracy: 0.8077Epoch 294: D Accuracy = 0.7757
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9215 - g_loss: 1.9171 - d_accuracy: 0.8065
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9015 - g_loss: 1.8899 - d_accuracy: 0.8222Epoch 295: D Accuracy = 0.8598
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9011 - g_loss: 1.8757 - d_accuracy: 0.8236
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9226 - g_loss: 1.9101 - d_accuracy: 0.8104Epoch 296: D Accuracy = 0.8925
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9178 - g_loss: 1.9031 - d_accuracy: 0.8133
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9196 - g_loss: 1.8535 - d_accuracy: 0.8111Epoch 297: D Accuracy = 0.7243
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9207 - g_loss: 1.8692 - d_accuracy: 0.8080
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9137 - g_loss: 1.8936 - d_accuracy: 0.8099Epoch 298: D Accuracy = 0.7850
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9155 - g_loss: 1.9002 - d_accuracy: 0.8090
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8660 - g_loss: 1.8782 - d_accuracy: 0.8339Epoch 299: D Accuracy = 0.8271
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8681 - g_loss: 1.8601 - d_accuracy: 0.8336
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8984 - g_loss: 1.9625 - d_accuracy: 0.8165
Class 12 — Epoch 300 preview:
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Epoch 300: D Accuracy = 0.7477
27/27 [==============================] - 1s 40ms/step - d_loss: 0.8998 - g_loss: 1.9746 - d_accuracy: 0.8140
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8889 - g_loss: 1.9239 - d_accuracy: 0.8252Epoch 301: D Accuracy = 0.7523
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8926 - g_loss: 1.9234 - d_accuracy: 0.8226
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9366 - g_loss: 1.9155 - d_accuracy: 0.8050Epoch 302: D Accuracy = 0.8598
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9340 - g_loss: 1.9118 - d_accuracy: 0.8070
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8616 - g_loss: 1.9400 - d_accuracy: 0.8366Epoch 303: D Accuracy = 0.8692
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8592 - g_loss: 1.9419 - d_accuracy: 0.8378
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9239 - g_loss: 1.9445 - d_accuracy: 0.8076Epoch 304: D Accuracy = 0.8832
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9192 - g_loss: 1.9353 - d_accuracy: 0.8103
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9047 - g_loss: 1.9055 - d_accuracy: 0.8181Epoch 305: D Accuracy = 0.7336
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9074 - g_loss: 1.9225 - d_accuracy: 0.8151
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9062 - g_loss: 1.8733 - d_accuracy: 0.8203Epoch 306: D Accuracy = 0.8551
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9067 - g_loss: 1.8534 - d_accuracy: 0.8215
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8625 - g_loss: 1.9757 - d_accuracy: 0.8332Epoch 307: D Accuracy = 0.7850
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8623 - g_loss: 1.9989 - d_accuracy: 0.8315
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8786 - g_loss: 1.9492 - d_accuracy: 0.8245Epoch 308: D Accuracy = 0.7150
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8817 - g_loss: 1.9697 - d_accuracy: 0.8206
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8859 - g_loss: 1.9390 - d_accuracy: 0.8258Epoch 309: D Accuracy = 0.8037
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8844 - g_loss: 1.9589 - d_accuracy: 0.8250
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9147 - g_loss: 1.9590 - d_accuracy: 0.8163Epoch 310: D Accuracy = 0.8084
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9132 - g_loss: 1.9573 - d_accuracy: 0.8160
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9139 - g_loss: 1.9414 - d_accuracy: 0.8070Epoch 311: D Accuracy = 0.8785
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9105 - g_loss: 1.9331 - d_accuracy: 0.8095
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8810 - g_loss: 1.9229 - d_accuracy: 0.8335Epoch 312: D Accuracy = 0.8551
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8821 - g_loss: 1.9036 - d_accuracy: 0.8342
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8513 - g_loss: 1.9811 - d_accuracy: 0.8384Epoch 313: D Accuracy = 0.8551
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8476 - g_loss: 1.9880 - d_accuracy: 0.8390
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8855 - g_loss: 1.9472 - d_accuracy: 0.8263Epoch 314: D Accuracy = 0.7664
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8864 - g_loss: 1.9763 - d_accuracy: 0.8241
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9157 - g_loss: 1.9741 - d_accuracy: 0.8080Epoch 315: D Accuracy = 0.7290
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9181 - g_loss: 2.0075 - d_accuracy: 0.8051
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8885 - g_loss: 1.9536 - d_accuracy: 0.8253Epoch 316: D Accuracy = 0.7991
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8880 - g_loss: 1.9540 - d_accuracy: 0.8244
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8709 - g_loss: 1.9120 - d_accuracy: 0.8345Epoch 317: D Accuracy = 0.8879
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8696 - g_loss: 1.9055 - d_accuracy: 0.8364
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8778 - g_loss: 1.9530 - d_accuracy: 0.8263Epoch 318: D Accuracy = 0.7243
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8819 - g_loss: 1.9760 - d_accuracy: 0.8227
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8674 - g_loss: 1.9805 - d_accuracy: 0.8318Epoch 319: D Accuracy = 0.8224
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8658 - g_loss: 1.9984 - d_accuracy: 0.8315
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8593 - g_loss: 1.9629 - d_accuracy: 0.8344Epoch 320: D Accuracy = 0.7991
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8579 - g_loss: 1.9905 - d_accuracy: 0.8332
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8712 - g_loss: 2.0016 - d_accuracy: 0.8284Epoch 321: D Accuracy = 0.8271
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8688 - g_loss: 2.0126 - d_accuracy: 0.8283
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8924 - g_loss: 1.9648 - d_accuracy: 0.8214Epoch 322: D Accuracy = 0.8271
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8908 - g_loss: 1.9689 - d_accuracy: 0.8216
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8483 - g_loss: 1.9932 - d_accuracy: 0.8436Epoch 323: D Accuracy = 0.7570
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8496 - g_loss: 2.0019 - d_accuracy: 0.8405
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8546 - g_loss: 1.9920 - d_accuracy: 0.8388Epoch 324: D Accuracy = 0.8458
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8562 - g_loss: 1.9714 - d_accuracy: 0.8390
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8846 - g_loss: 2.0521 - d_accuracy: 0.8237Epoch 325: D Accuracy = 0.8411
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8857 - g_loss: 2.0322 - d_accuracy: 0.8243
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9218 - g_loss: 2.0333 - d_accuracy: 0.8069Epoch 326: D Accuracy = 0.7430
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9238 - g_loss: 2.0490 - d_accuracy: 0.8046
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8908 - g_loss: 1.9601 - d_accuracy: 0.8195Epoch 327: D Accuracy = 0.8692
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8877 - g_loss: 1.9655 - d_accuracy: 0.8213
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8418 - g_loss: 1.9597 - d_accuracy: 0.8448Epoch 328: D Accuracy = 0.8925
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8377 - g_loss: 1.9732 - d_accuracy: 0.8465
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8572 - g_loss: 1.9618 - d_accuracy: 0.8367Epoch 329: D Accuracy = 0.8364
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8607 - g_loss: 1.9393 - d_accuracy: 0.8367
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8649 - g_loss: 2.0213 - d_accuracy: 0.8318Epoch 330: D Accuracy = 0.8598
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8649 - g_loss: 2.0104 - d_accuracy: 0.8328
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8729 - g_loss: 2.0108 - d_accuracy: 0.8262Epoch 331: D Accuracy = 0.8692
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8713 - g_loss: 1.9973 - d_accuracy: 0.8277
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8417 - g_loss: 1.9996 - d_accuracy: 0.8410Epoch 332: D Accuracy = 0.8598
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8430 - g_loss: 1.9802 - d_accuracy: 0.8417
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8751 - g_loss: 2.0413 - d_accuracy: 0.8288Epoch 333: D Accuracy = 0.7991
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8798 - g_loss: 2.0136 - d_accuracy: 0.8277
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8408 - g_loss: 2.0048 - d_accuracy: 0.8445Epoch 334: D Accuracy = 0.8131
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8422 - g_loss: 2.0105 - d_accuracy: 0.8434
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8500 - g_loss: 2.0090 - d_accuracy: 0.8386Epoch 335: D Accuracy = 0.8692
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8474 - g_loss: 2.0064 - d_accuracy: 0.8397
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8580 - g_loss: 2.0388 - d_accuracy: 0.8353Epoch 336: D Accuracy = 0.9486
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8507 - g_loss: 2.0397 - d_accuracy: 0.8394
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8926 - g_loss: 2.0248 - d_accuracy: 0.8196Epoch 337: D Accuracy = 0.8879
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8895 - g_loss: 2.0163 - d_accuracy: 0.8221
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8915 - g_loss: 2.0392 - d_accuracy: 0.8187Epoch 338: D Accuracy = 0.6636
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8998 - g_loss: 2.0558 - d_accuracy: 0.8132
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8340 - g_loss: 1.9885 - d_accuracy: 0.8496Epoch 339: D Accuracy = 0.8925
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8326 - g_loss: 1.9828 - d_accuracy: 0.8511
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8683 - g_loss: 2.0543 - d_accuracy: 0.8290Epoch 340: D Accuracy = 0.8411
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8655 - g_loss: 2.0653 - d_accuracy: 0.8295
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8442 - g_loss: 2.0298 - d_accuracy: 0.8451Epoch 341: D Accuracy = 0.8224
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8448 - g_loss: 2.0261 - d_accuracy: 0.8443
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9951 - g_loss: 2.0465 - d_accuracy: 0.7924Epoch 342: D Accuracy = 0.8411
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9897 - g_loss: 2.0533 - d_accuracy: 0.7942
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8446 - g_loss: 1.9963 - d_accuracy: 0.8410Epoch 343: D Accuracy = 0.8785
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8428 - g_loss: 1.9978 - d_accuracy: 0.8423
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8478 - g_loss: 2.0271 - d_accuracy: 0.8404Epoch 344: D Accuracy = 0.8692
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8464 - g_loss: 2.0219 - d_accuracy: 0.8414
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8529 - g_loss: 2.0514 - d_accuracy: 0.8354Epoch 345: D Accuracy = 0.8364
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8537 - g_loss: 2.0455 - d_accuracy: 0.8354
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8489 - g_loss: 2.0476 - d_accuracy: 0.8379Epoch 346: D Accuracy = 0.8458
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8478 - g_loss: 2.0477 - d_accuracy: 0.8382
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8678 - g_loss: 2.0416 - d_accuracy: 0.8301Epoch 347: D Accuracy = 0.8505
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8687 - g_loss: 2.0247 - d_accuracy: 0.8308
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8363 - g_loss: 2.0422 - d_accuracy: 0.8424Epoch 348: D Accuracy = 0.8411
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8385 - g_loss: 2.0167 - d_accuracy: 0.8423
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8323 - g_loss: 2.0397 - d_accuracy: 0.8448Epoch 349: D Accuracy = 0.8224
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8342 - g_loss: 2.0434 - d_accuracy: 0.8440
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8783 - g_loss: 2.1008 - d_accuracy: 0.8179Epoch 350: D Accuracy = 0.8692
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8773 - g_loss: 2.0831 - d_accuracy: 0.8198
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8374 - g_loss: 2.0968 - d_accuracy: 0.8413Epoch 351: D Accuracy = 0.8411
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8375 - g_loss: 2.0989 - d_accuracy: 0.8413
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8357 - g_loss: 2.0717 - d_accuracy: 0.8422Epoch 352: D Accuracy = 0.8458
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8380 - g_loss: 2.0436 - d_accuracy: 0.8424
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8182 - g_loss: 2.1049 - d_accuracy: 0.8524Epoch 353: D Accuracy = 0.8084
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8191 - g_loss: 2.1231 - d_accuracy: 0.8509
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9001 - g_loss: 2.1489 - d_accuracy: 0.8144Epoch 354: D Accuracy = 0.6916
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9045 - g_loss: 2.1899 - d_accuracy: 0.8100
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8562 - g_loss: 2.0697 - d_accuracy: 0.8327Epoch 355: D Accuracy = 0.6822
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8632 - g_loss: 2.1010 - d_accuracy: 0.8273
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8170 - g_loss: 2.0630 - d_accuracy: 0.8542Epoch 356: D Accuracy = 0.7991
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8205 - g_loss: 2.0574 - d_accuracy: 0.8523
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8421 - g_loss: 2.0403 - d_accuracy: 0.8455Epoch 357: D Accuracy = 0.9252
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8388 - g_loss: 2.0262 - d_accuracy: 0.8483
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8849 - g_loss: 2.1118 - d_accuracy: 0.8243Epoch 358: D Accuracy = 0.7757
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8933 - g_loss: 2.0763 - d_accuracy: 0.8226
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8462 - g_loss: 2.0770 - d_accuracy: 0.8379Epoch 359: D Accuracy = 0.7757
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8555 - g_loss: 2.0413 - d_accuracy: 0.8357
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8484 - g_loss: 2.1232 - d_accuracy: 0.8407Epoch 360: D Accuracy = 0.8551
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8451 - g_loss: 2.1266 - d_accuracy: 0.8412
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8456 - g_loss: 2.0638 - d_accuracy: 0.8458Epoch 361: D Accuracy = 0.8364
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8451 - g_loss: 2.0732 - d_accuracy: 0.8455
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8157 - g_loss: 2.1448 - d_accuracy: 0.8518Epoch 362: D Accuracy = 0.8785
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8152 - g_loss: 2.1397 - d_accuracy: 0.8528
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8685 - g_loss: 2.1207 - d_accuracy: 0.8314Epoch 363: D Accuracy = 0.8972
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8645 - g_loss: 2.1147 - d_accuracy: 0.8338
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8193 - g_loss: 2.1173 - d_accuracy: 0.8510Epoch 364: D Accuracy = 0.7850
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8211 - g_loss: 2.1350 - d_accuracy: 0.8486
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8228 - g_loss: 2.0844 - d_accuracy: 0.8536Epoch 365: D Accuracy = 0.8832
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8201 - g_loss: 2.0842 - d_accuracy: 0.8547
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8364 - g_loss: 2.1184 - d_accuracy: 0.8407Epoch 366: D Accuracy = 0.8972
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8342 - g_loss: 2.1043 - d_accuracy: 0.8427
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8304 - g_loss: 2.1623 - d_accuracy: 0.8418Epoch 367: D Accuracy = 0.7991
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8308 - g_loss: 2.1759 - d_accuracy: 0.8403
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8306 - g_loss: 2.1755 - d_accuracy: 0.8429Epoch 368: D Accuracy = 0.7850
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8319 - g_loss: 2.1832 - d_accuracy: 0.8408
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1603 - g_loss: 2.2176 - d_accuracy: 0.7740Epoch 369: D Accuracy = 0.7196
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1615 - g_loss: 2.1770 - d_accuracy: 0.7721
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8408 - g_loss: 2.0352 - d_accuracy: 0.8425Epoch 370: D Accuracy = 0.8131
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8424 - g_loss: 2.0288 - d_accuracy: 0.8414
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8366 - g_loss: 2.0490 - d_accuracy: 0.8430Epoch 371: D Accuracy = 0.8037
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8379 - g_loss: 2.0695 - d_accuracy: 0.8416
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8333 - g_loss: 2.1289 - d_accuracy: 0.8456Epoch 372: D Accuracy = 0.8925
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8300 - g_loss: 2.1412 - d_accuracy: 0.8472
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8096 - g_loss: 2.0994 - d_accuracy: 0.8536Epoch 373: D Accuracy = 0.8318
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8113 - g_loss: 2.0956 - d_accuracy: 0.8528
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8045 - g_loss: 2.1342 - d_accuracy: 0.8574Epoch 374: D Accuracy = 0.8692
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8049 - g_loss: 2.1296 - d_accuracy: 0.8578
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8376 - g_loss: 2.0808 - d_accuracy: 0.8425Epoch 375: D Accuracy = 0.8598
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8397 - g_loss: 2.0608 - d_accuracy: 0.8431
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8037 - g_loss: 2.1566 - d_accuracy: 0.8568Epoch 376: D Accuracy = 0.8925
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8020 - g_loss: 2.1568 - d_accuracy: 0.8581
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8509 - g_loss: 2.1627 - d_accuracy: 0.8325Epoch 377: D Accuracy = 0.8364
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8510 - g_loss: 2.1537 - d_accuracy: 0.8326
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8234 - g_loss: 2.1453 - d_accuracy: 0.8445Epoch 378: D Accuracy = 0.8318
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8252 - g_loss: 2.1225 - d_accuracy: 0.8440
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8002 - g_loss: 2.1686 - d_accuracy: 0.8616Epoch 379: D Accuracy = 0.8645
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7995 - g_loss: 2.1681 - d_accuracy: 0.8617
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7923 - g_loss: 2.1809 - d_accuracy: 0.8648Epoch 380: D Accuracy = 0.8925
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7923 - g_loss: 2.1833 - d_accuracy: 0.8658
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8276 - g_loss: 2.1848 - d_accuracy: 0.8474Epoch 381: D Accuracy = 0.8598
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8288 - g_loss: 2.1623 - d_accuracy: 0.8478
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8095 - g_loss: 2.1373 - d_accuracy: 0.8562Epoch 382: D Accuracy = 0.8832
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8062 - g_loss: 2.1548 - d_accuracy: 0.8572
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8256 - g_loss: 2.1795 - d_accuracy: 0.8456Epoch 383: D Accuracy = 0.8505
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8225 - g_loss: 2.1905 - d_accuracy: 0.8458
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8181 - g_loss: 2.1179 - d_accuracy: 0.8528Epoch 384: D Accuracy = 0.8411
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8235 - g_loss: 2.0917 - d_accuracy: 0.8524
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8814 - g_loss: 2.2161 - d_accuracy: 0.8216Epoch 385: D Accuracy = 0.8738
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8784 - g_loss: 2.2074 - d_accuracy: 0.8234
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8106 - g_loss: 2.1637 - d_accuracy: 0.8565Epoch 386: D Accuracy = 0.8364
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8093 - g_loss: 2.1842 - d_accuracy: 0.8558
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8015 - g_loss: 2.2272 - d_accuracy: 0.8583Epoch 387: D Accuracy = 0.6963
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8093 - g_loss: 2.2600 - d_accuracy: 0.8525
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8553 - g_loss: 2.1883 - d_accuracy: 0.8378Epoch 388: D Accuracy = 0.7570
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8583 - g_loss: 2.2267 - d_accuracy: 0.8349
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8077 - g_loss: 2.1654 - d_accuracy: 0.8557Epoch 389: D Accuracy = 0.8271
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8072 - g_loss: 2.1830 - d_accuracy: 0.8547
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8114 - g_loss: 2.1829 - d_accuracy: 0.8536Epoch 390: D Accuracy = 0.8411
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8146 - g_loss: 2.1617 - d_accuracy: 0.8532
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8812 - g_loss: 2.2740 - d_accuracy: 0.8255Epoch 391: D Accuracy = 0.8551
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8760 - g_loss: 2.2916 - d_accuracy: 0.8266
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7963 - g_loss: 2.2044 - d_accuracy: 0.8564Epoch 392: D Accuracy = 0.8972
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7933 - g_loss: 2.2074 - d_accuracy: 0.8579
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8205 - g_loss: 2.1952 - d_accuracy: 0.8503Epoch 393: D Accuracy = 0.8364
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8225 - g_loss: 2.1797 - d_accuracy: 0.8498
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7620 - g_loss: 2.2467 - d_accuracy: 0.8745Epoch 394: D Accuracy = 0.8692
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7615 - g_loss: 2.2509 - d_accuracy: 0.8743
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8106 - g_loss: 2.1751 - d_accuracy: 0.8581Epoch 395: D Accuracy = 0.9112
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8091 - g_loss: 2.1603 - d_accuracy: 0.8600
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8211 - g_loss: 2.2624 - d_accuracy: 0.8460Epoch 396: D Accuracy = 0.7804
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8230 - g_loss: 2.2871 - d_accuracy: 0.8437
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8039 - g_loss: 2.2307 - d_accuracy: 0.8553Epoch 397: D Accuracy = 0.8738
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8070 - g_loss: 2.2056 - d_accuracy: 0.8559
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8352 - g_loss: 2.2427 - d_accuracy: 0.8445Epoch 398: D Accuracy = 0.8364
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8344 - g_loss: 2.2472 - d_accuracy: 0.8442
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8117 - g_loss: 2.2104 - d_accuracy: 0.8541Epoch 399: D Accuracy = 0.8738
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8132 - g_loss: 2.1891 - d_accuracy: 0.8548
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8056 - g_loss: 2.2229 - d_accuracy: 0.8521
Class 12 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.8505
27/27 [==============================] - 1s 40ms/step - d_loss: 0.8079 - g_loss: 2.2008 - d_accuracy: 0.8520
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8544 - g_loss: 2.2696 - d_accuracy: 0.8283Epoch 401: D Accuracy = 0.9112
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8492 - g_loss: 2.2625 - d_accuracy: 0.8313
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7870 - g_loss: 2.2461 - d_accuracy: 0.8646Epoch 402: D Accuracy = 0.9252
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7852 - g_loss: 2.2333 - d_accuracy: 0.8667
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7836 - g_loss: 2.2932 - d_accuracy: 0.8674Epoch 403: D Accuracy = 0.8738
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7833 - g_loss: 2.3031 - d_accuracy: 0.8677
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8253 - g_loss: 2.2207 - d_accuracy: 0.8511Epoch 404: D Accuracy = 0.8458
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8288 - g_loss: 2.1932 - d_accuracy: 0.8509
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8064 - g_loss: 2.2558 - d_accuracy: 0.8568Epoch 405: D Accuracy = 0.8925
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8050 - g_loss: 2.2552 - d_accuracy: 0.8581
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7987 - g_loss: 2.2772 - d_accuracy: 0.8547Epoch 406: D Accuracy = 0.7570
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8004 - g_loss: 2.2980 - d_accuracy: 0.8512
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7898 - g_loss: 2.2529 - d_accuracy: 0.8629Epoch 407: D Accuracy = 0.8738
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7922 - g_loss: 2.2394 - d_accuracy: 0.8633
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8288 - g_loss: 2.2605 - d_accuracy: 0.8410Epoch 408: D Accuracy = 0.8505
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8320 - g_loss: 2.2342 - d_accuracy: 0.8413
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8025 - g_loss: 2.2490 - d_accuracy: 0.8551Epoch 409: D Accuracy = 0.9159
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7999 - g_loss: 2.2390 - d_accuracy: 0.8573
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7919 - g_loss: 2.2932 - d_accuracy: 0.8636Epoch 410: D Accuracy = 0.8692
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7925 - g_loss: 2.2922 - d_accuracy: 0.8638
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7993 - g_loss: 2.2590 - d_accuracy: 0.8516Epoch 411: D Accuracy = 0.8224
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7990 - g_loss: 2.2646 - d_accuracy: 0.8506
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7481 - g_loss: 2.3083 - d_accuracy: 0.8836Epoch 412: D Accuracy = 0.8131
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7490 - g_loss: 2.3331 - d_accuracy: 0.8810
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8444 - g_loss: 2.2465 - d_accuracy: 0.8386Epoch 413: D Accuracy = 0.8364
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8478 - g_loss: 2.2146 - d_accuracy: 0.8385
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7800 - g_loss: 2.2860 - d_accuracy: 0.8621Epoch 414: D Accuracy = 0.8785
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7799 - g_loss: 2.2691 - d_accuracy: 0.8627
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7567 - g_loss: 2.3255 - d_accuracy: 0.8771Epoch 415: D Accuracy = 0.9486
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7534 - g_loss: 2.3195 - d_accuracy: 0.8797
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7620 - g_loss: 2.3456 - d_accuracy: 0.8730Epoch 416: D Accuracy = 0.7850
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7741 - g_loss: 2.3031 - d_accuracy: 0.8698
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7925 - g_loss: 2.3349 - d_accuracy: 0.8565Epoch 417: D Accuracy = 0.9346
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7896 - g_loss: 2.3193 - d_accuracy: 0.8593
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8369 - g_loss: 2.3205 - d_accuracy: 0.8409Epoch 418: D Accuracy = 0.9065
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8337 - g_loss: 2.3185 - d_accuracy: 0.8432
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7958 - g_loss: 2.2825 - d_accuracy: 0.8596Epoch 419: D Accuracy = 0.8224
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7972 - g_loss: 2.2888 - d_accuracy: 0.8583
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7637 - g_loss: 2.2646 - d_accuracy: 0.8763Epoch 420: D Accuracy = 0.9019
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7631 - g_loss: 2.2495 - d_accuracy: 0.8772
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8247 - g_loss: 2.2789 - d_accuracy: 0.8478Epoch 421: D Accuracy = 0.8972
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8219 - g_loss: 2.2772 - d_accuracy: 0.8495
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7767 - g_loss: 2.2970 - d_accuracy: 0.8665Epoch 422: D Accuracy = 0.8879
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7771 - g_loss: 2.2832 - d_accuracy: 0.8673
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8029 - g_loss: 2.3396 - d_accuracy: 0.8570Epoch 423: D Accuracy = 0.8551
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8010 - g_loss: 2.3521 - d_accuracy: 0.8570
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8310 - g_loss: 2.3070 - d_accuracy: 0.8417Epoch 424: D Accuracy = 0.8832
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8289 - g_loss: 2.3043 - d_accuracy: 0.8432
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7831 - g_loss: 2.3092 - d_accuracy: 0.8612Epoch 425: D Accuracy = 0.8692
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7826 - g_loss: 2.3120 - d_accuracy: 0.8615
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7787 - g_loss: 2.3348 - d_accuracy: 0.8648Epoch 426: D Accuracy = 0.8411
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7791 - g_loss: 2.3440 - d_accuracy: 0.8639
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8436 - g_loss: 2.3331 - d_accuracy: 0.8357Epoch 427: D Accuracy = 0.6682
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8506 - g_loss: 2.3765 - d_accuracy: 0.8297
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7232 - g_loss: 2.3273 - d_accuracy: 0.8944Epoch 428: D Accuracy = 0.9019
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7229 - g_loss: 2.3280 - d_accuracy: 0.8946
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8116 - g_loss: 2.3318 - d_accuracy: 0.8489Epoch 429: D Accuracy = 0.8318
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8167 - g_loss: 2.2970 - d_accuracy: 0.8483
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8076 - g_loss: 2.3512 - d_accuracy: 0.8559Epoch 430: D Accuracy = 0.8037
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8177 - g_loss: 2.3117 - d_accuracy: 0.8540
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7881 - g_loss: 2.2892 - d_accuracy: 0.8630Epoch 431: D Accuracy = 0.8832
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7895 - g_loss: 2.2657 - d_accuracy: 0.8637
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8559 - g_loss: 2.3601 - d_accuracy: 0.8371Epoch 432: D Accuracy = 0.9252
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8483 - g_loss: 2.3551 - d_accuracy: 0.8402
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7609 - g_loss: 2.3285 - d_accuracy: 0.8674Epoch 433: D Accuracy = 0.7944
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7649 - g_loss: 2.3436 - d_accuracy: 0.8648
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7996 - g_loss: 2.3346 - d_accuracy: 0.8528Epoch 434: D Accuracy = 0.8738
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7999 - g_loss: 2.3138 - d_accuracy: 0.8536
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7561 - g_loss: 2.4100 - d_accuracy: 0.8732Epoch 435: D Accuracy = 0.9112
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7542 - g_loss: 2.4031 - d_accuracy: 0.8745
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7613 - g_loss: 2.3661 - d_accuracy: 0.8735Epoch 436: D Accuracy = 0.8505
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7608 - g_loss: 2.3748 - d_accuracy: 0.8727
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7869 - g_loss: 2.3637 - d_accuracy: 0.8605Epoch 437: D Accuracy = 0.8505
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7910 - g_loss: 2.3305 - d_accuracy: 0.8601
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7696 - g_loss: 2.3760 - d_accuracy: 0.8698Epoch 438: D Accuracy = 0.8271
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7698 - g_loss: 2.3965 - d_accuracy: 0.8682
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7439 - g_loss: 2.3373 - d_accuracy: 0.8858Epoch 439: D Accuracy = 0.8785
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7467 - g_loss: 2.3296 - d_accuracy: 0.8856
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7648 - g_loss: 2.3678 - d_accuracy: 0.8757Epoch 440: D Accuracy = 0.8785
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7624 - g_loss: 2.3850 - d_accuracy: 0.8758
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8210 - g_loss: 2.4367 - d_accuracy: 0.8451Epoch 441: D Accuracy = 0.6589
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8360 - g_loss: 2.4970 - d_accuracy: 0.8385
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8019 - g_loss: 2.3316 - d_accuracy: 0.8547Epoch 442: D Accuracy = 0.9159
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7978 - g_loss: 2.3225 - d_accuracy: 0.8569
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8154 - g_loss: 2.3547 - d_accuracy: 0.8496Epoch 443: D Accuracy = 0.8598
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8202 - g_loss: 2.3203 - d_accuracy: 0.8499
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7438 - g_loss: 2.3967 - d_accuracy: 0.8801Epoch 444: D Accuracy = 0.7617
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7476 - g_loss: 2.4304 - d_accuracy: 0.8758
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7623 - g_loss: 2.3531 - d_accuracy: 0.8721Epoch 445: D Accuracy = 0.8738
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7635 - g_loss: 2.3430 - d_accuracy: 0.8721
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7849 - g_loss: 2.3617 - d_accuracy: 0.8657Epoch 446: D Accuracy = 0.9159
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7819 - g_loss: 2.3618 - d_accuracy: 0.8675
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7694 - g_loss: 2.4340 - d_accuracy: 0.8642Epoch 447: D Accuracy = 0.7944
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7705 - g_loss: 2.4547 - d_accuracy: 0.8617
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7503 - g_loss: 2.4003 - d_accuracy: 0.8785Epoch 448: D Accuracy = 0.8925
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7494 - g_loss: 2.4055 - d_accuracy: 0.8790
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7460 - g_loss: 2.4411 - d_accuracy: 0.8804Epoch 449: D Accuracy = 0.9112
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7435 - g_loss: 2.4383 - d_accuracy: 0.8815
Epoch 450/500
26/27 [===========================>..] - ETA: 0s - d_loss: 0.7904 - g_loss: 2.3827 - d_accuracy: 0.8619Epoch 450: D Accuracy = 0.9112
27/27 [==============================] - 1s 38ms/step - d_loss: 0.7880 - g_loss: 2.3485 - d_accuracy: 0.8654
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7882 - g_loss: 2.3955 - d_accuracy: 0.8622Epoch 451: D Accuracy = 0.8738
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7858 - g_loss: 2.4169 - d_accuracy: 0.8626
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7288 - g_loss: 2.4209 - d_accuracy: 0.8893Epoch 452: D Accuracy = 0.9019
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7278 - g_loss: 2.4290 - d_accuracy: 0.8898
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1228 - g_loss: 2.5069 - d_accuracy: 0.7804Epoch 453: D Accuracy = 0.8879
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1106 - g_loss: 2.4873 - d_accuracy: 0.7843
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7761 - g_loss: 2.2836 - d_accuracy: 0.8700Epoch 454: D Accuracy = 0.8645
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7755 - g_loss: 2.2908 - d_accuracy: 0.8698
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7687 - g_loss: 2.3506 - d_accuracy: 0.8700Epoch 455: D Accuracy = 0.8645
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7680 - g_loss: 2.3585 - d_accuracy: 0.8698
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7356 - g_loss: 2.3847 - d_accuracy: 0.8842Epoch 456: D Accuracy = 0.9393
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7329 - g_loss: 2.3855 - d_accuracy: 0.8861
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7251 - g_loss: 2.3798 - d_accuracy: 0.8886Epoch 457: D Accuracy = 0.8364
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7322 - g_loss: 2.3445 - d_accuracy: 0.8868
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7937 - g_loss: 2.4496 - d_accuracy: 0.8630Epoch 458: D Accuracy = 0.8131
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7941 - g_loss: 2.4824 - d_accuracy: 0.8612
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7617 - g_loss: 2.3836 - d_accuracy: 0.8734Epoch 459: D Accuracy = 0.8598
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7618 - g_loss: 2.4027 - d_accuracy: 0.8729
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7537 - g_loss: 2.4209 - d_accuracy: 0.8770Epoch 460: D Accuracy = 0.9206
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7511 - g_loss: 2.4226 - d_accuracy: 0.8785
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7617 - g_loss: 2.4487 - d_accuracy: 0.8695Epoch 461: D Accuracy = 0.8738
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7602 - g_loss: 2.4541 - d_accuracy: 0.8696
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7490 - g_loss: 2.4379 - d_accuracy: 0.8774Epoch 462: D Accuracy = 0.8785
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7493 - g_loss: 2.4289 - d_accuracy: 0.8775
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7473 - g_loss: 2.4452 - d_accuracy: 0.8773Epoch 463: D Accuracy = 0.7991
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7497 - g_loss: 2.4616 - d_accuracy: 0.8745
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7982 - g_loss: 2.4048 - d_accuracy: 0.8579Epoch 464: D Accuracy = 0.8925
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7968 - g_loss: 2.3899 - d_accuracy: 0.8591
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7321 - g_loss: 2.4738 - d_accuracy: 0.8874Epoch 465: D Accuracy = 0.8925
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7300 - g_loss: 2.5030 - d_accuracy: 0.8876
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7346 - g_loss: 2.4411 - d_accuracy: 0.8807Epoch 466: D Accuracy = 0.8738
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7346 - g_loss: 2.4404 - d_accuracy: 0.8805
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7338 - g_loss: 2.4432 - d_accuracy: 0.8802Epoch 467: D Accuracy = 0.8785
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7327 - g_loss: 2.4623 - d_accuracy: 0.8801
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7351 - g_loss: 2.4590 - d_accuracy: 0.8842Epoch 468: D Accuracy = 0.8551
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7368 - g_loss: 2.4551 - d_accuracy: 0.8832
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7438 - g_loss: 2.4832 - d_accuracy: 0.8784Epoch 469: D Accuracy = 0.8925
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7413 - g_loss: 2.4853 - d_accuracy: 0.8789
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7824 - g_loss: 2.4519 - d_accuracy: 0.8645Epoch 470: D Accuracy = 0.8972
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7822 - g_loss: 2.4342 - d_accuracy: 0.8657
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7846 - g_loss: 2.4535 - d_accuracy: 0.8626Epoch 471: D Accuracy = 0.8224
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7929 - g_loss: 2.4162 - d_accuracy: 0.8612
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7588 - g_loss: 2.4506 - d_accuracy: 0.8771Epoch 472: D Accuracy = 0.8738
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7594 - g_loss: 2.4409 - d_accuracy: 0.8770
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7226 - g_loss: 2.4477 - d_accuracy: 0.8926Epoch 473: D Accuracy = 0.8738
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7225 - g_loss: 2.4451 - d_accuracy: 0.8919
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7606 - g_loss: 2.4399 - d_accuracy: 0.8749Epoch 474: D Accuracy = 0.9112
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7573 - g_loss: 2.4493 - d_accuracy: 0.8762
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7878 - g_loss: 2.5083 - d_accuracy: 0.8557Epoch 475: D Accuracy = 0.8318
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7875 - g_loss: 2.5204 - d_accuracy: 0.8549
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7323 - g_loss: 2.4501 - d_accuracy: 0.8851Epoch 476: D Accuracy = 0.8972
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7304 - g_loss: 2.4579 - d_accuracy: 0.8855
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7537 - g_loss: 2.4782 - d_accuracy: 0.8723Epoch 477: D Accuracy = 0.9299
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7520 - g_loss: 2.4771 - d_accuracy: 0.8743
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7453 - g_loss: 2.4834 - d_accuracy: 0.8806Epoch 478: D Accuracy = 0.9019
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7456 - g_loss: 2.4667 - d_accuracy: 0.8814
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7197 - g_loss: 2.5335 - d_accuracy: 0.8881Epoch 479: D Accuracy = 0.9159
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7200 - g_loss: 2.5133 - d_accuracy: 0.8891
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8199 - g_loss: 2.4591 - d_accuracy: 0.8461Epoch 480: D Accuracy = 0.7757
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8215 - g_loss: 2.4692 - d_accuracy: 0.8436
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7782 - g_loss: 2.4417 - d_accuracy: 0.8696Epoch 481: D Accuracy = 0.8972
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7789 - g_loss: 2.4218 - d_accuracy: 0.8706
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7872 - g_loss: 2.4827 - d_accuracy: 0.8565Epoch 482: D Accuracy = 0.8645
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7894 - g_loss: 2.4534 - d_accuracy: 0.8568
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7052 - g_loss: 2.5062 - d_accuracy: 0.9000Epoch 483: D Accuracy = 0.8598
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7069 - g_loss: 2.5109 - d_accuracy: 0.8986
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7727 - g_loss: 2.5384 - d_accuracy: 0.8670Epoch 484: D Accuracy = 0.8692
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7701 - g_loss: 2.5516 - d_accuracy: 0.8670
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7566 - g_loss: 2.5040 - d_accuracy: 0.8735Epoch 485: D Accuracy = 0.9159
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7545 - g_loss: 2.4904 - d_accuracy: 0.8750
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7298 - g_loss: 2.5366 - d_accuracy: 0.8807Epoch 486: D Accuracy = 0.9112
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7300 - g_loss: 2.5189 - d_accuracy: 0.8818
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7356 - g_loss: 2.5279 - d_accuracy: 0.8794Epoch 487: D Accuracy = 0.9159
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7354 - g_loss: 2.5147 - d_accuracy: 0.8807
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7904 - g_loss: 2.4963 - d_accuracy: 0.8575Epoch 488: D Accuracy = 0.8785
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7912 - g_loss: 2.4749 - d_accuracy: 0.8582
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7286 - g_loss: 2.5190 - d_accuracy: 0.8823Epoch 489: D Accuracy = 0.9112
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7288 - g_loss: 2.5054 - d_accuracy: 0.8833
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7348 - g_loss: 2.5121 - d_accuracy: 0.8834Epoch 490: D Accuracy = 0.9019
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7337 - g_loss: 2.5289 - d_accuracy: 0.8840
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7659 - g_loss: 2.5352 - d_accuracy: 0.8706Epoch 491: D Accuracy = 0.8692
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7642 - g_loss: 2.5547 - d_accuracy: 0.8705
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7378 - g_loss: 2.5158 - d_accuracy: 0.8800Epoch 492: D Accuracy = 0.8972
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7360 - g_loss: 2.5116 - d_accuracy: 0.8806
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7077 - g_loss: 2.5180 - d_accuracy: 0.8943Epoch 493: D Accuracy = 0.9206
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7086 - g_loss: 2.4993 - d_accuracy: 0.8953
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7503 - g_loss: 2.5558 - d_accuracy: 0.8739Epoch 494: D Accuracy = 0.8925
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7485 - g_loss: 2.5524 - d_accuracy: 0.8746
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7360 - g_loss: 2.5084 - d_accuracy: 0.8850Epoch 495: D Accuracy = 0.8645
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7430 - g_loss: 2.4723 - d_accuracy: 0.8843
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7326 - g_loss: 2.6469 - d_accuracy: 0.8786Epoch 496: D Accuracy = 0.9019
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7301 - g_loss: 2.6533 - d_accuracy: 0.8794
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7158 - g_loss: 2.5678 - d_accuracy: 0.8911Epoch 497: D Accuracy = 0.9112
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7177 - g_loss: 2.5407 - d_accuracy: 0.8918
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7447 - g_loss: 2.5933 - d_accuracy: 0.8757Epoch 498: D Accuracy = 0.8551
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7516 - g_loss: 2.5591 - d_accuracy: 0.8750
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7688 - g_loss: 2.5997 - d_accuracy: 0.8654Epoch 499: D Accuracy = 0.8458
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7686 - g_loss: 2.6026 - d_accuracy: 0.8647
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6934 - g_loss: 2.5738 - d_accuracy: 0.9005
Class 12 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.9112
27/27 [==============================] - 1s 47ms/step - d_loss: 0.6917 - g_loss: 2.5850 - d_accuracy: 0.9009
Training DCGAN for class 13...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.1711 - g_loss: 1.2494 - d_accuracy: 0.7117WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0162s vs `on_train_batch_end` time: 0.0186s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 0.8286 - g_loss: 2.2104 - d_accuracy: 0.8594
Epoch 1: Generator loss improved from inf to 2.7542. Saving weights.
Epoch 1: D Accuracy = 0.9120
27/27 [==============================] - 2s 43ms/step - d_loss: 0.8243 - g_loss: 2.2298 - d_accuracy: 0.8613
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0819 - g_loss: 1.7710 - d_accuracy: 0.7656
Epoch 2: Generator loss improved from 2.7542 to 1.2114. Saving weights.
Epoch 2: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0835 - g_loss: 1.7510 - d_accuracy: 0.7651
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1130 - g_loss: 1.4330 - d_accuracy: 0.7440Epoch 3: D Accuracy = 0.7685
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1115 - g_loss: 1.4324 - d_accuracy: 0.7449
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1751 - g_loss: 1.3242 - d_accuracy: 0.7105
Epoch 4: Generator loss improved from 1.2114 to 1.1996. Saving weights.
Epoch 4: D Accuracy = 0.6944
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1770 - g_loss: 1.3198 - d_accuracy: 0.7099
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1805 - g_loss: 1.1958 - d_accuracy: 0.7078
Epoch 5: Generator loss improved from 1.1996 to 1.0163. Saving weights.
Epoch 5: D Accuracy = 0.7361
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1797 - g_loss: 1.1894 - d_accuracy: 0.7088
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1465 - g_loss: 1.2570 - d_accuracy: 0.7083
Epoch 6: Generator loss improved from 1.0163 to 0.7090. Saving weights.
Epoch 6: D Accuracy = 0.6481
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1531 - g_loss: 1.2375 - d_accuracy: 0.7062
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0863 - g_loss: 1.3391 - d_accuracy: 0.7513Epoch 7: D Accuracy = 0.7176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0849 - g_loss: 1.3521 - d_accuracy: 0.7501
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0632 - g_loss: 1.4302 - d_accuracy: 0.7567Epoch 8: D Accuracy = 0.7824
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0613 - g_loss: 1.4343 - d_accuracy: 0.7576
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0191 - g_loss: 1.5487 - d_accuracy: 0.7830Epoch 9: D Accuracy = 0.8843
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0128 - g_loss: 1.5476 - d_accuracy: 0.7867
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9397 - g_loss: 1.6722 - d_accuracy: 0.8071Epoch 10: D Accuracy = 0.8148
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9368 - g_loss: 1.6789 - d_accuracy: 0.8074
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9357 - g_loss: 1.7148 - d_accuracy: 0.8114Epoch 11: D Accuracy = 0.8519
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9341 - g_loss: 1.7040 - d_accuracy: 0.8128
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8883 - g_loss: 1.8084 - d_accuracy: 0.8267Epoch 12: D Accuracy = 0.8102
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8873 - g_loss: 1.8147 - d_accuracy: 0.8261
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9199 - g_loss: 1.8624 - d_accuracy: 0.8175Epoch 13: D Accuracy = 0.8565
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9152 - g_loss: 1.8675 - d_accuracy: 0.8189
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8995 - g_loss: 1.7979 - d_accuracy: 0.8223Epoch 14: D Accuracy = 0.8472
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9012 - g_loss: 1.7826 - d_accuracy: 0.8232
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9092 - g_loss: 1.8258 - d_accuracy: 0.8220Epoch 15: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9102 - g_loss: 1.8461 - d_accuracy: 0.8195
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9610 - g_loss: 1.7249 - d_accuracy: 0.8001Epoch 16: D Accuracy = 0.8287
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9595 - g_loss: 1.7137 - d_accuracy: 0.8011
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9944 - g_loss: 1.6860 - d_accuracy: 0.7904Epoch 17: D Accuracy = 0.8241
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9922 - g_loss: 1.6828 - d_accuracy: 0.7916
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0035 - g_loss: 1.6355 - d_accuracy: 0.7753Epoch 18: D Accuracy = 0.7639
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0059 - g_loss: 1.6163 - d_accuracy: 0.7748
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0108 - g_loss: 1.5644 - d_accuracy: 0.7763Epoch 19: D Accuracy = 0.7917
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0083 - g_loss: 1.5740 - d_accuracy: 0.7768
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0561 - g_loss: 1.5298 - d_accuracy: 0.7577Epoch 20: D Accuracy = 0.7222
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0555 - g_loss: 1.5423 - d_accuracy: 0.7564
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0757 - g_loss: 1.5064 - d_accuracy: 0.7548Epoch 21: D Accuracy = 0.7963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0755 - g_loss: 1.4872 - d_accuracy: 0.7562
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0482 - g_loss: 1.4906 - d_accuracy: 0.7540Epoch 22: D Accuracy = 0.7176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0472 - g_loss: 1.5137 - d_accuracy: 0.7527
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0461 - g_loss: 1.4556 - d_accuracy: 0.7592Epoch 23: D Accuracy = 0.8102
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0444 - g_loss: 1.4472 - d_accuracy: 0.7610
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0729 - g_loss: 1.4497 - d_accuracy: 0.7420Epoch 24: D Accuracy = 0.8194
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0711 - g_loss: 1.4371 - d_accuracy: 0.7448
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0796 - g_loss: 1.4633 - d_accuracy: 0.7436Epoch 25: D Accuracy = 0.7639
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0770 - g_loss: 1.4664 - d_accuracy: 0.7443
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0422 - g_loss: 1.4106 - d_accuracy: 0.7673Epoch 26: D Accuracy = 0.7593
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0443 - g_loss: 1.4152 - d_accuracy: 0.7670
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0644 - g_loss: 1.4897 - d_accuracy: 0.7541Epoch 27: D Accuracy = 0.6528
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0690 - g_loss: 1.5132 - d_accuracy: 0.7504
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0843 - g_loss: 1.4618 - d_accuracy: 0.7422Epoch 28: D Accuracy = 0.6204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0958 - g_loss: 1.4967 - d_accuracy: 0.7378
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0625 - g_loss: 1.4022 - d_accuracy: 0.7533Epoch 29: D Accuracy = 0.6713
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0655 - g_loss: 1.4234 - d_accuracy: 0.7504
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0508 - g_loss: 1.4281 - d_accuracy: 0.7566Epoch 30: D Accuracy = 0.7130
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0515 - g_loss: 1.4308 - d_accuracy: 0.7550
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0837 - g_loss: 1.4384 - d_accuracy: 0.7401Epoch 31: D Accuracy = 0.6852
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0837 - g_loss: 1.4537 - d_accuracy: 0.7381
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0740 - g_loss: 1.4372 - d_accuracy: 0.7416Epoch 32: D Accuracy = 0.6806
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0754 - g_loss: 1.4506 - d_accuracy: 0.7395
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0681 - g_loss: 1.4331 - d_accuracy: 0.7497Epoch 33: D Accuracy = 0.6991
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0698 - g_loss: 1.4526 - d_accuracy: 0.7479
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0621 - g_loss: 1.3875 - d_accuracy: 0.7474Epoch 34: D Accuracy = 0.8333
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0580 - g_loss: 1.3865 - d_accuracy: 0.7505
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0867 - g_loss: 1.4310 - d_accuracy: 0.7409Epoch 35: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0838 - g_loss: 1.4320 - d_accuracy: 0.7412
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0846 - g_loss: 1.3967 - d_accuracy: 0.7491Epoch 36: D Accuracy = 0.7176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0834 - g_loss: 1.3990 - d_accuracy: 0.7480
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0864 - g_loss: 1.4175 - d_accuracy: 0.7412Epoch 37: D Accuracy = 0.6852
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0867 - g_loss: 1.4304 - d_accuracy: 0.7392
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1053 - g_loss: 1.3924 - d_accuracy: 0.7327Epoch 38: D Accuracy = 0.6898
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1045 - g_loss: 1.4067 - d_accuracy: 0.7312
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0863 - g_loss: 1.3835 - d_accuracy: 0.7408Epoch 39: D Accuracy = 0.7176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0902 - g_loss: 1.3660 - d_accuracy: 0.7400
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0836 - g_loss: 1.4165 - d_accuracy: 0.7427Epoch 40: D Accuracy = 0.7083
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0838 - g_loss: 1.4253 - d_accuracy: 0.7414
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0881 - g_loss: 1.3898 - d_accuracy: 0.7372Epoch 41: D Accuracy = 0.7639
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0874 - g_loss: 1.3876 - d_accuracy: 0.7382
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0689 - g_loss: 1.4021 - d_accuracy: 0.7411Epoch 42: D Accuracy = 0.6852
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0715 - g_loss: 1.4087 - d_accuracy: 0.7391
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1056 - g_loss: 1.3884 - d_accuracy: 0.7342Epoch 43: D Accuracy = 0.7454
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1037 - g_loss: 1.3917 - d_accuracy: 0.7346
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1131 - g_loss: 1.3889 - d_accuracy: 0.7263Epoch 44: D Accuracy = 0.7963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1111 - g_loss: 1.3816 - d_accuracy: 0.7288
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0723 - g_loss: 1.3744 - d_accuracy: 0.7447Epoch 45: D Accuracy = 0.7083
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0746 - g_loss: 1.3631 - d_accuracy: 0.7434
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0857 - g_loss: 1.4025 - d_accuracy: 0.7388Epoch 46: D Accuracy = 0.7454
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0868 - g_loss: 1.3871 - d_accuracy: 0.7391
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0866 - g_loss: 1.4220 - d_accuracy: 0.7342Epoch 47: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0872 - g_loss: 1.4309 - d_accuracy: 0.7318
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1099 - g_loss: 1.3812 - d_accuracy: 0.7237Epoch 48: D Accuracy = 0.7037
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1122 - g_loss: 1.3648 - d_accuracy: 0.7230
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0893 - g_loss: 1.3728 - d_accuracy: 0.7372Epoch 49: D Accuracy = 0.7593
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0891 - g_loss: 1.3603 - d_accuracy: 0.7380
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1255 - g_loss: 1.3909 - d_accuracy: 0.7211Epoch 50: D Accuracy = 0.7037
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1244 - g_loss: 1.4011 - d_accuracy: 0.7205
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0972 - g_loss: 1.3414 - d_accuracy: 0.7350Epoch 51: D Accuracy = 0.7315
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0996 - g_loss: 1.3251 - d_accuracy: 0.7349
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1041 - g_loss: 1.3664 - d_accuracy: 0.7308Epoch 52: D Accuracy = 0.7778
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1032 - g_loss: 1.3565 - d_accuracy: 0.7325
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1220 - g_loss: 1.3601 - d_accuracy: 0.7185Epoch 53: D Accuracy = 0.6528
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1245 - g_loss: 1.3757 - d_accuracy: 0.7161
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1091 - g_loss: 1.3591 - d_accuracy: 0.7277Epoch 54: D Accuracy = 0.7130
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1106 - g_loss: 1.3560 - d_accuracy: 0.7271
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1155 - g_loss: 1.3378 - d_accuracy: 0.7296Epoch 55: D Accuracy = 0.7037
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1144 - g_loss: 1.3529 - d_accuracy: 0.7287
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1421 - g_loss: 1.3291 - d_accuracy: 0.7114Epoch 56: D Accuracy = 0.7546
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1364 - g_loss: 1.3388 - d_accuracy: 0.7129
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0974 - g_loss: 1.3395 - d_accuracy: 0.7358Epoch 57: D Accuracy = 0.7778
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0954 - g_loss: 1.3414 - d_accuracy: 0.7373
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1322 - g_loss: 1.3319 - d_accuracy: 0.7198Epoch 58: D Accuracy = 0.7870
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1285 - g_loss: 1.3260 - d_accuracy: 0.7222
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1152 - g_loss: 1.3204 - d_accuracy: 0.7260Epoch 59: D Accuracy = 0.7731
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1135 - g_loss: 1.3135 - d_accuracy: 0.7277
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1328 - g_loss: 1.3180 - d_accuracy: 0.7148Epoch 60: D Accuracy = 0.6852
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1311 - g_loss: 1.3389 - d_accuracy: 0.7137
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1250 - g_loss: 1.2996 - d_accuracy: 0.7220Epoch 61: D Accuracy = 0.7176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1258 - g_loss: 1.3067 - d_accuracy: 0.7219
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1283 - g_loss: 1.2913 - d_accuracy: 0.7245Epoch 62: D Accuracy = 0.6852
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1307 - g_loss: 1.2980 - d_accuracy: 0.7230
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1676 - g_loss: 1.2804 - d_accuracy: 0.7021Epoch 63: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1685 - g_loss: 1.2931 - d_accuracy: 0.7008
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1520 - g_loss: 1.2933 - d_accuracy: 0.7114Epoch 64: D Accuracy = 0.6111
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1563 - g_loss: 1.3194 - d_accuracy: 0.7079
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1395 - g_loss: 1.2587 - d_accuracy: 0.7115Epoch 65: D Accuracy = 0.7269
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1384 - g_loss: 1.2658 - d_accuracy: 0.7121
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1553 - g_loss: 1.2790 - d_accuracy: 0.7056Epoch 66: D Accuracy = 0.7083
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1547 - g_loss: 1.2838 - d_accuracy: 0.7057
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1746 - g_loss: 1.2435 - d_accuracy: 0.6963Epoch 67: D Accuracy = 0.6620
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1763 - g_loss: 1.2354 - d_accuracy: 0.6950
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1543 - g_loss: 1.2495 - d_accuracy: 0.6999Epoch 68: D Accuracy = 0.7454
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1526 - g_loss: 1.2449 - d_accuracy: 0.7015
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1350 - g_loss: 1.2423 - d_accuracy: 0.7089Epoch 69: D Accuracy = 0.7037
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1354 - g_loss: 1.2353 - d_accuracy: 0.7087
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1788 - g_loss: 1.2766 - d_accuracy: 0.6885Epoch 70: D Accuracy = 0.6204
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1801 - g_loss: 1.2960 - d_accuracy: 0.6861
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1728 - g_loss: 1.2222 - d_accuracy: 0.7000Epoch 71: D Accuracy = 0.7639
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1694 - g_loss: 1.2190 - d_accuracy: 0.7023
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1721 - g_loss: 1.2315 - d_accuracy: 0.6955Epoch 72: D Accuracy = 0.6389
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1731 - g_loss: 1.2328 - d_accuracy: 0.6935
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1623 - g_loss: 1.2100 - d_accuracy: 0.6989Epoch 73: D Accuracy = 0.6944
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1639 - g_loss: 1.2034 - d_accuracy: 0.6987
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1743 - g_loss: 1.2342 - d_accuracy: 0.6968Epoch 74: D Accuracy = 0.7269
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1718 - g_loss: 1.2431 - d_accuracy: 0.6978
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1873 - g_loss: 1.2104 - d_accuracy: 0.6906Epoch 75: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1898 - g_loss: 1.2032 - d_accuracy: 0.6898
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1824 - g_loss: 1.2228 - d_accuracy: 0.6913Epoch 76: D Accuracy = 0.6481
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1831 - g_loss: 1.2292 - d_accuracy: 0.6897
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1708 - g_loss: 1.2083 - d_accuracy: 0.6916Epoch 77: D Accuracy = 0.6065
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1736 - g_loss: 1.2149 - d_accuracy: 0.6885
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1848 - g_loss: 1.2067 - d_accuracy: 0.6921Epoch 78: D Accuracy = 0.6944
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1848 - g_loss: 1.2123 - d_accuracy: 0.6922
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1749 - g_loss: 1.2004 - d_accuracy: 0.6954Epoch 79: D Accuracy = 0.6435
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1752 - g_loss: 1.2040 - d_accuracy: 0.6936
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1870 - g_loss: 1.2028 - d_accuracy: 0.6893Epoch 80: D Accuracy = 0.7361
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1854 - g_loss: 1.2015 - d_accuracy: 0.6910
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1877 - g_loss: 1.1883 - d_accuracy: 0.6860Epoch 81: D Accuracy = 0.6991
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1872 - g_loss: 1.1856 - d_accuracy: 0.6865
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1899 - g_loss: 1.1856 - d_accuracy: 0.6853Epoch 82: D Accuracy = 0.7731
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1857 - g_loss: 1.1853 - d_accuracy: 0.6885
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1727 - g_loss: 1.1986 - d_accuracy: 0.6933Epoch 83: D Accuracy = 0.6944
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1722 - g_loss: 1.2045 - d_accuracy: 0.6933
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1909 - g_loss: 1.1894 - d_accuracy: 0.6855Epoch 84: D Accuracy = 0.6574
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1915 - g_loss: 1.1887 - d_accuracy: 0.6845
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1831 - g_loss: 1.1767 - d_accuracy: 0.6846Epoch 85: D Accuracy = 0.7037
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1823 - g_loss: 1.1721 - d_accuracy: 0.6853
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1874 - g_loss: 1.2121 - d_accuracy: 0.6871Epoch 86: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1901 - g_loss: 1.2287 - d_accuracy: 0.6848
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2259 - g_loss: 1.1839 - d_accuracy: 0.6693
Epoch 87: Generator loss improved from 0.7090 to 0.5919. Saving weights.
Epoch 87: D Accuracy = 0.6019
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2320 - g_loss: 1.1627 - d_accuracy: 0.6669
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1885 - g_loss: 1.1822 - d_accuracy: 0.6774Epoch 88: D Accuracy = 0.6574
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1880 - g_loss: 1.1838 - d_accuracy: 0.6767
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1802 - g_loss: 1.1772 - d_accuracy: 0.6943Epoch 89: D Accuracy = 0.6944
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1804 - g_loss: 1.1758 - d_accuracy: 0.6943
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1850 - g_loss: 1.1959 - d_accuracy: 0.6833Epoch 90: D Accuracy = 0.6296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1883 - g_loss: 1.1988 - d_accuracy: 0.6814
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1870 - g_loss: 1.1775 - d_accuracy: 0.6888Epoch 91: D Accuracy = 0.7269
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1845 - g_loss: 1.1811 - d_accuracy: 0.6902
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1988 - g_loss: 1.1671 - d_accuracy: 0.6767Epoch 92: D Accuracy = 0.6852
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1985 - g_loss: 1.1609 - d_accuracy: 0.6770
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1961 - g_loss: 1.1900 - d_accuracy: 0.6780Epoch 93: D Accuracy = 0.6343
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1981 - g_loss: 1.1797 - d_accuracy: 0.6764
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1897 - g_loss: 1.1755 - d_accuracy: 0.6828Epoch 94: D Accuracy = 0.6435
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1899 - g_loss: 1.1880 - d_accuracy: 0.6814
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1817 - g_loss: 1.1717 - d_accuracy: 0.6843Epoch 95: D Accuracy = 0.5648
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1858 - g_loss: 1.1813 - d_accuracy: 0.6800
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1977 - g_loss: 1.1759 - d_accuracy: 0.6774Epoch 96: D Accuracy = 0.7361
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1965 - g_loss: 1.1660 - d_accuracy: 0.6795
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1871 - g_loss: 1.1835 - d_accuracy: 0.6793Epoch 97: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1906 - g_loss: 1.1698 - d_accuracy: 0.6789
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1771 - g_loss: 1.1801 - d_accuracy: 0.6772Epoch 98: D Accuracy = 0.6759
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1770 - g_loss: 1.1856 - d_accuracy: 0.6772
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2091 - g_loss: 1.1839 - d_accuracy: 0.6786Epoch 99: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2135 - g_loss: 1.1654 - d_accuracy: 0.6782
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1993 - g_loss: 1.1796 - d_accuracy: 0.6808
Class 13 — Epoch 100 preview:
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Epoch 100: D Accuracy = 0.6852
27/27 [==============================] - 1s 41ms/step - d_loss: 1.2015 - g_loss: 1.1653 - d_accuracy: 0.6809
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1848 - g_loss: 1.1824 - d_accuracy: 0.6859Epoch 101: D Accuracy = 0.7222
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1846 - g_loss: 1.1735 - d_accuracy: 0.6872
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2081 - g_loss: 1.1786 - d_accuracy: 0.6795Epoch 102: D Accuracy = 0.6713
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2085 - g_loss: 1.1721 - d_accuracy: 0.6792
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1890 - g_loss: 1.1887 - d_accuracy: 0.6851Epoch 103: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1927 - g_loss: 1.2075 - d_accuracy: 0.6815
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1801 - g_loss: 1.1784 - d_accuracy: 0.6917Epoch 104: D Accuracy = 0.6481
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1807 - g_loss: 1.1755 - d_accuracy: 0.6901
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1981 - g_loss: 1.1880 - d_accuracy: 0.6787Epoch 105: D Accuracy = 0.6759
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1969 - g_loss: 1.1875 - d_accuracy: 0.6786
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1830 - g_loss: 1.1688 - d_accuracy: 0.6881Epoch 106: D Accuracy = 0.7269
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1811 - g_loss: 1.1648 - d_accuracy: 0.6895
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1739 - g_loss: 1.1757 - d_accuracy: 0.6906Epoch 107: D Accuracy = 0.6528
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1751 - g_loss: 1.1780 - d_accuracy: 0.6892
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1914 - g_loss: 1.1622 - d_accuracy: 0.6814Epoch 108: D Accuracy = 0.6759
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1912 - g_loss: 1.1632 - d_accuracy: 0.6812
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1706 - g_loss: 1.2089 - d_accuracy: 0.6938Epoch 109: D Accuracy = 0.6713
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1684 - g_loss: 1.2206 - d_accuracy: 0.6930
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1884 - g_loss: 1.1859 - d_accuracy: 0.6849Epoch 110: D Accuracy = 0.6759
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1869 - g_loss: 1.1911 - d_accuracy: 0.6846
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2010 - g_loss: 1.1761 - d_accuracy: 0.6792Epoch 111: D Accuracy = 0.6898
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1973 - g_loss: 1.1867 - d_accuracy: 0.6796
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1554 - g_loss: 1.1904 - d_accuracy: 0.7081Epoch 112: D Accuracy = 0.7130
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1557 - g_loss: 1.1835 - d_accuracy: 0.7083
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2050 - g_loss: 1.2140 - d_accuracy: 0.6790Epoch 113: D Accuracy = 0.6065
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2066 - g_loss: 1.2396 - d_accuracy: 0.6764
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1839 - g_loss: 1.1746 - d_accuracy: 0.6863Epoch 114: D Accuracy = 0.6991
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1866 - g_loss: 1.1628 - d_accuracy: 0.6868
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1664 - g_loss: 1.2276 - d_accuracy: 0.6942Epoch 115: D Accuracy = 0.7361
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1654 - g_loss: 1.2226 - d_accuracy: 0.6957
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1893 - g_loss: 1.1944 - d_accuracy: 0.6911Epoch 116: D Accuracy = 0.6296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1914 - g_loss: 1.1969 - d_accuracy: 0.6889
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1755 - g_loss: 1.1887 - d_accuracy: 0.6863Epoch 117: D Accuracy = 0.7130
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1756 - g_loss: 1.1830 - d_accuracy: 0.6872
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1639 - g_loss: 1.2154 - d_accuracy: 0.7004Epoch 118: D Accuracy = 0.6620
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1647 - g_loss: 1.2179 - d_accuracy: 0.6991
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1631 - g_loss: 1.2066 - d_accuracy: 0.7006Epoch 119: D Accuracy = 0.7176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1641 - g_loss: 1.1953 - d_accuracy: 0.7012
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1726 - g_loss: 1.1956 - d_accuracy: 0.6891Epoch 120: D Accuracy = 0.7269
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1698 - g_loss: 1.2025 - d_accuracy: 0.6905
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1863 - g_loss: 1.2153 - d_accuracy: 0.6876Epoch 121: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1866 - g_loss: 1.2364 - d_accuracy: 0.6854
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1937 - g_loss: 1.1658 - d_accuracy: 0.6846Epoch 122: D Accuracy = 0.7315
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1918 - g_loss: 1.1608 - d_accuracy: 0.6863
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1476 - g_loss: 1.2136 - d_accuracy: 0.7027Epoch 123: D Accuracy = 0.7454
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1459 - g_loss: 1.2126 - d_accuracy: 0.7042
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1700 - g_loss: 1.1984 - d_accuracy: 0.6957Epoch 124: D Accuracy = 0.7361
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1697 - g_loss: 1.1934 - d_accuracy: 0.6971
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1688 - g_loss: 1.2241 - d_accuracy: 0.6997Epoch 125: D Accuracy = 0.7315
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1665 - g_loss: 1.2297 - d_accuracy: 0.7008
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1777 - g_loss: 1.1918 - d_accuracy: 0.6917Epoch 126: D Accuracy = 0.7176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1762 - g_loss: 1.1895 - d_accuracy: 0.6926
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1694 - g_loss: 1.2107 - d_accuracy: 0.6985Epoch 127: D Accuracy = 0.7593
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1679 - g_loss: 1.2035 - d_accuracy: 0.7007
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1566 - g_loss: 1.2311 - d_accuracy: 0.6963Epoch 128: D Accuracy = 0.6667
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1566 - g_loss: 1.2444 - d_accuracy: 0.6952
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1730 - g_loss: 1.2538 - d_accuracy: 0.6911Epoch 129: D Accuracy = 0.6204
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1755 - g_loss: 1.2585 - d_accuracy: 0.6886
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1595 - g_loss: 1.2408 - d_accuracy: 0.7040Epoch 130: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1589 - g_loss: 1.2399 - d_accuracy: 0.7056
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1610 - g_loss: 1.2096 - d_accuracy: 0.7027Epoch 131: D Accuracy = 0.6852
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1629 - g_loss: 1.2007 - d_accuracy: 0.7021
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1862 - g_loss: 1.2388 - d_accuracy: 0.6889Epoch 132: D Accuracy = 0.6343
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1872 - g_loss: 1.2492 - d_accuracy: 0.6869
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1733 - g_loss: 1.2141 - d_accuracy: 0.7015Epoch 133: D Accuracy = 0.5972
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1777 - g_loss: 1.2194 - d_accuracy: 0.6978
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1620 - g_loss: 1.2084 - d_accuracy: 0.6942Epoch 134: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1588 - g_loss: 1.2128 - d_accuracy: 0.6961
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1555 - g_loss: 1.2299 - d_accuracy: 0.7049Epoch 135: D Accuracy = 0.7639
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1558 - g_loss: 1.2203 - d_accuracy: 0.7070
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1440 - g_loss: 1.2267 - d_accuracy: 0.7100Epoch 136: D Accuracy = 0.7407
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1443 - g_loss: 1.2144 - d_accuracy: 0.7111
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1632 - g_loss: 1.2406 - d_accuracy: 0.6987Epoch 137: D Accuracy = 0.6852
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1624 - g_loss: 1.2465 - d_accuracy: 0.6982
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1392 - g_loss: 1.2481 - d_accuracy: 0.7105Epoch 138: D Accuracy = 0.6296
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1423 - g_loss: 1.2483 - d_accuracy: 0.7076
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1776 - g_loss: 1.2474 - d_accuracy: 0.6870Epoch 139: D Accuracy = 0.7176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1765 - g_loss: 1.2459 - d_accuracy: 0.6881
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1423 - g_loss: 1.2718 - d_accuracy: 0.7087Epoch 140: D Accuracy = 0.6204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1445 - g_loss: 1.2913 - d_accuracy: 0.7056
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1664 - g_loss: 1.2520 - d_accuracy: 0.6955Epoch 141: D Accuracy = 0.7037
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1669 - g_loss: 1.2456 - d_accuracy: 0.6958
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1330 - g_loss: 1.2417 - d_accuracy: 0.7160Epoch 142: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1284 - g_loss: 1.2399 - d_accuracy: 0.7202
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1627 - g_loss: 1.2591 - d_accuracy: 0.6982Epoch 143: D Accuracy = 0.6204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1627 - g_loss: 1.2714 - d_accuracy: 0.6954
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1248 - g_loss: 1.2671 - d_accuracy: 0.7232Epoch 144: D Accuracy = 0.6898
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1263 - g_loss: 1.2686 - d_accuracy: 0.7220
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1607 - g_loss: 1.2639 - d_accuracy: 0.6989Epoch 145: D Accuracy = 0.7130
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1603 - g_loss: 1.2596 - d_accuracy: 0.6994
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1554 - g_loss: 1.2650 - d_accuracy: 0.7021Epoch 146: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1530 - g_loss: 1.2623 - d_accuracy: 0.7038
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1222 - g_loss: 1.2372 - d_accuracy: 0.7208Epoch 147: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1231 - g_loss: 1.2364 - d_accuracy: 0.7218
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1521 - g_loss: 1.2799 - d_accuracy: 0.7037Epoch 148: D Accuracy = 0.5787
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1577 - g_loss: 1.2912 - d_accuracy: 0.6993
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1370 - g_loss: 1.2604 - d_accuracy: 0.7080Epoch 149: D Accuracy = 0.6898
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1364 - g_loss: 1.2712 - d_accuracy: 0.7073
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1151 - g_loss: 1.2548 - d_accuracy: 0.7270Epoch 150: D Accuracy = 0.7315
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1163 - g_loss: 1.2464 - d_accuracy: 0.7272
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1303 - g_loss: 1.2707 - d_accuracy: 0.7169Epoch 151: D Accuracy = 0.6991
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1315 - g_loss: 1.2616 - d_accuracy: 0.7162
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1306 - g_loss: 1.2747 - d_accuracy: 0.7140Epoch 152: D Accuracy = 0.6852
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1308 - g_loss: 1.2887 - d_accuracy: 0.7130
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1502 - g_loss: 1.2655 - d_accuracy: 0.7003Epoch 153: D Accuracy = 0.7593
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1481 - g_loss: 1.2643 - d_accuracy: 0.7024
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1415 - g_loss: 1.2888 - d_accuracy: 0.7109Epoch 154: D Accuracy = 0.6898
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1415 - g_loss: 1.2959 - d_accuracy: 0.7101
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1151 - g_loss: 1.2686 - d_accuracy: 0.7217Epoch 155: D Accuracy = 0.7037
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1177 - g_loss: 1.2610 - d_accuracy: 0.7210
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1378 - g_loss: 1.3139 - d_accuracy: 0.7082Epoch 156: D Accuracy = 0.7778
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1345 - g_loss: 1.3107 - d_accuracy: 0.7107
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1039 - g_loss: 1.3133 - d_accuracy: 0.7307Epoch 157: D Accuracy = 0.7454
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1029 - g_loss: 1.3126 - d_accuracy: 0.7313
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1401 - g_loss: 1.3058 - d_accuracy: 0.7121Epoch 158: D Accuracy = 0.6435
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1419 - g_loss: 1.3236 - d_accuracy: 0.7096
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1556 - g_loss: 1.2629 - d_accuracy: 0.7043Epoch 159: D Accuracy = 0.7454
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1528 - g_loss: 1.2631 - d_accuracy: 0.7057
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1262 - g_loss: 1.2974 - d_accuracy: 0.7163Epoch 160: D Accuracy = 0.6528
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1289 - g_loss: 1.3147 - d_accuracy: 0.7140
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1019 - g_loss: 1.2771 - d_accuracy: 0.7362Epoch 161: D Accuracy = 0.7824
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0995 - g_loss: 1.2712 - d_accuracy: 0.7378
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1202 - g_loss: 1.3018 - d_accuracy: 0.7165Epoch 162: D Accuracy = 0.7037
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1201 - g_loss: 1.3064 - d_accuracy: 0.7160
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1117 - g_loss: 1.2924 - d_accuracy: 0.7212Epoch 163: D Accuracy = 0.7176
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1147 - g_loss: 1.2776 - d_accuracy: 0.7210
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1220 - g_loss: 1.3335 - d_accuracy: 0.7147Epoch 164: D Accuracy = 0.6528
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1212 - g_loss: 1.3588 - d_accuracy: 0.7125
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0949 - g_loss: 1.3152 - d_accuracy: 0.7288Epoch 165: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0959 - g_loss: 1.3299 - d_accuracy: 0.7266
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1182 - g_loss: 1.2892 - d_accuracy: 0.7269Epoch 166: D Accuracy = 0.7639
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1207 - g_loss: 1.2762 - d_accuracy: 0.7283
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1260 - g_loss: 1.3121 - d_accuracy: 0.7154Epoch 167: D Accuracy = 0.6991
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1250 - g_loss: 1.3255 - d_accuracy: 0.7148
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1304 - g_loss: 1.3139 - d_accuracy: 0.7129Epoch 168: D Accuracy = 0.7315
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1290 - g_loss: 1.3238 - d_accuracy: 0.7135
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1167 - g_loss: 1.3310 - d_accuracy: 0.7195Epoch 169: D Accuracy = 0.5741
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1230 - g_loss: 1.3561 - d_accuracy: 0.7143
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1212 - g_loss: 1.2994 - d_accuracy: 0.7186Epoch 170: D Accuracy = 0.7963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1189 - g_loss: 1.2927 - d_accuracy: 0.7214
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1169 - g_loss: 1.3223 - d_accuracy: 0.7227Epoch 171: D Accuracy = 0.6852
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1156 - g_loss: 1.3354 - d_accuracy: 0.7214
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1012 - g_loss: 1.3101 - d_accuracy: 0.7326Epoch 172: D Accuracy = 0.6852
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1022 - g_loss: 1.3158 - d_accuracy: 0.7309
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1061 - g_loss: 1.3375 - d_accuracy: 0.7259Epoch 173: D Accuracy = 0.7130
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1066 - g_loss: 1.3333 - d_accuracy: 0.7255
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1086 - g_loss: 1.3198 - d_accuracy: 0.7229Epoch 174: D Accuracy = 0.7130
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1112 - g_loss: 1.3097 - d_accuracy: 0.7225
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0934 - g_loss: 1.3339 - d_accuracy: 0.7339Epoch 175: D Accuracy = 0.7407
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0914 - g_loss: 1.3347 - d_accuracy: 0.7341
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0848 - g_loss: 1.3709 - d_accuracy: 0.7344Epoch 176: D Accuracy = 0.7083
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0852 - g_loss: 1.3793 - d_accuracy: 0.7335
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0838 - g_loss: 1.3349 - d_accuracy: 0.7393Epoch 177: D Accuracy = 0.7315
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0867 - g_loss: 1.3201 - d_accuracy: 0.7391
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0850 - g_loss: 1.3771 - d_accuracy: 0.7332Epoch 178: D Accuracy = 0.7500
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0853 - g_loss: 1.3724 - d_accuracy: 0.7338
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0805 - g_loss: 1.3464 - d_accuracy: 0.7357Epoch 179: D Accuracy = 0.6713
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0840 - g_loss: 1.3402 - d_accuracy: 0.7334
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1067 - g_loss: 1.3725 - d_accuracy: 0.7299Epoch 180: D Accuracy = 0.7222
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1097 - g_loss: 1.3561 - d_accuracy: 0.7296
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0746 - g_loss: 1.3588 - d_accuracy: 0.7372Epoch 181: D Accuracy = 0.7685
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0738 - g_loss: 1.3590 - d_accuracy: 0.7383
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1113 - g_loss: 1.3827 - d_accuracy: 0.7233Epoch 182: D Accuracy = 0.6435
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1134 - g_loss: 1.4058 - d_accuracy: 0.7205
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0788 - g_loss: 1.3722 - d_accuracy: 0.7466Epoch 183: D Accuracy = 0.7454
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0797 - g_loss: 1.3735 - d_accuracy: 0.7466
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0614 - g_loss: 1.3473 - d_accuracy: 0.7501Epoch 184: D Accuracy = 0.8102
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0577 - g_loss: 1.3533 - d_accuracy: 0.7522
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0897 - g_loss: 1.3735 - d_accuracy: 0.7411Epoch 185: D Accuracy = 0.8102
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0871 - g_loss: 1.3638 - d_accuracy: 0.7436
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0977 - g_loss: 1.4107 - d_accuracy: 0.7287Epoch 186: D Accuracy = 0.6944
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0971 - g_loss: 1.4221 - d_accuracy: 0.7275
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0729 - g_loss: 1.3992 - d_accuracy: 0.7453Epoch 187: D Accuracy = 0.5880
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0807 - g_loss: 1.4260 - d_accuracy: 0.7397
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0759 - g_loss: 1.3870 - d_accuracy: 0.7466Epoch 188: D Accuracy = 0.7639
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0746 - g_loss: 1.3954 - d_accuracy: 0.7472
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1113 - g_loss: 1.4005 - d_accuracy: 0.7249Epoch 189: D Accuracy = 0.8333
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1051 - g_loss: 1.4047 - d_accuracy: 0.7287
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0471 - g_loss: 1.3790 - d_accuracy: 0.7578Epoch 190: D Accuracy = 0.7963
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0480 - g_loss: 1.3717 - d_accuracy: 0.7592
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0980 - g_loss: 1.4076 - d_accuracy: 0.7343Epoch 191: D Accuracy = 0.8287
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0944 - g_loss: 1.4029 - d_accuracy: 0.7376
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0951 - g_loss: 1.3889 - d_accuracy: 0.7234Epoch 192: D Accuracy = 0.8056
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0932 - g_loss: 1.3795 - d_accuracy: 0.7263
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0760 - g_loss: 1.3897 - d_accuracy: 0.7387Epoch 193: D Accuracy = 0.7176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0752 - g_loss: 1.4017 - d_accuracy: 0.7379
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0846 - g_loss: 1.4130 - d_accuracy: 0.7329Epoch 194: D Accuracy = 0.7731
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0829 - g_loss: 1.4086 - d_accuracy: 0.7344
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0812 - g_loss: 1.4045 - d_accuracy: 0.7418Epoch 195: D Accuracy = 0.7130
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0819 - g_loss: 1.4003 - d_accuracy: 0.7408
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0566 - g_loss: 1.4125 - d_accuracy: 0.7532Epoch 196: D Accuracy = 0.6991
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0578 - g_loss: 1.4188 - d_accuracy: 0.7512
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0623 - g_loss: 1.4056 - d_accuracy: 0.7496Epoch 197: D Accuracy = 0.7870
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0604 - g_loss: 1.3965 - d_accuracy: 0.7510
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0649 - g_loss: 1.4351 - d_accuracy: 0.7466Epoch 198: D Accuracy = 0.6111
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0724 - g_loss: 1.4613 - d_accuracy: 0.7418
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0507 - g_loss: 1.4104 - d_accuracy: 0.7556Epoch 199: D Accuracy = 0.7361
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0518 - g_loss: 1.3973 - d_accuracy: 0.7549
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0651 - g_loss: 1.4584 - d_accuracy: 0.7428
Class 13 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.8102
27/27 [==============================] - 1s 40ms/step - d_loss: 1.0628 - g_loss: 1.4532 - d_accuracy: 0.7452
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0162 - g_loss: 1.4775 - d_accuracy: 0.7695Epoch 201: D Accuracy = 0.6944
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0184 - g_loss: 1.5026 - d_accuracy: 0.7668
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0770 - g_loss: 1.4303 - d_accuracy: 0.7432Epoch 202: D Accuracy = 0.7546
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0774 - g_loss: 1.4196 - d_accuracy: 0.7436
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0606 - g_loss: 1.4425 - d_accuracy: 0.7531Epoch 203: D Accuracy = 0.8287
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0556 - g_loss: 1.4419 - d_accuracy: 0.7558
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0274 - g_loss: 1.4414 - d_accuracy: 0.7651Epoch 204: D Accuracy = 0.7870
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0293 - g_loss: 1.4250 - d_accuracy: 0.7659
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0400 - g_loss: 1.4723 - d_accuracy: 0.7615Epoch 205: D Accuracy = 0.7361
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0410 - g_loss: 1.4738 - d_accuracy: 0.7606
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0648 - g_loss: 1.5087 - d_accuracy: 0.7466Epoch 206: D Accuracy = 0.7824
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0661 - g_loss: 1.4935 - d_accuracy: 0.7479
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0274 - g_loss: 1.4856 - d_accuracy: 0.7651Epoch 207: D Accuracy = 0.7176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0285 - g_loss: 1.4966 - d_accuracy: 0.7634
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0402 - g_loss: 1.4432 - d_accuracy: 0.7601Epoch 208: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0381 - g_loss: 1.4459 - d_accuracy: 0.7598
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0578 - g_loss: 1.4579 - d_accuracy: 0.7520Epoch 209: D Accuracy = 0.7870
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0566 - g_loss: 1.4483 - d_accuracy: 0.7532
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0258 - g_loss: 1.4583 - d_accuracy: 0.7686Epoch 210: D Accuracy = 0.8148
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0254 - g_loss: 1.4489 - d_accuracy: 0.7703
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0305 - g_loss: 1.4858 - d_accuracy: 0.7602Epoch 211: D Accuracy = 0.7685
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0295 - g_loss: 1.4949 - d_accuracy: 0.7605
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0709 - g_loss: 1.4863 - d_accuracy: 0.7419Epoch 212: D Accuracy = 0.6528
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0721 - g_loss: 1.5036 - d_accuracy: 0.7387
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0068 - g_loss: 1.4794 - d_accuracy: 0.7785Epoch 213: D Accuracy = 0.7963
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0081 - g_loss: 1.4669 - d_accuracy: 0.7791
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0537 - g_loss: 1.4825 - d_accuracy: 0.7521Epoch 214: D Accuracy = 0.7685
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0516 - g_loss: 1.4865 - d_accuracy: 0.7527
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0293 - g_loss: 1.4873 - d_accuracy: 0.7672Epoch 215: D Accuracy = 0.8426
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0267 - g_loss: 1.4786 - d_accuracy: 0.7699
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0238 - g_loss: 1.5007 - d_accuracy: 0.7649Epoch 216: D Accuracy = 0.6944
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0238 - g_loss: 1.5154 - d_accuracy: 0.7624
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0443 - g_loss: 1.4942 - d_accuracy: 0.7554Epoch 217: D Accuracy = 0.8056
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0435 - g_loss: 1.4876 - d_accuracy: 0.7572
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0256 - g_loss: 1.5286 - d_accuracy: 0.7636Epoch 218: D Accuracy = 0.7917
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0234 - g_loss: 1.5244 - d_accuracy: 0.7646
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0249 - g_loss: 1.5003 - d_accuracy: 0.7637Epoch 219: D Accuracy = 0.7407
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0249 - g_loss: 1.5100 - d_accuracy: 0.7629
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0275 - g_loss: 1.4737 - d_accuracy: 0.7665Epoch 220: D Accuracy = 0.8287
27/27 [==============================] - 1s 38ms/step - d_loss: 1.0249 - g_loss: 1.4750 - d_accuracy: 0.7687
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0387 - g_loss: 1.5139 - d_accuracy: 0.7586Epoch 221: D Accuracy = 0.7778
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0423 - g_loss: 1.4932 - d_accuracy: 0.7592
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0355 - g_loss: 1.5554 - d_accuracy: 0.7582Epoch 222: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0369 - g_loss: 1.5378 - d_accuracy: 0.7580
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0274 - g_loss: 1.5003 - d_accuracy: 0.7636Epoch 223: D Accuracy = 0.8333
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0229 - g_loss: 1.5155 - d_accuracy: 0.7661
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0249 - g_loss: 1.5412 - d_accuracy: 0.7647Epoch 224: D Accuracy = 0.6852
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0262 - g_loss: 1.5569 - d_accuracy: 0.7618
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0083 - g_loss: 1.5292 - d_accuracy: 0.7732Epoch 225: D Accuracy = 0.8287
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0064 - g_loss: 1.5241 - d_accuracy: 0.7752
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0266 - g_loss: 1.5226 - d_accuracy: 0.7636Epoch 226: D Accuracy = 0.7824
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0279 - g_loss: 1.5080 - d_accuracy: 0.7643
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0168 - g_loss: 1.5397 - d_accuracy: 0.7672Epoch 227: D Accuracy = 0.7546
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0167 - g_loss: 1.5571 - d_accuracy: 0.7668
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0287 - g_loss: 1.5408 - d_accuracy: 0.7652Epoch 228: D Accuracy = 0.7824
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0283 - g_loss: 1.5288 - d_accuracy: 0.7658
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0093 - g_loss: 1.5154 - d_accuracy: 0.7763Epoch 229: D Accuracy = 0.7407
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0147 - g_loss: 1.4925 - d_accuracy: 0.7750
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0195 - g_loss: 1.5416 - d_accuracy: 0.7673Epoch 230: D Accuracy = 0.8102
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0182 - g_loss: 1.5329 - d_accuracy: 0.7688
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9938 - g_loss: 1.5602 - d_accuracy: 0.7817Epoch 231: D Accuracy = 0.8287
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9915 - g_loss: 1.5555 - d_accuracy: 0.7834
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9774 - g_loss: 1.5769 - d_accuracy: 0.7944Epoch 232: D Accuracy = 0.7685
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9764 - g_loss: 1.5904 - d_accuracy: 0.7935
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0189 - g_loss: 1.5547 - d_accuracy: 0.7672Epoch 233: D Accuracy = 0.7176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0190 - g_loss: 1.5670 - d_accuracy: 0.7654
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9888 - g_loss: 1.5530 - d_accuracy: 0.7868Epoch 234: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9855 - g_loss: 1.5614 - d_accuracy: 0.7885
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0075 - g_loss: 1.5730 - d_accuracy: 0.7776Epoch 235: D Accuracy = 0.7731
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0069 - g_loss: 1.5747 - d_accuracy: 0.7775
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0105 - g_loss: 1.5838 - d_accuracy: 0.7729Epoch 236: D Accuracy = 0.7593
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0108 - g_loss: 1.5879 - d_accuracy: 0.7724
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9866 - g_loss: 1.5601 - d_accuracy: 0.7842Epoch 237: D Accuracy = 0.7778
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9854 - g_loss: 1.5629 - d_accuracy: 0.7839
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9795 - g_loss: 1.5844 - d_accuracy: 0.7917Epoch 238: D Accuracy = 0.7315
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9802 - g_loss: 1.6117 - d_accuracy: 0.7896
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9927 - g_loss: 1.6113 - d_accuracy: 0.7828Epoch 239: D Accuracy = 0.8102
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9902 - g_loss: 1.6106 - d_accuracy: 0.7837
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0216 - g_loss: 1.6020 - d_accuracy: 0.7644Epoch 240: D Accuracy = 0.8380
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0182 - g_loss: 1.5988 - d_accuracy: 0.7670
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9648 - g_loss: 1.5988 - d_accuracy: 0.7886Epoch 241: D Accuracy = 0.7731
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9660 - g_loss: 1.5898 - d_accuracy: 0.7881
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9905 - g_loss: 1.6076 - d_accuracy: 0.7829Epoch 242: D Accuracy = 0.7546
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9914 - g_loss: 1.6080 - d_accuracy: 0.7819
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9780 - g_loss: 1.5920 - d_accuracy: 0.7969Epoch 243: D Accuracy = 0.7824
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9814 - g_loss: 1.5706 - d_accuracy: 0.7964
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9850 - g_loss: 1.6538 - d_accuracy: 0.7799Epoch 244: D Accuracy = 0.8241
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9846 - g_loss: 1.6430 - d_accuracy: 0.7815
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0001 - g_loss: 1.6287 - d_accuracy: 0.7668Epoch 245: D Accuracy = 0.8009
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9983 - g_loss: 1.6265 - d_accuracy: 0.7680
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9786 - g_loss: 1.6299 - d_accuracy: 0.7833Epoch 246: D Accuracy = 0.8102
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9770 - g_loss: 1.6296 - d_accuracy: 0.7843
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9754 - g_loss: 1.6525 - d_accuracy: 0.7831Epoch 247: D Accuracy = 0.8194
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9738 - g_loss: 1.6570 - d_accuracy: 0.7844
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9587 - g_loss: 1.6267 - d_accuracy: 0.7952Epoch 248: D Accuracy = 0.7315
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9612 - g_loss: 1.6334 - d_accuracy: 0.7929
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9834 - g_loss: 1.6324 - d_accuracy: 0.7859Epoch 249: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9815 - g_loss: 1.6243 - d_accuracy: 0.7876
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9793 - g_loss: 1.6413 - d_accuracy: 0.7884Epoch 250: D Accuracy = 0.8148
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9760 - g_loss: 1.6459 - d_accuracy: 0.7894
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9603 - g_loss: 1.6384 - d_accuracy: 0.7934Epoch 251: D Accuracy = 0.7824
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9572 - g_loss: 1.6562 - d_accuracy: 0.7931
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9883 - g_loss: 1.6329 - d_accuracy: 0.7820Epoch 252: D Accuracy = 0.8102
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9874 - g_loss: 1.6338 - d_accuracy: 0.7830
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9691 - g_loss: 1.6228 - d_accuracy: 0.7917Epoch 253: D Accuracy = 0.7870
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9679 - g_loss: 1.6174 - d_accuracy: 0.7916
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9400 - g_loss: 1.6630 - d_accuracy: 0.8021Epoch 254: D Accuracy = 0.7963
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9404 - g_loss: 1.6614 - d_accuracy: 0.8019
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9434 - g_loss: 1.6721 - d_accuracy: 0.8050Epoch 255: D Accuracy = 0.7824
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9416 - g_loss: 1.6764 - d_accuracy: 0.8042
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9629 - g_loss: 1.6593 - d_accuracy: 0.7953Epoch 256: D Accuracy = 0.8287
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9611 - g_loss: 1.6587 - d_accuracy: 0.7965
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9782 - g_loss: 1.6590 - d_accuracy: 0.7835Epoch 257: D Accuracy = 0.7361
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9839 - g_loss: 1.6369 - d_accuracy: 0.7818
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9610 - g_loss: 1.7236 - d_accuracy: 0.7986Epoch 258: D Accuracy = 0.8981
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9571 - g_loss: 1.7122 - d_accuracy: 0.8022
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9954 - g_loss: 1.6760 - d_accuracy: 0.7767Epoch 259: D Accuracy = 0.7870
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9944 - g_loss: 1.6819 - d_accuracy: 0.7771
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9636 - g_loss: 1.6868 - d_accuracy: 0.7929Epoch 260: D Accuracy = 0.8380
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9608 - g_loss: 1.6888 - d_accuracy: 0.7945
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9238 - g_loss: 1.7031 - d_accuracy: 0.8107Epoch 261: D Accuracy = 0.8102
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9215 - g_loss: 1.7196 - d_accuracy: 0.8107
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9365 - g_loss: 1.6805 - d_accuracy: 0.8067Epoch 262: D Accuracy = 0.8472
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9364 - g_loss: 1.6698 - d_accuracy: 0.8081
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9889 - g_loss: 1.7072 - d_accuracy: 0.7807Epoch 263: D Accuracy = 0.8472
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9902 - g_loss: 1.6847 - d_accuracy: 0.7830
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9400 - g_loss: 1.6914 - d_accuracy: 0.8076Epoch 264: D Accuracy = 0.7824
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9399 - g_loss: 1.7031 - d_accuracy: 0.8067
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9627 - g_loss: 1.6965 - d_accuracy: 0.7908Epoch 265: D Accuracy = 0.7824
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9603 - g_loss: 1.7071 - d_accuracy: 0.7905
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9536 - g_loss: 1.6851 - d_accuracy: 0.8005Epoch 266: D Accuracy = 0.8241
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9544 - g_loss: 1.6687 - d_accuracy: 0.8013
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9682 - g_loss: 1.7168 - d_accuracy: 0.7880Epoch 267: D Accuracy = 0.7407
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9734 - g_loss: 1.6945 - d_accuracy: 0.7863
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9399 - g_loss: 1.6988 - d_accuracy: 0.8078Epoch 268: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9401 - g_loss: 1.6910 - d_accuracy: 0.8087
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9353 - g_loss: 1.7397 - d_accuracy: 0.8076Epoch 269: D Accuracy = 0.7361
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9354 - g_loss: 1.7480 - d_accuracy: 0.8051
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9509 - g_loss: 1.7270 - d_accuracy: 0.8028Epoch 270: D Accuracy = 0.7778
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9510 - g_loss: 1.7361 - d_accuracy: 0.8019
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9428 - g_loss: 1.7180 - d_accuracy: 0.8069Epoch 271: D Accuracy = 0.8287
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9395 - g_loss: 1.7242 - d_accuracy: 0.8077
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9426 - g_loss: 1.7326 - d_accuracy: 0.7997Epoch 272: D Accuracy = 0.8380
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9410 - g_loss: 1.7251 - d_accuracy: 0.8011
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9205 - g_loss: 1.7635 - d_accuracy: 0.8099Epoch 273: D Accuracy = 0.8519
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9191 - g_loss: 1.7574 - d_accuracy: 0.8114
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9203 - g_loss: 1.7461 - d_accuracy: 0.8119Epoch 274: D Accuracy = 0.8472
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9209 - g_loss: 1.7312 - d_accuracy: 0.8132
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8977 - g_loss: 1.8123 - d_accuracy: 0.8217Epoch 275: D Accuracy = 0.7870
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8985 - g_loss: 1.8256 - d_accuracy: 0.8204
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9635 - g_loss: 1.7587 - d_accuracy: 0.7914Epoch 276: D Accuracy = 0.8565
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9586 - g_loss: 1.7630 - d_accuracy: 0.7937
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9506 - g_loss: 1.7433 - d_accuracy: 0.8023Epoch 277: D Accuracy = 0.8148
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9496 - g_loss: 1.7403 - d_accuracy: 0.8028
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8974 - g_loss: 1.7575 - d_accuracy: 0.8237Epoch 278: D Accuracy = 0.7870
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9006 - g_loss: 1.7365 - d_accuracy: 0.8224
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9312 - g_loss: 1.7751 - d_accuracy: 0.8061Epoch 279: D Accuracy = 0.8611
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9266 - g_loss: 1.7794 - d_accuracy: 0.8080
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9375 - g_loss: 1.7842 - d_accuracy: 0.8007Epoch 280: D Accuracy = 0.7593
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9391 - g_loss: 1.7790 - d_accuracy: 0.7992
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9079 - g_loss: 1.7872 - d_accuracy: 0.8163Epoch 281: D Accuracy = 0.8102
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9073 - g_loss: 1.7876 - d_accuracy: 0.8161
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9184 - g_loss: 1.8294 - d_accuracy: 0.8091Epoch 282: D Accuracy = 0.8426
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9190 - g_loss: 1.8085 - d_accuracy: 0.8103
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9367 - g_loss: 1.8173 - d_accuracy: 0.7982Epoch 283: D Accuracy = 0.8056
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9400 - g_loss: 1.7928 - d_accuracy: 0.7985
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9133 - g_loss: 1.8006 - d_accuracy: 0.8103Epoch 284: D Accuracy = 0.7685
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9140 - g_loss: 1.8125 - d_accuracy: 0.8088
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9111 - g_loss: 1.7975 - d_accuracy: 0.8086Epoch 285: D Accuracy = 0.7176
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9158 - g_loss: 1.8172 - d_accuracy: 0.8053
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9216 - g_loss: 1.8077 - d_accuracy: 0.8118Epoch 286: D Accuracy = 0.8009
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9251 - g_loss: 1.7874 - d_accuracy: 0.8114
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9288 - g_loss: 1.8116 - d_accuracy: 0.8030Epoch 287: D Accuracy = 0.8565
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9257 - g_loss: 1.8177 - d_accuracy: 0.8049
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9135 - g_loss: 1.7940 - d_accuracy: 0.8160Epoch 288: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9164 - g_loss: 1.7717 - d_accuracy: 0.8166
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9178 - g_loss: 1.7922 - d_accuracy: 0.8121Epoch 289: D Accuracy = 0.8565
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9183 - g_loss: 1.7780 - d_accuracy: 0.8137
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8679 - g_loss: 1.8514 - d_accuracy: 0.8358Epoch 290: D Accuracy = 0.8472
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8697 - g_loss: 1.8355 - d_accuracy: 0.8362
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9237 - g_loss: 1.8503 - d_accuracy: 0.8049Epoch 291: D Accuracy = 0.8426
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9213 - g_loss: 1.8577 - d_accuracy: 0.8063
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9340 - g_loss: 1.8426 - d_accuracy: 0.8026Epoch 292: D Accuracy = 0.8565
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9314 - g_loss: 1.8289 - d_accuracy: 0.8045
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9151 - g_loss: 1.8277 - d_accuracy: 0.8145Epoch 293: D Accuracy = 0.8148
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9147 - g_loss: 1.8302 - d_accuracy: 0.8145
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8838 - g_loss: 1.8095 - d_accuracy: 0.8282Epoch 294: D Accuracy = 0.8565
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8828 - g_loss: 1.8054 - d_accuracy: 0.8292
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0312 - g_loss: 1.8581 - d_accuracy: 0.7760Epoch 295: D Accuracy = 0.8241
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0262 - g_loss: 1.8577 - d_accuracy: 0.7778
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8758 - g_loss: 1.8426 - d_accuracy: 0.8276Epoch 296: D Accuracy = 0.7870
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8740 - g_loss: 1.8673 - d_accuracy: 0.8262
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8711 - g_loss: 1.8355 - d_accuracy: 0.8354Epoch 297: D Accuracy = 0.8657
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8717 - g_loss: 1.8308 - d_accuracy: 0.8365
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9094 - g_loss: 1.8954 - d_accuracy: 0.8121Epoch 298: D Accuracy = 0.7269
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9123 - g_loss: 1.9173 - d_accuracy: 0.8090
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8962 - g_loss: 1.8413 - d_accuracy: 0.8234Epoch 299: D Accuracy = 0.8380
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8945 - g_loss: 1.8447 - d_accuracy: 0.8239
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8739 - g_loss: 1.8605 - d_accuracy: 0.8333
Class 13 — Epoch 300 preview:
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Epoch 300: D Accuracy = 0.7731
27/27 [==============================] - 1s 41ms/step - d_loss: 0.8759 - g_loss: 1.8728 - d_accuracy: 0.8312
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8990 - g_loss: 1.8796 - d_accuracy: 0.8248Epoch 301: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8983 - g_loss: 1.8709 - d_accuracy: 0.8251
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8691 - g_loss: 1.8981 - d_accuracy: 0.8335Epoch 302: D Accuracy = 0.8981
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8684 - g_loss: 1.8822 - d_accuracy: 0.8358
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8667 - g_loss: 1.8962 - d_accuracy: 0.8360Epoch 303: D Accuracy = 0.8611
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8656 - g_loss: 1.9025 - d_accuracy: 0.8369
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8853 - g_loss: 1.8924 - d_accuracy: 0.8276Epoch 304: D Accuracy = 0.8519
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8825 - g_loss: 1.8905 - d_accuracy: 0.8284
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9091 - g_loss: 1.9288 - d_accuracy: 0.8090Epoch 305: D Accuracy = 0.8472
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9077 - g_loss: 1.9201 - d_accuracy: 0.8104
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8652 - g_loss: 1.8721 - d_accuracy: 0.8367Epoch 306: D Accuracy = 0.8750
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8643 - g_loss: 1.8614 - d_accuracy: 0.8380
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8562 - g_loss: 1.9200 - d_accuracy: 0.8371Epoch 307: D Accuracy = 0.8565
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8540 - g_loss: 1.9379 - d_accuracy: 0.8378
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8715 - g_loss: 1.9322 - d_accuracy: 0.8316Epoch 308: D Accuracy = 0.8935
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8670 - g_loss: 1.9356 - d_accuracy: 0.8338
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8909 - g_loss: 1.9403 - d_accuracy: 0.8237Epoch 309: D Accuracy = 0.8843
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8868 - g_loss: 1.9436 - d_accuracy: 0.8259
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9046 - g_loss: 1.9137 - d_accuracy: 0.8155Epoch 310: D Accuracy = 0.8657
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9016 - g_loss: 1.9062 - d_accuracy: 0.8173
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8581 - g_loss: 1.9081 - d_accuracy: 0.8352Epoch 311: D Accuracy = 0.8241
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8581 - g_loss: 1.9083 - d_accuracy: 0.8348
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8873 - g_loss: 1.9216 - d_accuracy: 0.8208Epoch 312: D Accuracy = 0.8056
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8874 - g_loss: 1.9210 - d_accuracy: 0.8202
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8819 - g_loss: 1.9374 - d_accuracy: 0.8258Epoch 313: D Accuracy = 0.8519
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8783 - g_loss: 1.9438 - d_accuracy: 0.8268
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8435 - g_loss: 1.9656 - d_accuracy: 0.8464Epoch 314: D Accuracy = 0.9028
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8421 - g_loss: 1.9564 - d_accuracy: 0.8484
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8826 - g_loss: 1.9810 - d_accuracy: 0.8212Epoch 315: D Accuracy = 0.7963
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8805 - g_loss: 2.0085 - d_accuracy: 0.8203
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8811 - g_loss: 1.9484 - d_accuracy: 0.8256Epoch 316: D Accuracy = 0.8704
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8794 - g_loss: 1.9334 - d_accuracy: 0.8272
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9011 - g_loss: 1.9433 - d_accuracy: 0.8127Epoch 317: D Accuracy = 0.8102
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9028 - g_loss: 1.9281 - d_accuracy: 0.8126
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8526 - g_loss: 1.9555 - d_accuracy: 0.8434Epoch 318: D Accuracy = 0.8935
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8503 - g_loss: 1.9592 - d_accuracy: 0.8452
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8639 - g_loss: 1.9683 - d_accuracy: 0.8361Epoch 319: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8620 - g_loss: 1.9636 - d_accuracy: 0.8375
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8411 - g_loss: 1.9757 - d_accuracy: 0.8455Epoch 320: D Accuracy = 0.8704
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8414 - g_loss: 1.9712 - d_accuracy: 0.8463
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8480 - g_loss: 1.9831 - d_accuracy: 0.8445Epoch 321: D Accuracy = 0.8611
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8499 - g_loss: 1.9709 - d_accuracy: 0.8451
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8519 - g_loss: 1.9902 - d_accuracy: 0.8391Epoch 322: D Accuracy = 0.8750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8507 - g_loss: 1.9851 - d_accuracy: 0.8404
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8411 - g_loss: 2.0228 - d_accuracy: 0.8424Epoch 323: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8408 - g_loss: 2.0309 - d_accuracy: 0.8420
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8960 - g_loss: 1.9816 - d_accuracy: 0.8161Epoch 324: D Accuracy = 0.8472
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8959 - g_loss: 1.9627 - d_accuracy: 0.8172
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8317 - g_loss: 2.0002 - d_accuracy: 0.8522Epoch 325: D Accuracy = 0.8426
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8326 - g_loss: 2.0057 - d_accuracy: 0.8519
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8308 - g_loss: 1.9979 - d_accuracy: 0.8505Epoch 326: D Accuracy = 0.8611
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8315 - g_loss: 1.9846 - d_accuracy: 0.8508
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8244 - g_loss: 2.0424 - d_accuracy: 0.8550Epoch 327: D Accuracy = 0.8148
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8269 - g_loss: 2.0677 - d_accuracy: 0.8535
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8897 - g_loss: 2.0254 - d_accuracy: 0.8226Epoch 328: D Accuracy = 0.8657
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8847 - g_loss: 2.0356 - d_accuracy: 0.8241
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8589 - g_loss: 2.0314 - d_accuracy: 0.8392Epoch 329: D Accuracy = 0.5880
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8785 - g_loss: 2.0992 - d_accuracy: 0.8302
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8748 - g_loss: 1.9886 - d_accuracy: 0.8296Epoch 330: D Accuracy = 0.9306
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8690 - g_loss: 1.9862 - d_accuracy: 0.8332
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8322 - g_loss: 2.0067 - d_accuracy: 0.8473Epoch 331: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8323 - g_loss: 2.0057 - d_accuracy: 0.8468
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8939 - g_loss: 2.0477 - d_accuracy: 0.8213Epoch 332: D Accuracy = 0.6481
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9036 - g_loss: 2.0726 - d_accuracy: 0.8151
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8420 - g_loss: 2.0383 - d_accuracy: 0.8406Epoch 333: D Accuracy = 0.8287
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8427 - g_loss: 2.0293 - d_accuracy: 0.8402
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8168 - g_loss: 2.0489 - d_accuracy: 0.8554Epoch 334: D Accuracy = 0.8704
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8164 - g_loss: 2.0450 - d_accuracy: 0.8560
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8353 - g_loss: 2.0847 - d_accuracy: 0.8418Epoch 335: D Accuracy = 0.8380
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8335 - g_loss: 2.1035 - d_accuracy: 0.8417
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8773 - g_loss: 2.0482 - d_accuracy: 0.8278Epoch 336: D Accuracy = 0.8519
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8738 - g_loss: 2.0516 - d_accuracy: 0.8287
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8808 - g_loss: 2.0130 - d_accuracy: 0.8253Epoch 337: D Accuracy = 0.8657
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8810 - g_loss: 1.9887 - d_accuracy: 0.8268
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8290 - g_loss: 2.0529 - d_accuracy: 0.8527Epoch 338: D Accuracy = 0.9213
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8252 - g_loss: 2.0531 - d_accuracy: 0.8551
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8402 - g_loss: 2.0646 - d_accuracy: 0.8474Epoch 339: D Accuracy = 0.8889
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8390 - g_loss: 2.0550 - d_accuracy: 0.8489
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8074 - g_loss: 2.0828 - d_accuracy: 0.8600Epoch 340: D Accuracy = 0.9028
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8054 - g_loss: 2.0815 - d_accuracy: 0.8615
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8792 - g_loss: 2.0896 - d_accuracy: 0.8297Epoch 341: D Accuracy = 0.8009
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8787 - g_loss: 2.1066 - d_accuracy: 0.8287
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7907 - g_loss: 2.0848 - d_accuracy: 0.8702Epoch 342: D Accuracy = 0.8380
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7925 - g_loss: 2.0886 - d_accuracy: 0.8690
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8544 - g_loss: 2.0721 - d_accuracy: 0.8391Epoch 343: D Accuracy = 0.8380
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8531 - g_loss: 2.0785 - d_accuracy: 0.8390
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8341 - g_loss: 2.0714 - d_accuracy: 0.8419Epoch 344: D Accuracy = 0.8009
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8344 - g_loss: 2.0842 - d_accuracy: 0.8404
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8637 - g_loss: 2.0827 - d_accuracy: 0.8315Epoch 345: D Accuracy = 0.8611
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8646 - g_loss: 2.0591 - d_accuracy: 0.8326
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8108 - g_loss: 2.0850 - d_accuracy: 0.8550Epoch 346: D Accuracy = 0.7963
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8151 - g_loss: 2.0911 - d_accuracy: 0.8529
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8158 - g_loss: 2.0852 - d_accuracy: 0.8553Epoch 347: D Accuracy = 0.8750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8164 - g_loss: 2.0748 - d_accuracy: 0.8560
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8109 - g_loss: 2.0962 - d_accuracy: 0.8592Epoch 348: D Accuracy = 0.8380
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8156 - g_loss: 2.0728 - d_accuracy: 0.8584
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8447 - g_loss: 2.1642 - d_accuracy: 0.8311Epoch 349: D Accuracy = 0.8611
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8432 - g_loss: 2.1682 - d_accuracy: 0.8322
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8185 - g_loss: 2.1637 - d_accuracy: 0.8495Epoch 350: D Accuracy = 0.8519
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8169 - g_loss: 2.1614 - d_accuracy: 0.8496
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8427 - g_loss: 2.1329 - d_accuracy: 0.8387Epoch 351: D Accuracy = 0.7731
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8431 - g_loss: 2.1466 - d_accuracy: 0.8363
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8055 - g_loss: 2.0945 - d_accuracy: 0.8634Epoch 352: D Accuracy = 0.7963
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8165 - g_loss: 2.0619 - d_accuracy: 0.8610
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8316 - g_loss: 2.1608 - d_accuracy: 0.8434Epoch 353: D Accuracy = 0.7963
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8308 - g_loss: 2.1638 - d_accuracy: 0.8418
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8237 - g_loss: 2.1177 - d_accuracy: 0.8492Epoch 354: D Accuracy = 0.8611
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8253 - g_loss: 2.1011 - d_accuracy: 0.8496
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7860 - g_loss: 2.1599 - d_accuracy: 0.8673Epoch 355: D Accuracy = 0.8472
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7875 - g_loss: 2.1586 - d_accuracy: 0.8666
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8018 - g_loss: 2.1405 - d_accuracy: 0.8616Epoch 356: D Accuracy = 0.8796
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8045 - g_loss: 2.1184 - d_accuracy: 0.8622
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8620 - g_loss: 2.1483 - d_accuracy: 0.8306Epoch 357: D Accuracy = 0.8194
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8606 - g_loss: 2.1556 - d_accuracy: 0.8302
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8679 - g_loss: 2.1323 - d_accuracy: 0.8299Epoch 358: D Accuracy = 0.8750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8640 - g_loss: 2.1335 - d_accuracy: 0.8315
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7962 - g_loss: 2.1572 - d_accuracy: 0.8619Epoch 359: D Accuracy = 0.8611
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7951 - g_loss: 2.1640 - d_accuracy: 0.8619
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8351 - g_loss: 2.1271 - d_accuracy: 0.8435Epoch 360: D Accuracy = 0.8380
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8387 - g_loss: 2.1024 - d_accuracy: 0.8433
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8254 - g_loss: 2.1921 - d_accuracy: 0.8488Epoch 361: D Accuracy = 0.8935
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8228 - g_loss: 2.1974 - d_accuracy: 0.8504
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8372 - g_loss: 2.2153 - d_accuracy: 0.8403Epoch 362: D Accuracy = 0.8009
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8376 - g_loss: 2.2335 - d_accuracy: 0.8389
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8011 - g_loss: 2.1306 - d_accuracy: 0.8544Epoch 363: D Accuracy = 0.8843
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7989 - g_loss: 2.1265 - d_accuracy: 0.8554
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8259 - g_loss: 2.1858 - d_accuracy: 0.8445Epoch 364: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8285 - g_loss: 2.1640 - d_accuracy: 0.8456
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8001 - g_loss: 2.1905 - d_accuracy: 0.8600Epoch 365: D Accuracy = 0.7361
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8054 - g_loss: 2.2229 - d_accuracy: 0.8556
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8105 - g_loss: 2.1992 - d_accuracy: 0.8546Epoch 366: D Accuracy = 0.8704
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8084 - g_loss: 2.2113 - d_accuracy: 0.8551
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8059 - g_loss: 2.1680 - d_accuracy: 0.8527Epoch 367: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8120 - g_loss: 2.1722 - d_accuracy: 0.8491
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7881 - g_loss: 2.1954 - d_accuracy: 0.8659Epoch 368: D Accuracy = 0.8519
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7875 - g_loss: 2.2083 - d_accuracy: 0.8654
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8013 - g_loss: 2.1926 - d_accuracy: 0.8591Epoch 369: D Accuracy = 0.8843
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8015 - g_loss: 2.1792 - d_accuracy: 0.8600
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8137 - g_loss: 2.1761 - d_accuracy: 0.8510Epoch 370: D Accuracy = 0.8750
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8119 - g_loss: 2.1829 - d_accuracy: 0.8518
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8030 - g_loss: 2.2410 - d_accuracy: 0.8499Epoch 371: D Accuracy = 0.7454
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8048 - g_loss: 2.2603 - d_accuracy: 0.8462
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7929 - g_loss: 2.2399 - d_accuracy: 0.8610Epoch 372: D Accuracy = 0.8796
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7928 - g_loss: 2.2412 - d_accuracy: 0.8617
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8721 - g_loss: 2.2105 - d_accuracy: 0.8262Epoch 373: D Accuracy = 0.7917
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8706 - g_loss: 2.2257 - d_accuracy: 0.8250
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7611 - g_loss: 2.2537 - d_accuracy: 0.8739Epoch 374: D Accuracy = 0.8287
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7621 - g_loss: 2.2648 - d_accuracy: 0.8723
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7762 - g_loss: 2.2385 - d_accuracy: 0.8641Epoch 375: D Accuracy = 0.8843
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7756 - g_loss: 2.2439 - d_accuracy: 0.8648
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7792 - g_loss: 2.2390 - d_accuracy: 0.8709Epoch 376: D Accuracy = 0.8657
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7834 - g_loss: 2.2113 - d_accuracy: 0.8707
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7949 - g_loss: 2.2604 - d_accuracy: 0.8574Epoch 377: D Accuracy = 0.8380
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7953 - g_loss: 2.2534 - d_accuracy: 0.8567
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8011 - g_loss: 2.2046 - d_accuracy: 0.8586Epoch 378: D Accuracy = 0.8889
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7993 - g_loss: 2.2002 - d_accuracy: 0.8597
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7628 - g_loss: 2.3111 - d_accuracy: 0.8744Epoch 379: D Accuracy = 0.8796
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7621 - g_loss: 2.3220 - d_accuracy: 0.8746
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8543 - g_loss: 2.2055 - d_accuracy: 0.8300Epoch 380: D Accuracy = 0.8287
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8560 - g_loss: 2.1779 - d_accuracy: 0.8300
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8114 - g_loss: 2.2730 - d_accuracy: 0.8540Epoch 381: D Accuracy = 0.8426
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8086 - g_loss: 2.2927 - d_accuracy: 0.8536
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7586 - g_loss: 2.2732 - d_accuracy: 0.8759Epoch 382: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7664 - g_loss: 2.2779 - d_accuracy: 0.8714
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8458 - g_loss: 2.2449 - d_accuracy: 0.8375Epoch 383: D Accuracy = 0.8380
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8424 - g_loss: 2.2559 - d_accuracy: 0.8375
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7744 - g_loss: 2.2421 - d_accuracy: 0.8682Epoch 384: D Accuracy = 0.8796
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7726 - g_loss: 2.2534 - d_accuracy: 0.8686
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8143 - g_loss: 2.2811 - d_accuracy: 0.8512Epoch 385: D Accuracy = 0.6435
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8257 - g_loss: 2.3222 - d_accuracy: 0.8438
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8030 - g_loss: 2.2645 - d_accuracy: 0.8518Epoch 386: D Accuracy = 0.8657
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8031 - g_loss: 2.2576 - d_accuracy: 0.8523
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7911 - g_loss: 2.2361 - d_accuracy: 0.8600Epoch 387: D Accuracy = 0.8611
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7913 - g_loss: 2.2250 - d_accuracy: 0.8601
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8427 - g_loss: 2.2370 - d_accuracy: 0.8380Epoch 388: D Accuracy = 0.8241
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8431 - g_loss: 2.2301 - d_accuracy: 0.8375
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7760 - g_loss: 2.2483 - d_accuracy: 0.8673Epoch 389: D Accuracy = 0.8380
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7774 - g_loss: 2.2582 - d_accuracy: 0.8662
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8102 - g_loss: 2.2807 - d_accuracy: 0.8548Epoch 390: D Accuracy = 0.8426
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8100 - g_loss: 2.2910 - d_accuracy: 0.8544
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7629 - g_loss: 2.2855 - d_accuracy: 0.8739Epoch 391: D Accuracy = 0.8333
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7641 - g_loss: 2.2901 - d_accuracy: 0.8724
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7751 - g_loss: 2.2893 - d_accuracy: 0.8668Epoch 392: D Accuracy = 0.9306
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7715 - g_loss: 2.2862 - d_accuracy: 0.8691
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8032 - g_loss: 2.2910 - d_accuracy: 0.8548Epoch 393: D Accuracy = 0.8843
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8029 - g_loss: 2.2723 - d_accuracy: 0.8559
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7962 - g_loss: 2.2738 - d_accuracy: 0.8609Epoch 394: D Accuracy = 0.9074
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7945 - g_loss: 2.2641 - d_accuracy: 0.8625
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8142 - g_loss: 2.3155 - d_accuracy: 0.8450Epoch 395: D Accuracy = 0.9213
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8106 - g_loss: 2.3083 - d_accuracy: 0.8478
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7490 - g_loss: 2.3102 - d_accuracy: 0.8830Epoch 396: D Accuracy = 0.8889
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7501 - g_loss: 2.2887 - d_accuracy: 0.8832
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7657 - g_loss: 2.3638 - d_accuracy: 0.8715Epoch 397: D Accuracy = 0.9028
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7651 - g_loss: 2.3547 - d_accuracy: 0.8727
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8209 - g_loss: 2.3587 - d_accuracy: 0.8499Epoch 398: D Accuracy = 0.8148
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8211 - g_loss: 2.3510 - d_accuracy: 0.8487
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7782 - g_loss: 2.3103 - d_accuracy: 0.8650Epoch 399: D Accuracy = 0.8704
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7767 - g_loss: 2.3229 - d_accuracy: 0.8652
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7593 - g_loss: 2.3019 - d_accuracy: 0.8683
Class 13 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.8472
27/27 [==============================] - 1s 41ms/step - d_loss: 0.7594 - g_loss: 2.3081 - d_accuracy: 0.8676
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7719 - g_loss: 2.3475 - d_accuracy: 0.8686Epoch 401: D Accuracy = 0.9120
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7706 - g_loss: 2.3319 - d_accuracy: 0.8701
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7616 - g_loss: 2.3579 - d_accuracy: 0.8732Epoch 402: D Accuracy = 0.8611
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7670 - g_loss: 2.3250 - d_accuracy: 0.8728
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8164 - g_loss: 2.3721 - d_accuracy: 0.8472Epoch 403: D Accuracy = 0.8287
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8153 - g_loss: 2.3994 - d_accuracy: 0.8466
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7557 - g_loss: 2.3450 - d_accuracy: 0.8759Epoch 404: D Accuracy = 0.8796
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7593 - g_loss: 2.3187 - d_accuracy: 0.8760
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7748 - g_loss: 2.3578 - d_accuracy: 0.8671Epoch 405: D Accuracy = 0.9398
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7695 - g_loss: 2.3592 - d_accuracy: 0.8697
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7526 - g_loss: 2.3652 - d_accuracy: 0.8751Epoch 406: D Accuracy = 0.8889
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7519 - g_loss: 2.3552 - d_accuracy: 0.8756
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7232 - g_loss: 2.4162 - d_accuracy: 0.8897Epoch 407: D Accuracy = 0.9352
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7210 - g_loss: 2.4070 - d_accuracy: 0.8913
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7298 - g_loss: 2.4166 - d_accuracy: 0.8821Epoch 408: D Accuracy = 0.8102
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7318 - g_loss: 2.4421 - d_accuracy: 0.8796
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7389 - g_loss: 2.3865 - d_accuracy: 0.8802Epoch 409: D Accuracy = 0.9028
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7407 - g_loss: 2.3663 - d_accuracy: 0.8810
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7656 - g_loss: 2.4119 - d_accuracy: 0.8688Epoch 410: D Accuracy = 0.9213
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7634 - g_loss: 2.4033 - d_accuracy: 0.8706
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7434 - g_loss: 2.3868 - d_accuracy: 0.8829Epoch 411: D Accuracy = 0.8611
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7424 - g_loss: 2.3932 - d_accuracy: 0.8821
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7769 - g_loss: 2.3723 - d_accuracy: 0.8666Epoch 412: D Accuracy = 0.8657
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7755 - g_loss: 2.3712 - d_accuracy: 0.8665
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7886 - g_loss: 2.3892 - d_accuracy: 0.8581Epoch 413: D Accuracy = 0.8519
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7848 - g_loss: 2.4294 - d_accuracy: 0.8579
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7730 - g_loss: 2.3770 - d_accuracy: 0.8695Epoch 414: D Accuracy = 0.8981
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7700 - g_loss: 2.3887 - d_accuracy: 0.8705
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7318 - g_loss: 2.4338 - d_accuracy: 0.8874Epoch 415: D Accuracy = 0.8611
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7331 - g_loss: 2.4364 - d_accuracy: 0.8864
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7872 - g_loss: 2.4009 - d_accuracy: 0.8609Epoch 416: D Accuracy = 0.7963
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7894 - g_loss: 2.4068 - d_accuracy: 0.8586
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7699 - g_loss: 2.3866 - d_accuracy: 0.8648Epoch 417: D Accuracy = 0.7407
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7732 - g_loss: 2.4263 - d_accuracy: 0.8604
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7624 - g_loss: 2.3660 - d_accuracy: 0.8701Epoch 418: D Accuracy = 0.9259
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7591 - g_loss: 2.3601 - d_accuracy: 0.8721
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7633 - g_loss: 2.4076 - d_accuracy: 0.8751Epoch 419: D Accuracy = 0.8981
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7653 - g_loss: 2.3771 - d_accuracy: 0.8760
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7510 - g_loss: 2.4686 - d_accuracy: 0.8779Epoch 420: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7491 - g_loss: 2.4945 - d_accuracy: 0.8778
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8335 - g_loss: 2.3622 - d_accuracy: 0.8474Epoch 421: D Accuracy = 0.8796
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8325 - g_loss: 2.3456 - d_accuracy: 0.8485
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7414 - g_loss: 2.4227 - d_accuracy: 0.8804Epoch 422: D Accuracy = 0.9074
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7394 - g_loss: 2.4164 - d_accuracy: 0.8814
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7000 - g_loss: 2.4892 - d_accuracy: 0.8995Epoch 423: D Accuracy = 0.9352
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6974 - g_loss: 2.4957 - d_accuracy: 0.9008
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7394 - g_loss: 2.4614 - d_accuracy: 0.8802Epoch 424: D Accuracy = 0.8981
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7389 - g_loss: 2.4517 - d_accuracy: 0.8808
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7534 - g_loss: 2.4627 - d_accuracy: 0.8718Epoch 425: D Accuracy = 0.7963
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7570 - g_loss: 2.5007 - d_accuracy: 0.8691
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7196 - g_loss: 2.4402 - d_accuracy: 0.8948Epoch 426: D Accuracy = 0.9398
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7193 - g_loss: 2.4218 - d_accuracy: 0.8964
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7338 - g_loss: 2.4319 - d_accuracy: 0.8858Epoch 427: D Accuracy = 0.9444
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7320 - g_loss: 2.4219 - d_accuracy: 0.8879
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7256 - g_loss: 2.5159 - d_accuracy: 0.8847Epoch 428: D Accuracy = 0.9583
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7211 - g_loss: 2.5185 - d_accuracy: 0.8874
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7758 - g_loss: 2.5401 - d_accuracy: 0.8635Epoch 429: D Accuracy = 0.9120
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7749 - g_loss: 2.5275 - d_accuracy: 0.8652
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8045 - g_loss: 2.4574 - d_accuracy: 0.8570Epoch 430: D Accuracy = 0.8889
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8027 - g_loss: 2.4623 - d_accuracy: 0.8581
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7289 - g_loss: 2.4027 - d_accuracy: 0.8877Epoch 431: D Accuracy = 0.9120
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7270 - g_loss: 2.4064 - d_accuracy: 0.8885
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7339 - g_loss: 2.4542 - d_accuracy: 0.8864Epoch 432: D Accuracy = 0.8519
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7350 - g_loss: 2.4837 - d_accuracy: 0.8852
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7634 - g_loss: 2.4712 - d_accuracy: 0.8691Epoch 433: D Accuracy = 0.7269
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7700 - g_loss: 2.5093 - d_accuracy: 0.8640
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8041 - g_loss: 2.4404 - d_accuracy: 0.8540Epoch 434: D Accuracy = 0.9028
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8031 - g_loss: 2.4256 - d_accuracy: 0.8558
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7990 - g_loss: 2.4727 - d_accuracy: 0.8535Epoch 435: D Accuracy = 0.8843
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7955 - g_loss: 2.4868 - d_accuracy: 0.8546
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7610 - g_loss: 2.4246 - d_accuracy: 0.8747Epoch 436: D Accuracy = 0.8704
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7599 - g_loss: 2.4293 - d_accuracy: 0.8745
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7251 - g_loss: 2.4890 - d_accuracy: 0.8834Epoch 437: D Accuracy = 0.9074
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7242 - g_loss: 2.4833 - d_accuracy: 0.8843
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7428 - g_loss: 2.5311 - d_accuracy: 0.8788Epoch 438: D Accuracy = 0.9028
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7442 - g_loss: 2.5073 - d_accuracy: 0.8796
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7638 - g_loss: 2.4819 - d_accuracy: 0.8707Epoch 439: D Accuracy = 0.8056
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7747 - g_loss: 2.4401 - d_accuracy: 0.8684
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7217 - g_loss: 2.4904 - d_accuracy: 0.8950Epoch 440: D Accuracy = 0.8843
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7282 - g_loss: 2.4609 - d_accuracy: 0.8946
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7213 - g_loss: 2.5566 - d_accuracy: 0.8835Epoch 441: D Accuracy = 0.8704
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7201 - g_loss: 2.5746 - d_accuracy: 0.8830
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7228 - g_loss: 2.5234 - d_accuracy: 0.8862Epoch 442: D Accuracy = 0.9074
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7194 - g_loss: 2.5423 - d_accuracy: 0.8869
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7045 - g_loss: 2.4953 - d_accuracy: 0.9014Epoch 443: D Accuracy = 0.9306
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7047 - g_loss: 2.4773 - d_accuracy: 0.9024
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7140 - g_loss: 2.5315 - d_accuracy: 0.8904Epoch 444: D Accuracy = 0.8056
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7192 - g_loss: 2.5423 - d_accuracy: 0.8873
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8001 - g_loss: 2.5117 - d_accuracy: 0.8583Epoch 445: D Accuracy = 0.9398
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7954 - g_loss: 2.4959 - d_accuracy: 0.8612
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7547 - g_loss: 2.5080 - d_accuracy: 0.8706Epoch 446: D Accuracy = 0.8102
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7661 - g_loss: 2.4647 - d_accuracy: 0.8684
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8440 - g_loss: 2.5523 - d_accuracy: 0.8490Epoch 447: D Accuracy = 0.8889
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8383 - g_loss: 2.5648 - d_accuracy: 0.8505
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7375 - g_loss: 2.5358 - d_accuracy: 0.8789Epoch 448: D Accuracy = 0.8935
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7393 - g_loss: 2.5392 - d_accuracy: 0.8794
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7296 - g_loss: 2.5277 - d_accuracy: 0.8841Epoch 449: D Accuracy = 0.8426
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7307 - g_loss: 2.5304 - d_accuracy: 0.8826
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7657 - g_loss: 2.5516 - d_accuracy: 0.8722Epoch 450: D Accuracy = 0.8889
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7650 - g_loss: 2.5401 - d_accuracy: 0.8728
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7273 - g_loss: 2.5499 - d_accuracy: 0.8820Epoch 451: D Accuracy = 0.8565
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7278 - g_loss: 2.5500 - d_accuracy: 0.8811
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7067 - g_loss: 2.5626 - d_accuracy: 0.8932Epoch 452: D Accuracy = 0.8009
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7087 - g_loss: 2.5813 - d_accuracy: 0.8899
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7641 - g_loss: 2.6000 - d_accuracy: 0.8648Epoch 453: D Accuracy = 0.7546
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7681 - g_loss: 2.6351 - d_accuracy: 0.8608
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7266 - g_loss: 2.5136 - d_accuracy: 0.8890Epoch 454: D Accuracy = 0.9444
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7250 - g_loss: 2.4986 - d_accuracy: 0.8910
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7037 - g_loss: 2.5604 - d_accuracy: 0.8934Epoch 455: D Accuracy = 0.8981
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7047 - g_loss: 2.5383 - d_accuracy: 0.8935
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7091 - g_loss: 2.5865 - d_accuracy: 0.8954Epoch 456: D Accuracy = 0.8194
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7125 - g_loss: 2.6015 - d_accuracy: 0.8927
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7333 - g_loss: 2.5911 - d_accuracy: 0.8879Epoch 457: D Accuracy = 0.9213
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7316 - g_loss: 2.5848 - d_accuracy: 0.8890
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7540 - g_loss: 2.6319 - d_accuracy: 0.8727Epoch 458: D Accuracy = 0.8843
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7513 - g_loss: 2.6536 - d_accuracy: 0.8732
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7335 - g_loss: 2.5283 - d_accuracy: 0.8837Epoch 459: D Accuracy = 0.9259
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7309 - g_loss: 2.5204 - d_accuracy: 0.8852
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7108 - g_loss: 2.5989 - d_accuracy: 0.8925Epoch 460: D Accuracy = 0.8981
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7104 - g_loss: 2.5922 - d_accuracy: 0.8927
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7167 - g_loss: 2.6411 - d_accuracy: 0.8897Epoch 461: D Accuracy = 0.9213
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7180 - g_loss: 2.6198 - d_accuracy: 0.8909
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7531 - g_loss: 2.5790 - d_accuracy: 0.8689Epoch 462: D Accuracy = 0.8194
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7542 - g_loss: 2.6083 - d_accuracy: 0.8671
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6991 - g_loss: 2.6252 - d_accuracy: 0.8967Epoch 463: D Accuracy = 0.9213
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6980 - g_loss: 2.6137 - d_accuracy: 0.8976
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7082 - g_loss: 2.6059 - d_accuracy: 0.8915Epoch 464: D Accuracy = 0.9074
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7080 - g_loss: 2.6036 - d_accuracy: 0.8921
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7424 - g_loss: 2.5218 - d_accuracy: 0.8762Epoch 465: D Accuracy = 0.8148
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7429 - g_loss: 2.5427 - d_accuracy: 0.8740
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7412 - g_loss: 2.5894 - d_accuracy: 0.8783Epoch 466: D Accuracy = 0.8380
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7419 - g_loss: 2.6105 - d_accuracy: 0.8768
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7361 - g_loss: 2.6090 - d_accuracy: 0.8799Epoch 467: D Accuracy = 0.8889
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7345 - g_loss: 2.6143 - d_accuracy: 0.8802
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7390 - g_loss: 2.5387 - d_accuracy: 0.8789Epoch 468: D Accuracy = 0.8796
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7407 - g_loss: 2.5197 - d_accuracy: 0.8790
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7130 - g_loss: 2.6051 - d_accuracy: 0.8927Epoch 469: D Accuracy = 0.9120
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7131 - g_loss: 2.5917 - d_accuracy: 0.8934
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7182 - g_loss: 2.6085 - d_accuracy: 0.8856Epoch 470: D Accuracy = 0.8565
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7249 - g_loss: 2.5692 - d_accuracy: 0.8846
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6918 - g_loss: 2.6372 - d_accuracy: 0.8988Epoch 471: D Accuracy = 0.9074
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6920 - g_loss: 2.6330 - d_accuracy: 0.8991
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6949 - g_loss: 2.6805 - d_accuracy: 0.8958Epoch 472: D Accuracy = 0.8472
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6947 - g_loss: 2.7061 - d_accuracy: 0.8941
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7538 - g_loss: 2.6165 - d_accuracy: 0.8783Epoch 473: D Accuracy = 0.9259
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7513 - g_loss: 2.6134 - d_accuracy: 0.8800
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7087 - g_loss: 2.6223 - d_accuracy: 0.8945Epoch 474: D Accuracy = 0.9259
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7065 - g_loss: 2.6174 - d_accuracy: 0.8957
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6700 - g_loss: 2.6989 - d_accuracy: 0.9072Epoch 475: D Accuracy = 0.8889
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6688 - g_loss: 2.7224 - d_accuracy: 0.9065
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6907 - g_loss: 2.6621 - d_accuracy: 0.8972Epoch 476: D Accuracy = 0.9167
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6902 - g_loss: 2.6649 - d_accuracy: 0.8979
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6757 - g_loss: 2.7186 - d_accuracy: 0.9043Epoch 477: D Accuracy = 0.9306
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6775 - g_loss: 2.6978 - d_accuracy: 0.9052
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8278 - g_loss: 2.7297 - d_accuracy: 0.8464Epoch 478: D Accuracy = 0.6296
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8469 - g_loss: 2.7902 - d_accuracy: 0.8386
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7740 - g_loss: 2.5158 - d_accuracy: 0.8673Epoch 479: D Accuracy = 0.9259
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7706 - g_loss: 2.5094 - d_accuracy: 0.8694
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7050 - g_loss: 2.6653 - d_accuracy: 0.8944Epoch 480: D Accuracy = 0.8009
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7074 - g_loss: 2.7016 - d_accuracy: 0.8911
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6612 - g_loss: 2.7101 - d_accuracy: 0.9129Epoch 481: D Accuracy = 0.9213
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6604 - g_loss: 2.7057 - d_accuracy: 0.9132
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7038 - g_loss: 2.6953 - d_accuracy: 0.8916Epoch 482: D Accuracy = 0.7917
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7058 - g_loss: 2.7364 - d_accuracy: 0.8880
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7308 - g_loss: 2.6725 - d_accuracy: 0.8810Epoch 483: D Accuracy = 0.8611
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7292 - g_loss: 2.6918 - d_accuracy: 0.8803
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7397 - g_loss: 2.6786 - d_accuracy: 0.8750Epoch 484: D Accuracy = 0.8241
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7400 - g_loss: 2.7067 - d_accuracy: 0.8732
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6782 - g_loss: 2.6759 - d_accuracy: 0.9045Epoch 485: D Accuracy = 0.9306
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6757 - g_loss: 2.7008 - d_accuracy: 0.9055
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7218 - g_loss: 2.6819 - d_accuracy: 0.8840Epoch 486: D Accuracy = 0.8750
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7217 - g_loss: 2.6809 - d_accuracy: 0.8836
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6944 - g_loss: 2.6418 - d_accuracy: 0.8978Epoch 487: D Accuracy = 0.8981
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6952 - g_loss: 2.6309 - d_accuracy: 0.8979
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7211 - g_loss: 2.6794 - d_accuracy: 0.8847Epoch 488: D Accuracy = 0.8935
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7229 - g_loss: 2.6552 - d_accuracy: 0.8850
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6793 - g_loss: 2.7353 - d_accuracy: 0.9061Epoch 489: D Accuracy = 0.9167
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6807 - g_loss: 2.7073 - d_accuracy: 0.9064
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7034 - g_loss: 2.7323 - d_accuracy: 0.8919Epoch 490: D Accuracy = 0.9028
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7030 - g_loss: 2.7275 - d_accuracy: 0.8923
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6989 - g_loss: 2.7399 - d_accuracy: 0.8904Epoch 491: D Accuracy = 0.9120
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6965 - g_loss: 2.7418 - d_accuracy: 0.8912
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7449 - g_loss: 2.7232 - d_accuracy: 0.8711Epoch 492: D Accuracy = 0.9259
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7433 - g_loss: 2.7062 - d_accuracy: 0.8731
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7406 - g_loss: 2.7055 - d_accuracy: 0.8793Epoch 493: D Accuracy = 0.9259
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7385 - g_loss: 2.6880 - d_accuracy: 0.8810
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6869 - g_loss: 2.7131 - d_accuracy: 0.9045Epoch 494: D Accuracy = 0.9491
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6852 - g_loss: 2.7060 - d_accuracy: 0.9061
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7373 - g_loss: 2.7378 - d_accuracy: 0.8790Epoch 495: D Accuracy = 0.9213
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7348 - g_loss: 2.7260 - d_accuracy: 0.8805
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6728 - g_loss: 2.7215 - d_accuracy: 0.9027Epoch 496: D Accuracy = 0.8889
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6718 - g_loss: 2.7392 - d_accuracy: 0.9022
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6887 - g_loss: 2.6989 - d_accuracy: 0.8993Epoch 497: D Accuracy = 0.9213
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6872 - g_loss: 2.6826 - d_accuracy: 0.9001
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6700 - g_loss: 2.7788 - d_accuracy: 0.9077Epoch 498: D Accuracy = 0.9306
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6673 - g_loss: 2.7837 - d_accuracy: 0.9085
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7034 - g_loss: 2.7815 - d_accuracy: 0.8950Epoch 499: D Accuracy = 0.9074
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7006 - g_loss: 2.7930 - d_accuracy: 0.8955
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6898 - g_loss: 2.7275 - d_accuracy: 0.8976
Class 13 — Epoch 500 preview:
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Epoch 500: D Accuracy = 0.9120
27/27 [==============================] - 1s 41ms/step - d_loss: 0.6893 - g_loss: 2.7239 - d_accuracy: 0.8982
Training DCGAN for class 14...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 0.9745 - g_loss: 1.5651 - d_accuracy: 0.8031WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0165s vs `on_train_batch_end` time: 0.0186s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 0.7021 - g_loss: 2.5655 - d_accuracy: 0.9056
Epoch 1: Generator loss improved from inf to 3.9383. Saving weights.
Epoch 1: D Accuracy = 0.8194
27/27 [==============================] - 2s 35ms/step - d_loss: 0.7038 - g_loss: 2.6145 - d_accuracy: 0.9026
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8725 - g_loss: 2.2687 - d_accuracy: 0.8503
Epoch 2: Generator loss improved from 3.9383 to 2.0622. Saving weights.
Epoch 2: D Accuracy = 0.9352
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8668 - g_loss: 2.2613 - d_accuracy: 0.8534
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5500 - g_loss: 3.0659 - d_accuracy: 0.9559Epoch 3: D Accuracy = 0.9769
27/27 [==============================] - 1s 34ms/step - d_loss: 0.5472 - g_loss: 3.0837 - d_accuracy: 0.9566
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1764 - g_loss: 2.2047 - d_accuracy: 0.7752
Epoch 4: Generator loss improved from 2.0622 to 1.0983. Saving weights.
Epoch 4: D Accuracy = 0.7130
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1798 - g_loss: 2.1652 - d_accuracy: 0.7730
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1872 - g_loss: 1.1719 - d_accuracy: 0.7194
Epoch 5: Generator loss improved from 1.0983 to 1.0493. Saving weights.
Epoch 5: D Accuracy = 0.6944
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1890 - g_loss: 1.1675 - d_accuracy: 0.7185
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2657 - g_loss: 1.0827 - d_accuracy: 0.6599Epoch 6: D Accuracy = 0.6528
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2650 - g_loss: 1.0904 - d_accuracy: 0.6596
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2714 - g_loss: 1.0200 - d_accuracy: 0.6452Epoch 7: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2715 - g_loss: 1.0241 - d_accuracy: 0.6460
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2867 - g_loss: 0.9974 - d_accuracy: 0.6363
Epoch 8: Generator loss improved from 1.0493 to 0.8838. Saving weights.
Epoch 8: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2880 - g_loss: 0.9934 - d_accuracy: 0.6359
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2733 - g_loss: 1.0187 - d_accuracy: 0.6425Epoch 9: D Accuracy = 0.6019
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2744 - g_loss: 1.0298 - d_accuracy: 0.6411
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2641 - g_loss: 1.0082 - d_accuracy: 0.6462Epoch 10: D Accuracy = 0.6620
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2620 - g_loss: 1.0207 - d_accuracy: 0.6468
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2528 - g_loss: 1.0319 - d_accuracy: 0.6551Epoch 11: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2543 - g_loss: 1.0304 - d_accuracy: 0.6540
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 1.0651 - d_accuracy: 0.6560Epoch 12: D Accuracy = 0.6620
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2574 - g_loss: 1.0627 - d_accuracy: 0.6562
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2135 - g_loss: 1.0786 - d_accuracy: 0.6768Epoch 13: D Accuracy = 0.6713
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2138 - g_loss: 1.0782 - d_accuracy: 0.6766
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2036 - g_loss: 1.1262 - d_accuracy: 0.6913Epoch 14: D Accuracy = 0.6852
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2034 - g_loss: 1.1240 - d_accuracy: 0.6911
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1677 - g_loss: 1.1470 - d_accuracy: 0.7053Epoch 15: D Accuracy = 0.6806
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1683 - g_loss: 1.1454 - d_accuracy: 0.7044
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2031 - g_loss: 1.2263 - d_accuracy: 0.7034Epoch 16: D Accuracy = 0.6204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2041 - g_loss: 1.2389 - d_accuracy: 0.7004
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1529 - g_loss: 1.2194 - d_accuracy: 0.7189Epoch 17: D Accuracy = 0.7222
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1523 - g_loss: 1.2169 - d_accuracy: 0.7190
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1378 - g_loss: 1.2215 - d_accuracy: 0.7221
Epoch 18: Generator loss improved from 0.8838 to 0.6003. Saving weights.
Epoch 18: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1459 - g_loss: 1.1993 - d_accuracy: 0.7186
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1647 - g_loss: 1.2570 - d_accuracy: 0.7081Epoch 19: D Accuracy = 0.7361
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1623 - g_loss: 1.2487 - d_accuracy: 0.7091
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1325 - g_loss: 1.2760 - d_accuracy: 0.7169Epoch 20: D Accuracy = 0.8056
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1286 - g_loss: 1.2779 - d_accuracy: 0.7201
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1301 - g_loss: 1.2629 - d_accuracy: 0.7222Epoch 21: D Accuracy = 0.7963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1265 - g_loss: 1.2562 - d_accuracy: 0.7248
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1367 - g_loss: 1.2757 - d_accuracy: 0.7189Epoch 22: D Accuracy = 0.7546
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1349 - g_loss: 1.2705 - d_accuracy: 0.7202
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1431 - g_loss: 1.2871 - d_accuracy: 0.7259Epoch 23: D Accuracy = 0.7083
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1412 - g_loss: 1.2923 - d_accuracy: 0.7253
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1196 - g_loss: 1.2694 - d_accuracy: 0.7253Epoch 24: D Accuracy = 0.6343
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1227 - g_loss: 1.2965 - d_accuracy: 0.7221
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1335 - g_loss: 1.2767 - d_accuracy: 0.7211Epoch 25: D Accuracy = 0.7315
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1328 - g_loss: 1.2706 - d_accuracy: 0.7215
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0929 - g_loss: 1.2742 - d_accuracy: 0.7422Epoch 26: D Accuracy = 0.7222
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0929 - g_loss: 1.2898 - d_accuracy: 0.7415
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1426 - g_loss: 1.2694 - d_accuracy: 0.7218Epoch 27: D Accuracy = 0.7778
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1413 - g_loss: 1.2698 - d_accuracy: 0.7238
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1370 - g_loss: 1.2701 - d_accuracy: 0.7227Epoch 28: D Accuracy = 0.6806
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1407 - g_loss: 1.2529 - d_accuracy: 0.7212
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1033 - g_loss: 1.3083 - d_accuracy: 0.7371Epoch 29: D Accuracy = 0.7037
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1072 - g_loss: 1.2921 - d_accuracy: 0.7360
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1318 - g_loss: 1.3167 - d_accuracy: 0.7214Epoch 30: D Accuracy = 0.7593
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1303 - g_loss: 1.3145 - d_accuracy: 0.7228
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1142 - g_loss: 1.2949 - d_accuracy: 0.7294Epoch 31: D Accuracy = 0.7870
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1118 - g_loss: 1.2870 - d_accuracy: 0.7314
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1090 - g_loss: 1.3143 - d_accuracy: 0.7283Epoch 32: D Accuracy = 0.7176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1085 - g_loss: 1.3219 - d_accuracy: 0.7279
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1227 - g_loss: 1.3335 - d_accuracy: 0.7316Epoch 33: D Accuracy = 0.7963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1212 - g_loss: 1.3251 - d_accuracy: 0.7339
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1203 - g_loss: 1.3337 - d_accuracy: 0.7260Epoch 34: D Accuracy = 0.7963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1161 - g_loss: 1.3328 - d_accuracy: 0.7285
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1041 - g_loss: 1.3185 - d_accuracy: 0.7339Epoch 35: D Accuracy = 0.7454
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1048 - g_loss: 1.3081 - d_accuracy: 0.7343
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0931 - g_loss: 1.3248 - d_accuracy: 0.7382Epoch 36: D Accuracy = 0.7639
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0908 - g_loss: 1.3281 - d_accuracy: 0.7391
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1256 - g_loss: 1.3207 - d_accuracy: 0.7280Epoch 37: D Accuracy = 0.7685
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1243 - g_loss: 1.3117 - d_accuracy: 0.7294
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1099 - g_loss: 1.3386 - d_accuracy: 0.7326Epoch 38: D Accuracy = 0.7454
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1080 - g_loss: 1.3416 - d_accuracy: 0.7331
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0983 - g_loss: 1.3334 - d_accuracy: 0.7421Epoch 39: D Accuracy = 0.7593
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0993 - g_loss: 1.3218 - d_accuracy: 0.7427
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1205 - g_loss: 1.3715 - d_accuracy: 0.7221Epoch 40: D Accuracy = 0.7361
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1204 - g_loss: 1.3664 - d_accuracy: 0.7226
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0992 - g_loss: 1.3142 - d_accuracy: 0.7390Epoch 41: D Accuracy = 0.7176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1000 - g_loss: 1.3079 - d_accuracy: 0.7382
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1257 - g_loss: 1.3425 - d_accuracy: 0.7206Epoch 42: D Accuracy = 0.7731
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1234 - g_loss: 1.3418 - d_accuracy: 0.7225
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1076 - g_loss: 1.2888 - d_accuracy: 0.7297Epoch 43: D Accuracy = 0.7130
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1080 - g_loss: 1.2835 - d_accuracy: 0.7291
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1445 - g_loss: 1.3080 - d_accuracy: 0.7210Epoch 44: D Accuracy = 0.6944
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1454 - g_loss: 1.2951 - d_accuracy: 0.7201
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1226 - g_loss: 1.3092 - d_accuracy: 0.7245Epoch 45: D Accuracy = 0.7269
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1219 - g_loss: 1.3147 - d_accuracy: 0.7246
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1330 - g_loss: 1.2980 - d_accuracy: 0.7242Epoch 46: D Accuracy = 0.7639
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1330 - g_loss: 1.2911 - d_accuracy: 0.7256
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1379 - g_loss: 1.2914 - d_accuracy: 0.7108Epoch 47: D Accuracy = 0.6991
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1384 - g_loss: 1.2871 - d_accuracy: 0.7104
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1433 - g_loss: 1.2659 - d_accuracy: 0.7165Epoch 48: D Accuracy = 0.7407
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1416 - g_loss: 1.2712 - d_accuracy: 0.7174
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1834 - g_loss: 1.2851 - d_accuracy: 0.6940Epoch 49: D Accuracy = 0.6991
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1815 - g_loss: 1.2764 - d_accuracy: 0.6942
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1415 - g_loss: 1.2301 - d_accuracy: 0.7171Epoch 50: D Accuracy = 0.6944
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1413 - g_loss: 1.2303 - d_accuracy: 0.7163
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1942 - g_loss: 1.2463 - d_accuracy: 0.6881Epoch 51: D Accuracy = 0.6713
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1935 - g_loss: 1.2582 - d_accuracy: 0.6875
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1717 - g_loss: 1.1922 - d_accuracy: 0.6938Epoch 52: D Accuracy = 0.6806
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1728 - g_loss: 1.1875 - d_accuracy: 0.6933
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1879 - g_loss: 1.2096 - d_accuracy: 0.6839Epoch 53: D Accuracy = 0.6296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1876 - g_loss: 1.2185 - d_accuracy: 0.6820
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1897 - g_loss: 1.1686 - d_accuracy: 0.6856Epoch 54: D Accuracy = 0.6713
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1898 - g_loss: 1.1707 - d_accuracy: 0.6851
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1987 - g_loss: 1.1952 - d_accuracy: 0.6902Epoch 55: D Accuracy = 0.7361
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1953 - g_loss: 1.1941 - d_accuracy: 0.6918
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1773 - g_loss: 1.1657 - d_accuracy: 0.6917Epoch 56: D Accuracy = 0.7546
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1737 - g_loss: 1.1677 - d_accuracy: 0.6940
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1825 - g_loss: 1.1702 - d_accuracy: 0.6816Epoch 57: D Accuracy = 0.6343
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1849 - g_loss: 1.1630 - d_accuracy: 0.6799
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1922 - g_loss: 1.1880 - d_accuracy: 0.6817Epoch 58: D Accuracy = 0.6806
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1931 - g_loss: 1.1885 - d_accuracy: 0.6817
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2192 - g_loss: 1.1657 - d_accuracy: 0.6748Epoch 59: D Accuracy = 0.7083
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2188 - g_loss: 1.1592 - d_accuracy: 0.6760
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1910 - g_loss: 1.1581 - d_accuracy: 0.6832Epoch 60: D Accuracy = 0.7037
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1899 - g_loss: 1.1485 - d_accuracy: 0.6839
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.1476 - d_accuracy: 0.6775Epoch 61: D Accuracy = 0.6713
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2072 - g_loss: 1.1393 - d_accuracy: 0.6773
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2268 - g_loss: 1.1576 - d_accuracy: 0.6686Epoch 62: D Accuracy = 0.7176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2240 - g_loss: 1.1498 - d_accuracy: 0.6704
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2087 - g_loss: 1.1623 - d_accuracy: 0.6738Epoch 63: D Accuracy = 0.5278
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2224 - g_loss: 1.1925 - d_accuracy: 0.6686
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2058 - g_loss: 1.1360 - d_accuracy: 0.6764Epoch 64: D Accuracy = 0.7037
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2033 - g_loss: 1.1445 - d_accuracy: 0.6774
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2158 - g_loss: 1.1433 - d_accuracy: 0.6772Epoch 65: D Accuracy = 0.6898
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2158 - g_loss: 1.1368 - d_accuracy: 0.6776
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2017 - g_loss: 1.1238 - d_accuracy: 0.6784Epoch 66: D Accuracy = 0.7083
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2000 - g_loss: 1.1253 - d_accuracy: 0.6795
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2037 - g_loss: 1.1485 - d_accuracy: 0.6782Epoch 67: D Accuracy = 0.6852
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2025 - g_loss: 1.1475 - d_accuracy: 0.6784
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2027 - g_loss: 1.1395 - d_accuracy: 0.6750Epoch 68: D Accuracy = 0.7361
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1982 - g_loss: 1.1467 - d_accuracy: 0.6772
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2141 - g_loss: 1.1341 - d_accuracy: 0.6716Epoch 69: D Accuracy = 0.6713
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2159 - g_loss: 1.1245 - d_accuracy: 0.6716
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2158 - g_loss: 1.1405 - d_accuracy: 0.6747Epoch 70: D Accuracy = 0.6435
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2171 - g_loss: 1.1503 - d_accuracy: 0.6736
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2025 - g_loss: 1.1390 - d_accuracy: 0.6796Epoch 71: D Accuracy = 0.7361
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2006 - g_loss: 1.1333 - d_accuracy: 0.6816
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2101 - g_loss: 1.1228 - d_accuracy: 0.6745Epoch 72: D Accuracy = 0.7315
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2101 - g_loss: 1.1132 - d_accuracy: 0.6766
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2033 - g_loss: 1.1551 - d_accuracy: 0.6760Epoch 73: D Accuracy = 0.5694
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2090 - g_loss: 1.1846 - d_accuracy: 0.6722
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2274 - g_loss: 1.1113 - d_accuracy: 0.6654Epoch 74: D Accuracy = 0.7083
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2259 - g_loss: 1.1038 - d_accuracy: 0.6669
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1962 - g_loss: 1.1273 - d_accuracy: 0.6875Epoch 75: D Accuracy = 0.7222
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1927 - g_loss: 1.1352 - d_accuracy: 0.6887
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1998 - g_loss: 1.1410 - d_accuracy: 0.6787Epoch 76: D Accuracy = 0.6574
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2005 - g_loss: 1.1484 - d_accuracy: 0.6780
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2154 - g_loss: 1.1352 - d_accuracy: 0.6716Epoch 77: D Accuracy = 0.6713
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2146 - g_loss: 1.1358 - d_accuracy: 0.6716
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1782 - g_loss: 1.1151 - d_accuracy: 0.6937Epoch 78: D Accuracy = 0.7407
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1775 - g_loss: 1.1099 - d_accuracy: 0.6953
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1974 - g_loss: 1.1434 - d_accuracy: 0.6769Epoch 79: D Accuracy = 0.7454
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1955 - g_loss: 1.1412 - d_accuracy: 0.6794
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2115 - g_loss: 1.1483 - d_accuracy: 0.6765Epoch 80: D Accuracy = 0.7037
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2092 - g_loss: 1.1538 - d_accuracy: 0.6775
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2014 - g_loss: 1.1248 - d_accuracy: 0.6770Epoch 81: D Accuracy = 0.6852
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2006 - g_loss: 1.1334 - d_accuracy: 0.6773
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2045 - g_loss: 1.1576 - d_accuracy: 0.6838Epoch 82: D Accuracy = 0.6852
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2044 - g_loss: 1.1463 - d_accuracy: 0.6838
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1979 - g_loss: 1.1230 - d_accuracy: 0.6802Epoch 83: D Accuracy = 0.6343
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2014 - g_loss: 1.1104 - d_accuracy: 0.6785
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2161 - g_loss: 1.1374 - d_accuracy: 0.6758Epoch 84: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2174 - g_loss: 1.1452 - d_accuracy: 0.6740
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2032 - g_loss: 1.1183 - d_accuracy: 0.6740Epoch 85: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2039 - g_loss: 1.1299 - d_accuracy: 0.6723
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2120 - g_loss: 1.1244 - d_accuracy: 0.6682Epoch 86: D Accuracy = 0.6898
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2121 - g_loss: 1.1148 - d_accuracy: 0.6690
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2106 - g_loss: 1.1361 - d_accuracy: 0.6715Epoch 87: D Accuracy = 0.7315
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2084 - g_loss: 1.1459 - d_accuracy: 0.6736
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2142 - g_loss: 1.1242 - d_accuracy: 0.6666Epoch 88: D Accuracy = 0.6204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2172 - g_loss: 1.1332 - d_accuracy: 0.6650
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2143 - g_loss: 1.0977 - d_accuracy: 0.6688Epoch 89: D Accuracy = 0.6157
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2140 - g_loss: 1.1158 - d_accuracy: 0.6669
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2057 - g_loss: 1.1359 - d_accuracy: 0.6731Epoch 90: D Accuracy = 0.6111
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2074 - g_loss: 1.1434 - d_accuracy: 0.6709
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2022 - g_loss: 1.1079 - d_accuracy: 0.6823Epoch 91: D Accuracy = 0.6944
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2017 - g_loss: 1.1004 - d_accuracy: 0.6827
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2183 - g_loss: 1.1234 - d_accuracy: 0.6719Epoch 92: D Accuracy = 0.7361
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2164 - g_loss: 1.1189 - d_accuracy: 0.6742
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1955 - g_loss: 1.1177 - d_accuracy: 0.6770Epoch 93: D Accuracy = 0.7083
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1928 - g_loss: 1.1206 - d_accuracy: 0.6781
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2177 - g_loss: 1.1173 - d_accuracy: 0.6721Epoch 94: D Accuracy = 0.6713
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2188 - g_loss: 1.1044 - d_accuracy: 0.6721
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1987 - g_loss: 1.1377 - d_accuracy: 0.6806Epoch 95: D Accuracy = 0.6806
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1988 - g_loss: 1.1302 - d_accuracy: 0.6806
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2148 - g_loss: 1.1236 - d_accuracy: 0.6675Epoch 96: D Accuracy = 0.7130
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2135 - g_loss: 1.1166 - d_accuracy: 0.6691
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1799 - g_loss: 1.1248 - d_accuracy: 0.6919Epoch 97: D Accuracy = 0.7407
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1779 - g_loss: 1.1206 - d_accuracy: 0.6937
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2326 - g_loss: 1.1349 - d_accuracy: 0.6579Epoch 98: D Accuracy = 0.7037
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2324 - g_loss: 1.1234 - d_accuracy: 0.6595
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2114 - g_loss: 1.1225 - d_accuracy: 0.6663Epoch 99: D Accuracy = 0.6898
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2105 - g_loss: 1.1143 - d_accuracy: 0.6672
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1893 - g_loss: 1.1386 - d_accuracy: 0.6820
Class 14 — Epoch 100 preview:
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Epoch 100: D Accuracy = 0.6667
27/27 [==============================] - 1s 42ms/step - d_loss: 1.1899 - g_loss: 1.1411 - d_accuracy: 0.6814
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2114 - g_loss: 1.1208 - d_accuracy: 0.6722Epoch 101: D Accuracy = 0.7130
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2116 - g_loss: 1.1103 - d_accuracy: 0.6737
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1772 - g_loss: 1.1425 - d_accuracy: 0.6884Epoch 102: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1773 - g_loss: 1.1538 - d_accuracy: 0.6861
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2108 - g_loss: 1.1306 - d_accuracy: 0.6667Epoch 103: D Accuracy = 0.6389
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2105 - g_loss: 1.1295 - d_accuracy: 0.6658
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2193 - g_loss: 1.1428 - d_accuracy: 0.6663Epoch 104: D Accuracy = 0.5602
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2290 - g_loss: 1.1815 - d_accuracy: 0.6625
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2005 - g_loss: 1.1081 - d_accuracy: 0.6773Epoch 105: D Accuracy = 0.7176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2000 - g_loss: 1.1070 - d_accuracy: 0.6788
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2001 - g_loss: 1.1368 - d_accuracy: 0.6756Epoch 106: D Accuracy = 0.6991
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2004 - g_loss: 1.1267 - d_accuracy: 0.6765
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2060 - g_loss: 1.1412 - d_accuracy: 0.6789Epoch 107: D Accuracy = 0.5972
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2088 - g_loss: 1.1609 - d_accuracy: 0.6760
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2102 - g_loss: 1.1295 - d_accuracy: 0.6693Epoch 108: D Accuracy = 0.7361
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2084 - g_loss: 1.1198 - d_accuracy: 0.6717
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2151 - g_loss: 1.1453 - d_accuracy: 0.6667Epoch 109: D Accuracy = 0.6481
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2162 - g_loss: 1.1474 - d_accuracy: 0.6660
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1937 - g_loss: 1.1380 - d_accuracy: 0.6812Epoch 110: D Accuracy = 0.7130
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1912 - g_loss: 1.1394 - d_accuracy: 0.6823
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1947 - g_loss: 1.1269 - d_accuracy: 0.6821Epoch 111: D Accuracy = 0.8102
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1909 - g_loss: 1.1221 - d_accuracy: 0.6866
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2179 - g_loss: 1.1411 - d_accuracy: 0.6633Epoch 112: D Accuracy = 0.6852
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2144 - g_loss: 1.1404 - d_accuracy: 0.6640
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2144 - g_loss: 1.1352 - d_accuracy: 0.6688Epoch 113: D Accuracy = 0.6019
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2217 - g_loss: 1.1177 - d_accuracy: 0.6665
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1923 - g_loss: 1.1304 - d_accuracy: 0.6790Epoch 114: D Accuracy = 0.6620
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1948 - g_loss: 1.1264 - d_accuracy: 0.6784
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1959 - g_loss: 1.1316 - d_accuracy: 0.6783Epoch 115: D Accuracy = 0.6528
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1977 - g_loss: 1.1302 - d_accuracy: 0.6773
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2003 - g_loss: 1.1443 - d_accuracy: 0.6774Epoch 116: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1988 - g_loss: 1.1375 - d_accuracy: 0.6800
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1887 - g_loss: 1.1519 - d_accuracy: 0.6804Epoch 117: D Accuracy = 0.6991
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1868 - g_loss: 1.1526 - d_accuracy: 0.6811
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1954 - g_loss: 1.1546 - d_accuracy: 0.6790Epoch 118: D Accuracy = 0.6898
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1928 - g_loss: 1.1648 - d_accuracy: 0.6794
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1920 - g_loss: 1.1281 - d_accuracy: 0.6880Epoch 119: D Accuracy = 0.6898
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1947 - g_loss: 1.1158 - d_accuracy: 0.6881
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1946 - g_loss: 1.1587 - d_accuracy: 0.6816Epoch 120: D Accuracy = 0.5741
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2010 - g_loss: 1.1828 - d_accuracy: 0.6777
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1848 - g_loss: 1.1452 - d_accuracy: 0.6838Epoch 121: D Accuracy = 0.6528
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1859 - g_loss: 1.1526 - d_accuracy: 0.6826
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2008 - g_loss: 1.1039 - d_accuracy: 0.6775
Epoch 122: Generator loss improved from 0.6003 to 0.5787. Saving weights.
Epoch 122: D Accuracy = 0.6157
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2075 - g_loss: 1.0851 - d_accuracy: 0.6753
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2079 - g_loss: 1.1629 - d_accuracy: 0.6735Epoch 123: D Accuracy = 0.6296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2109 - g_loss: 1.1698 - d_accuracy: 0.6719
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2002 - g_loss: 1.1559 - d_accuracy: 0.6796Epoch 124: D Accuracy = 0.6435
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2023 - g_loss: 1.1722 - d_accuracy: 0.6784
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2070 - g_loss: 1.1729 - d_accuracy: 0.6790Epoch 125: D Accuracy = 0.5278
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2125 - g_loss: 1.1918 - d_accuracy: 0.6736
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1842 - g_loss: 1.1289 - d_accuracy: 0.6857Epoch 126: D Accuracy = 0.7176
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1828 - g_loss: 1.1262 - d_accuracy: 0.6869
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1970 - g_loss: 1.1437 - d_accuracy: 0.6787Epoch 127: D Accuracy = 0.6620
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1997 - g_loss: 1.1299 - d_accuracy: 0.6781
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1833 - g_loss: 1.1657 - d_accuracy: 0.6871Epoch 128: D Accuracy = 0.7315
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1819 - g_loss: 1.1637 - d_accuracy: 0.6887
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1992 - g_loss: 1.1606 - d_accuracy: 0.6768Epoch 129: D Accuracy = 0.6991
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1995 - g_loss: 1.1551 - d_accuracy: 0.6776
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2040 - g_loss: 1.1627 - d_accuracy: 0.6781Epoch 130: D Accuracy = 0.6528
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2036 - g_loss: 1.1712 - d_accuracy: 0.6772
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1756 - g_loss: 1.1537 - d_accuracy: 0.6903Epoch 131: D Accuracy = 0.7315
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1759 - g_loss: 1.1461 - d_accuracy: 0.6918
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1987 - g_loss: 1.1599 - d_accuracy: 0.6763Epoch 132: D Accuracy = 0.7083
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1976 - g_loss: 1.1548 - d_accuracy: 0.6774
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1682 - g_loss: 1.1713 - d_accuracy: 0.6988Epoch 133: D Accuracy = 0.7454
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1675 - g_loss: 1.1614 - d_accuracy: 0.7004
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1856 - g_loss: 1.1795 - d_accuracy: 0.6918Epoch 134: D Accuracy = 0.7222
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1847 - g_loss: 1.1762 - d_accuracy: 0.6929
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1663 - g_loss: 1.1523 - d_accuracy: 0.6983Epoch 135: D Accuracy = 0.8102
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1621 - g_loss: 1.1494 - d_accuracy: 0.7023
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1984 - g_loss: 1.1770 - d_accuracy: 0.6805Epoch 136: D Accuracy = 0.6343
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1989 - g_loss: 1.1932 - d_accuracy: 0.6788
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1930 - g_loss: 1.1981 - d_accuracy: 0.6771Epoch 137: D Accuracy = 0.5324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2002 - g_loss: 1.2204 - d_accuracy: 0.6720
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1697 - g_loss: 1.1514 - d_accuracy: 0.6968Epoch 138: D Accuracy = 0.6620
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1729 - g_loss: 1.1388 - d_accuracy: 0.6956
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1859 - g_loss: 1.1705 - d_accuracy: 0.6847Epoch 139: D Accuracy = 0.7083
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1853 - g_loss: 1.1606 - d_accuracy: 0.6855
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1891 - g_loss: 1.1974 - d_accuracy: 0.6819Epoch 140: D Accuracy = 0.6019
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1903 - g_loss: 1.2095 - d_accuracy: 0.6790
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1607 - g_loss: 1.1699 - d_accuracy: 0.7008Epoch 141: D Accuracy = 0.7778
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1586 - g_loss: 1.1670 - d_accuracy: 0.7036
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1806 - g_loss: 1.1654 - d_accuracy: 0.6885Epoch 142: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1817 - g_loss: 1.1635 - d_accuracy: 0.6877
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1861 - g_loss: 1.2013 - d_accuracy: 0.6887Epoch 143: D Accuracy = 0.7546
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1811 - g_loss: 1.2066 - d_accuracy: 0.6910
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1937 - g_loss: 1.2012 - d_accuracy: 0.6849Epoch 144: D Accuracy = 0.5231
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2024 - g_loss: 1.2217 - d_accuracy: 0.6791
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1838 - g_loss: 1.1546 - d_accuracy: 0.6835Epoch 145: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1822 - g_loss: 1.1611 - d_accuracy: 0.6829
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1557 - g_loss: 1.1773 - d_accuracy: 0.7024Epoch 146: D Accuracy = 0.7546
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1563 - g_loss: 1.1654 - d_accuracy: 0.7043
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1645 - g_loss: 1.2128 - d_accuracy: 0.6913Epoch 147: D Accuracy = 0.7778
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1618 - g_loss: 1.2098 - d_accuracy: 0.6944
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1634 - g_loss: 1.2086 - d_accuracy: 0.7001Epoch 148: D Accuracy = 0.7037
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1622 - g_loss: 1.2083 - d_accuracy: 0.7002
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1557 - g_loss: 1.1909 - d_accuracy: 0.7013Epoch 149: D Accuracy = 0.6343
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1560 - g_loss: 1.1914 - d_accuracy: 0.6989
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1918 - g_loss: 1.2059 - d_accuracy: 0.6872Epoch 150: D Accuracy = 0.6944
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1906 - g_loss: 1.1995 - d_accuracy: 0.6874
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1589 - g_loss: 1.1951 - d_accuracy: 0.7058Epoch 151: D Accuracy = 0.7315
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1595 - g_loss: 1.1851 - d_accuracy: 0.7067
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1484 - g_loss: 1.2163 - d_accuracy: 0.7056Epoch 152: D Accuracy = 0.7222
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1465 - g_loss: 1.2174 - d_accuracy: 0.7062
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1729 - g_loss: 1.1909 - d_accuracy: 0.6847Epoch 153: D Accuracy = 0.6204
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1778 - g_loss: 1.1913 - d_accuracy: 0.6824
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1372 - g_loss: 1.2146 - d_accuracy: 0.7118Epoch 154: D Accuracy = 0.6574
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1380 - g_loss: 1.2336 - d_accuracy: 0.7099
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1818 - g_loss: 1.2109 - d_accuracy: 0.6885Epoch 155: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1805 - g_loss: 1.2200 - d_accuracy: 0.6877
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1589 - g_loss: 1.2096 - d_accuracy: 0.7019Epoch 156: D Accuracy = 0.7176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1602 - g_loss: 1.2009 - d_accuracy: 0.7025
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1482 - g_loss: 1.2049 - d_accuracy: 0.7015Epoch 157: D Accuracy = 0.6620
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1479 - g_loss: 1.2147 - d_accuracy: 0.7001
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1576 - g_loss: 1.2323 - d_accuracy: 0.7063Epoch 158: D Accuracy = 0.7407
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1572 - g_loss: 1.2280 - d_accuracy: 0.7075
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1600 - g_loss: 1.2209 - d_accuracy: 0.6977Epoch 159: D Accuracy = 0.6852
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1595 - g_loss: 1.2187 - d_accuracy: 0.6972
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1538 - g_loss: 1.2468 - d_accuracy: 0.7067Epoch 160: D Accuracy = 0.5972
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1552 - g_loss: 1.2630 - d_accuracy: 0.7028
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1434 - g_loss: 1.2018 - d_accuracy: 0.7095Epoch 161: D Accuracy = 0.6528
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1445 - g_loss: 1.2053 - d_accuracy: 0.7075
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1688 - g_loss: 1.2366 - d_accuracy: 0.6915Epoch 162: D Accuracy = 0.7176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1679 - g_loss: 1.2289 - d_accuracy: 0.6924
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1344 - g_loss: 1.2157 - d_accuracy: 0.7187Epoch 163: D Accuracy = 0.6991
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1370 - g_loss: 1.2129 - d_accuracy: 0.7180
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1650 - g_loss: 1.2309 - d_accuracy: 0.6953Epoch 164: D Accuracy = 0.7454
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1643 - g_loss: 1.2233 - d_accuracy: 0.6971
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1273 - g_loss: 1.2364 - d_accuracy: 0.7239Epoch 165: D Accuracy = 0.7685
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1283 - g_loss: 1.2250 - d_accuracy: 0.7255
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1132 - g_loss: 1.2551 - d_accuracy: 0.7239Epoch 166: D Accuracy = 0.7176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1144 - g_loss: 1.2488 - d_accuracy: 0.7237
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1426 - g_loss: 1.2826 - d_accuracy: 0.7067Epoch 167: D Accuracy = 0.6481
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1427 - g_loss: 1.3007 - d_accuracy: 0.7046
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1507 - g_loss: 1.2445 - d_accuracy: 0.7035Epoch 168: D Accuracy = 0.7963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1452 - g_loss: 1.2518 - d_accuracy: 0.7069
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1361 - g_loss: 1.2504 - d_accuracy: 0.7183Epoch 169: D Accuracy = 0.7454
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1378 - g_loss: 1.2337 - d_accuracy: 0.7193
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1116 - g_loss: 1.2705 - d_accuracy: 0.7323Epoch 170: D Accuracy = 0.7917
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1096 - g_loss: 1.2677 - d_accuracy: 0.7344
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1340 - g_loss: 1.2777 - d_accuracy: 0.7098Epoch 171: D Accuracy = 0.7222
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1324 - g_loss: 1.2745 - d_accuracy: 0.7102
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1376 - g_loss: 1.2516 - d_accuracy: 0.7108Epoch 172: D Accuracy = 0.7315
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1410 - g_loss: 1.2352 - d_accuracy: 0.7116
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1340 - g_loss: 1.3064 - d_accuracy: 0.7136Epoch 173: D Accuracy = 0.7593
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1349 - g_loss: 1.2982 - d_accuracy: 0.7152
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1306 - g_loss: 1.2663 - d_accuracy: 0.7191Epoch 174: D Accuracy = 0.6435
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1334 - g_loss: 1.2798 - d_accuracy: 0.7164
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1197 - g_loss: 1.2751 - d_accuracy: 0.7268Epoch 175: D Accuracy = 0.7176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1195 - g_loss: 1.2798 - d_accuracy: 0.7265
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1120 - g_loss: 1.3057 - d_accuracy: 0.7285Epoch 176: D Accuracy = 0.7176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1110 - g_loss: 1.3151 - d_accuracy: 0.7282
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1196 - g_loss: 1.2797 - d_accuracy: 0.7222Epoch 177: D Accuracy = 0.7222
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1213 - g_loss: 1.2693 - d_accuracy: 0.7222
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1231 - g_loss: 1.3102 - d_accuracy: 0.7208Epoch 178: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1206 - g_loss: 1.3096 - d_accuracy: 0.7218
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0978 - g_loss: 1.2901 - d_accuracy: 0.7324Epoch 179: D Accuracy = 0.6852
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0988 - g_loss: 1.3048 - d_accuracy: 0.7307
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1120 - g_loss: 1.3099 - d_accuracy: 0.7229Epoch 180: D Accuracy = 0.6944
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1126 - g_loss: 1.3113 - d_accuracy: 0.7219
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1220 - g_loss: 1.2773 - d_accuracy: 0.7190Epoch 181: D Accuracy = 0.8102
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1193 - g_loss: 1.2714 - d_accuracy: 0.7222
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0996 - g_loss: 1.3193 - d_accuracy: 0.7301Epoch 182: D Accuracy = 0.6157
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1026 - g_loss: 1.3290 - d_accuracy: 0.7260
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1333 - g_loss: 1.2928 - d_accuracy: 0.7109Epoch 183: D Accuracy = 0.7870
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1323 - g_loss: 1.2888 - d_accuracy: 0.7136
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1187 - g_loss: 1.3120 - d_accuracy: 0.7216Epoch 184: D Accuracy = 0.7870
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1166 - g_loss: 1.3120 - d_accuracy: 0.7239
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0839 - g_loss: 1.3253 - d_accuracy: 0.7363Epoch 185: D Accuracy = 0.7130
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0847 - g_loss: 1.3308 - d_accuracy: 0.7355
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1229 - g_loss: 1.3264 - d_accuracy: 0.7198Epoch 186: D Accuracy = 0.7361
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1205 - g_loss: 1.3359 - d_accuracy: 0.7204
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1059 - g_loss: 1.3224 - d_accuracy: 0.7267Epoch 187: D Accuracy = 0.7315
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1048 - g_loss: 1.3269 - d_accuracy: 0.7269
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0987 - g_loss: 1.3406 - d_accuracy: 0.7312Epoch 188: D Accuracy = 0.7222
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0985 - g_loss: 1.3381 - d_accuracy: 0.7309
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1025 - g_loss: 1.3274 - d_accuracy: 0.7307Epoch 189: D Accuracy = 0.7176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1015 - g_loss: 1.3374 - d_accuracy: 0.7302
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0715 - g_loss: 1.3171 - d_accuracy: 0.7515Epoch 190: D Accuracy = 0.8148
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0692 - g_loss: 1.3114 - d_accuracy: 0.7538
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1054 - g_loss: 1.3441 - d_accuracy: 0.7246Epoch 191: D Accuracy = 0.7407
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1051 - g_loss: 1.3322 - d_accuracy: 0.7252
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0592 - g_loss: 1.3286 - d_accuracy: 0.7572Epoch 192: D Accuracy = 0.7731
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0603 - g_loss: 1.3198 - d_accuracy: 0.7578
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0862 - g_loss: 1.3780 - d_accuracy: 0.7354Epoch 193: D Accuracy = 0.6065
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0926 - g_loss: 1.4008 - d_accuracy: 0.7308
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0762 - g_loss: 1.3519 - d_accuracy: 0.7448Epoch 194: D Accuracy = 0.7593
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0753 - g_loss: 1.3506 - d_accuracy: 0.7454
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0517 - g_loss: 1.3877 - d_accuracy: 0.7557Epoch 195: D Accuracy = 0.7176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0513 - g_loss: 1.4038 - d_accuracy: 0.7544
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1077 - g_loss: 1.3359 - d_accuracy: 0.7301Epoch 196: D Accuracy = 0.6620
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1121 - g_loss: 1.3147 - d_accuracy: 0.7277
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0486 - g_loss: 1.3816 - d_accuracy: 0.7594Epoch 197: D Accuracy = 0.7269
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0494 - g_loss: 1.3857 - d_accuracy: 0.7583
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0798 - g_loss: 1.3711 - d_accuracy: 0.7397Epoch 198: D Accuracy = 0.7731
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0804 - g_loss: 1.3559 - d_accuracy: 0.7409
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1105 - g_loss: 1.3825 - d_accuracy: 0.7254Epoch 199: D Accuracy = 0.6991
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1094 - g_loss: 1.3791 - d_accuracy: 0.7245
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0542 - g_loss: 1.3861 - d_accuracy: 0.7496
Class 14 — Epoch 200 preview:
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Epoch 200: D Accuracy = 0.7546
27/27 [==============================] - 1s 46ms/step - d_loss: 1.0561 - g_loss: 1.3732 - d_accuracy: 0.7498
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0613 - g_loss: 1.4159 - d_accuracy: 0.7460Epoch 201: D Accuracy = 0.6759
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0615 - g_loss: 1.4314 - d_accuracy: 0.7435
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0617 - g_loss: 1.3834 - d_accuracy: 0.7550Epoch 202: D Accuracy = 0.7639
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0630 - g_loss: 1.3671 - d_accuracy: 0.7553
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0785 - g_loss: 1.4077 - d_accuracy: 0.7441Epoch 203: D Accuracy = 0.7870
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0778 - g_loss: 1.4007 - d_accuracy: 0.7457
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0618 - g_loss: 1.3758 - d_accuracy: 0.7538Epoch 204: D Accuracy = 0.7037
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0697 - g_loss: 1.3547 - d_accuracy: 0.7520
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0454 - g_loss: 1.4109 - d_accuracy: 0.7664Epoch 205: D Accuracy = 0.8009
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0424 - g_loss: 1.4143 - d_accuracy: 0.7676
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0736 - g_loss: 1.4399 - d_accuracy: 0.7463Epoch 206: D Accuracy = 0.6157
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0810 - g_loss: 1.4609 - d_accuracy: 0.7417
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0744 - g_loss: 1.3895 - d_accuracy: 0.7449Epoch 207: D Accuracy = 0.8426
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0701 - g_loss: 1.3890 - d_accuracy: 0.7484
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0575 - g_loss: 1.4123 - d_accuracy: 0.7563Epoch 208: D Accuracy = 0.6898
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0613 - g_loss: 1.4137 - d_accuracy: 0.7539
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0275 - g_loss: 1.4133 - d_accuracy: 0.7714Epoch 209: D Accuracy = 0.7407
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0328 - g_loss: 1.3947 - d_accuracy: 0.7703
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0601 - g_loss: 1.4333 - d_accuracy: 0.7538Epoch 210: D Accuracy = 0.8519
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0554 - g_loss: 1.4319 - d_accuracy: 0.7573
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0608 - g_loss: 1.4573 - d_accuracy: 0.7454Epoch 211: D Accuracy = 0.7361
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0612 - g_loss: 1.4607 - d_accuracy: 0.7451
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0280 - g_loss: 1.4269 - d_accuracy: 0.7662Epoch 212: D Accuracy = 0.8194
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0234 - g_loss: 1.4326 - d_accuracy: 0.7681
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0569 - g_loss: 1.4496 - d_accuracy: 0.7531Epoch 213: D Accuracy = 0.7685
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0560 - g_loss: 1.4495 - d_accuracy: 0.7537
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0543 - g_loss: 1.4425 - d_accuracy: 0.7546Epoch 214: D Accuracy = 0.7639
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0548 - g_loss: 1.4349 - d_accuracy: 0.7549
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0327 - g_loss: 1.4401 - d_accuracy: 0.7663Epoch 215: D Accuracy = 0.7407
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0330 - g_loss: 1.4476 - d_accuracy: 0.7654
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0515 - g_loss: 1.4664 - d_accuracy: 0.7561Epoch 216: D Accuracy = 0.7546
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0546 - g_loss: 1.4480 - d_accuracy: 0.7561
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0680 - g_loss: 1.4761 - d_accuracy: 0.7519Epoch 217: D Accuracy = 0.6111
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0752 - g_loss: 1.4987 - d_accuracy: 0.7469
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0261 - g_loss: 1.4411 - d_accuracy: 0.7698Epoch 218: D Accuracy = 0.6944
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0280 - g_loss: 1.4539 - d_accuracy: 0.7671
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0127 - g_loss: 1.4630 - d_accuracy: 0.7795Epoch 219: D Accuracy = 0.8472
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0097 - g_loss: 1.4613 - d_accuracy: 0.7819
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0271 - g_loss: 1.5058 - d_accuracy: 0.7692Epoch 220: D Accuracy = 0.8194
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0266 - g_loss: 1.4967 - d_accuracy: 0.7710
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0136 - g_loss: 1.4714 - d_accuracy: 0.7732Epoch 221: D Accuracy = 0.8009
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0123 - g_loss: 1.4713 - d_accuracy: 0.7741
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0153 - g_loss: 1.4695 - d_accuracy: 0.7752Epoch 222: D Accuracy = 0.7361
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0191 - g_loss: 1.4709 - d_accuracy: 0.7738
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0290 - g_loss: 1.4655 - d_accuracy: 0.7609Epoch 223: D Accuracy = 0.8287
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0286 - g_loss: 1.4588 - d_accuracy: 0.7633
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0194 - g_loss: 1.5018 - d_accuracy: 0.7708Epoch 224: D Accuracy = 0.8148
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0151 - g_loss: 1.5084 - d_accuracy: 0.7723
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9951 - g_loss: 1.5090 - d_accuracy: 0.7806Epoch 225: D Accuracy = 0.7824
27/27 [==============================] - 1s 38ms/step - d_loss: 0.9937 - g_loss: 1.5086 - d_accuracy: 0.7806
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0511 - g_loss: 1.4960 - d_accuracy: 0.7590Epoch 226: D Accuracy = 0.7778
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0495 - g_loss: 1.4951 - d_accuracy: 0.7597
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0264 - g_loss: 1.4910 - d_accuracy: 0.7649Epoch 227: D Accuracy = 0.8009
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0233 - g_loss: 1.4912 - d_accuracy: 0.7662
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0110 - g_loss: 1.5440 - d_accuracy: 0.7765Epoch 228: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0168 - g_loss: 1.5679 - d_accuracy: 0.7711
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0592 - g_loss: 1.4840 - d_accuracy: 0.7498Epoch 229: D Accuracy = 0.7685
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0598 - g_loss: 1.4686 - d_accuracy: 0.7505
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9858 - g_loss: 1.5194 - d_accuracy: 0.7902Epoch 230: D Accuracy = 0.7731
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9869 - g_loss: 1.5267 - d_accuracy: 0.7896
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0059 - g_loss: 1.5198 - d_accuracy: 0.7821Epoch 231: D Accuracy = 0.6204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0143 - g_loss: 1.5447 - d_accuracy: 0.7763
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0226 - g_loss: 1.5397 - d_accuracy: 0.7624Epoch 232: D Accuracy = 0.6944
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0227 - g_loss: 1.5586 - d_accuracy: 0.7600
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0342 - g_loss: 1.5027 - d_accuracy: 0.7664Epoch 233: D Accuracy = 0.7824
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0352 - g_loss: 1.4836 - d_accuracy: 0.7670
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0017 - g_loss: 1.5565 - d_accuracy: 0.7817Epoch 234: D Accuracy = 0.8981
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9975 - g_loss: 1.5521 - d_accuracy: 0.7858
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0024 - g_loss: 1.5322 - d_accuracy: 0.7824Epoch 235: D Accuracy = 0.8287
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9989 - g_loss: 1.5375 - d_accuracy: 0.7841
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0241 - g_loss: 1.5640 - d_accuracy: 0.7607Epoch 236: D Accuracy = 0.7963
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0239 - g_loss: 1.5497 - d_accuracy: 0.7620
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9945 - g_loss: 1.5399 - d_accuracy: 0.7789Epoch 237: D Accuracy = 0.8194
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9913 - g_loss: 1.5471 - d_accuracy: 0.7804
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0283 - g_loss: 1.5372 - d_accuracy: 0.7660Epoch 238: D Accuracy = 0.7685
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0290 - g_loss: 1.5318 - d_accuracy: 0.7661
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9850 - g_loss: 1.5633 - d_accuracy: 0.7853Epoch 239: D Accuracy = 0.7917
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9816 - g_loss: 1.5752 - d_accuracy: 0.7855
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0042 - g_loss: 1.5555 - d_accuracy: 0.7742Epoch 240: D Accuracy = 0.7639
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0027 - g_loss: 1.5633 - d_accuracy: 0.7739
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0010 - g_loss: 1.5552 - d_accuracy: 0.7819Epoch 241: D Accuracy = 0.7407
27/27 [==============================] - 1s 38ms/step - d_loss: 1.0027 - g_loss: 1.5612 - d_accuracy: 0.7804
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0189 - g_loss: 1.5636 - d_accuracy: 0.7739Epoch 242: D Accuracy = 0.8056
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0200 - g_loss: 1.5447 - d_accuracy: 0.7750
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9861 - g_loss: 1.5539 - d_accuracy: 0.7902Epoch 243: D Accuracy = 0.7685
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9885 - g_loss: 1.5326 - d_accuracy: 0.7894
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0193 - g_loss: 1.5766 - d_accuracy: 0.7648Epoch 244: D Accuracy = 0.7546
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0236 - g_loss: 1.5532 - d_accuracy: 0.7644
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0098 - g_loss: 1.5772 - d_accuracy: 0.7721Epoch 245: D Accuracy = 0.8704
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0066 - g_loss: 1.5780 - d_accuracy: 0.7756
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9846 - g_loss: 1.5807 - d_accuracy: 0.7846Epoch 246: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9838 - g_loss: 1.5735 - d_accuracy: 0.7864
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9623 - g_loss: 1.5797 - d_accuracy: 0.7949Epoch 247: D Accuracy = 0.8009
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9616 - g_loss: 1.5780 - d_accuracy: 0.7951
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0112 - g_loss: 1.6136 - d_accuracy: 0.7699Epoch 248: D Accuracy = 0.6713
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0139 - g_loss: 1.6298 - d_accuracy: 0.7664
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0027 - g_loss: 1.5490 - d_accuracy: 0.7787Epoch 249: D Accuracy = 0.7639
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0014 - g_loss: 1.5550 - d_accuracy: 0.7782
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9864 - g_loss: 1.5922 - d_accuracy: 0.7812Epoch 250: D Accuracy = 0.7917
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9850 - g_loss: 1.6063 - d_accuracy: 0.7816
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9647 - g_loss: 1.5933 - d_accuracy: 0.7988Epoch 251: D Accuracy = 0.7870
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9644 - g_loss: 1.5927 - d_accuracy: 0.7984
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9832 - g_loss: 1.5960 - d_accuracy: 0.7891Epoch 252: D Accuracy = 0.8380
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9794 - g_loss: 1.5998 - d_accuracy: 0.7909
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9772 - g_loss: 1.6215 - d_accuracy: 0.7905Epoch 253: D Accuracy = 0.8194
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9779 - g_loss: 1.6079 - d_accuracy: 0.7915
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0131 - g_loss: 1.6534 - d_accuracy: 0.7676Epoch 254: D Accuracy = 0.7361
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0112 - g_loss: 1.6734 - d_accuracy: 0.7664
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9940 - g_loss: 1.6035 - d_accuracy: 0.7782Epoch 255: D Accuracy = 0.7685
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9937 - g_loss: 1.6058 - d_accuracy: 0.7778
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9593 - g_loss: 1.6095 - d_accuracy: 0.8019Epoch 256: D Accuracy = 0.7731
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9601 - g_loss: 1.6183 - d_accuracy: 0.8009
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9771 - g_loss: 1.6478 - d_accuracy: 0.7923Epoch 257: D Accuracy = 0.8426
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9757 - g_loss: 1.6428 - d_accuracy: 0.7941
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9631 - g_loss: 1.6243 - d_accuracy: 0.7954Epoch 258: D Accuracy = 0.8194
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9625 - g_loss: 1.6246 - d_accuracy: 0.7963
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9584 - g_loss: 1.6651 - d_accuracy: 0.7993Epoch 259: D Accuracy = 0.6713
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9622 - g_loss: 1.6826 - d_accuracy: 0.7947
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9697 - g_loss: 1.6068 - d_accuracy: 0.7945Epoch 260: D Accuracy = 0.8380
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9707 - g_loss: 1.5915 - d_accuracy: 0.7960
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9894 - g_loss: 1.6651 - d_accuracy: 0.7829Epoch 261: D Accuracy = 0.7269
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9888 - g_loss: 1.6733 - d_accuracy: 0.7809
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9856 - g_loss: 1.6581 - d_accuracy: 0.7769Epoch 262: D Accuracy = 0.7546
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9852 - g_loss: 1.6750 - d_accuracy: 0.7761
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9343 - g_loss: 1.6074 - d_accuracy: 0.8182Epoch 263: D Accuracy = 0.8380
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9358 - g_loss: 1.5946 - d_accuracy: 0.8189
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9418 - g_loss: 1.6645 - d_accuracy: 0.8018Epoch 264: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9440 - g_loss: 1.6564 - d_accuracy: 0.7999
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9750 - g_loss: 1.6733 - d_accuracy: 0.7842Epoch 265: D Accuracy = 0.8287
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9749 - g_loss: 1.6584 - d_accuracy: 0.7858
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9850 - g_loss: 1.6681 - d_accuracy: 0.7788Epoch 266: D Accuracy = 0.7963
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9819 - g_loss: 1.6699 - d_accuracy: 0.7794
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9329 - g_loss: 1.6676 - d_accuracy: 0.8139Epoch 267: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9357 - g_loss: 1.6779 - d_accuracy: 0.8117
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9555 - g_loss: 1.6833 - d_accuracy: 0.7940Epoch 268: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9527 - g_loss: 1.6807 - d_accuracy: 0.7954
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9502 - g_loss: 1.7076 - d_accuracy: 0.7975Epoch 269: D Accuracy = 0.8056
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9498 - g_loss: 1.7076 - d_accuracy: 0.7978
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9669 - g_loss: 1.6730 - d_accuracy: 0.7967Epoch 270: D Accuracy = 0.8241
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9677 - g_loss: 1.6624 - d_accuracy: 0.7977
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9527 - g_loss: 1.6758 - d_accuracy: 0.7950Epoch 271: D Accuracy = 0.8056
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9544 - g_loss: 1.6602 - d_accuracy: 0.7954
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9483 - g_loss: 1.6858 - d_accuracy: 0.7999Epoch 272: D Accuracy = 0.7546
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9489 - g_loss: 1.6923 - d_accuracy: 0.7983
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0026 - g_loss: 1.6864 - d_accuracy: 0.7720Epoch 273: D Accuracy = 0.7685
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0004 - g_loss: 1.6983 - d_accuracy: 0.7718
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9609 - g_loss: 1.6622 - d_accuracy: 0.7970Epoch 274: D Accuracy = 0.8426
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9606 - g_loss: 1.6415 - d_accuracy: 0.7986
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9437 - g_loss: 1.7369 - d_accuracy: 0.8038Epoch 275: D Accuracy = 0.8148
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9415 - g_loss: 1.7459 - d_accuracy: 0.8042
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9481 - g_loss: 1.6717 - d_accuracy: 0.7988Epoch 276: D Accuracy = 0.8565
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9449 - g_loss: 1.6654 - d_accuracy: 0.8009
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9447 - g_loss: 1.7339 - d_accuracy: 0.8017Epoch 277: D Accuracy = 0.7593
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9466 - g_loss: 1.7312 - d_accuracy: 0.8002
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9601 - g_loss: 1.6961 - d_accuracy: 0.7910Epoch 278: D Accuracy = 0.7870
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9642 - g_loss: 1.6738 - d_accuracy: 0.7909
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9236 - g_loss: 1.7483 - d_accuracy: 0.8110Epoch 279: D Accuracy = 0.7824
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9238 - g_loss: 1.7704 - d_accuracy: 0.8099
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9402 - g_loss: 1.7160 - d_accuracy: 0.8078Epoch 280: D Accuracy = 0.7176
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9439 - g_loss: 1.7239 - d_accuracy: 0.8046
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9435 - g_loss: 1.7150 - d_accuracy: 0.8030Epoch 281: D Accuracy = 0.7917
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9445 - g_loss: 1.7072 - d_accuracy: 0.8026
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9481 - g_loss: 1.6958 - d_accuracy: 0.8062Epoch 282: D Accuracy = 0.7639
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9529 - g_loss: 1.6785 - d_accuracy: 0.8047
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9400 - g_loss: 1.7412 - d_accuracy: 0.8027Epoch 283: D Accuracy = 0.8009
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9420 - g_loss: 1.7188 - d_accuracy: 0.8026
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9320 - g_loss: 1.7509 - d_accuracy: 0.8081Epoch 284: D Accuracy = 0.8889
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9265 - g_loss: 1.7540 - d_accuracy: 0.8110
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9229 - g_loss: 1.7091 - d_accuracy: 0.8141Epoch 285: D Accuracy = 0.8750
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9173 - g_loss: 1.7198 - d_accuracy: 0.8163
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9278 - g_loss: 1.7644 - d_accuracy: 0.8053Epoch 286: D Accuracy = 0.7870
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9299 - g_loss: 1.7499 - d_accuracy: 0.8047
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8997 - g_loss: 1.7785 - d_accuracy: 0.8245Epoch 287: D Accuracy = 0.7315
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9010 - g_loss: 1.7886 - d_accuracy: 0.8212
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9422 - g_loss: 1.7371 - d_accuracy: 0.8035Epoch 288: D Accuracy = 0.8380
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9410 - g_loss: 1.7309 - d_accuracy: 0.8047
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9129 - g_loss: 1.7716 - d_accuracy: 0.8193Epoch 289: D Accuracy = 0.8472
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9138 - g_loss: 1.7542 - d_accuracy: 0.8203
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9096 - g_loss: 1.7466 - d_accuracy: 0.8178Epoch 290: D Accuracy = 0.7917
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9158 - g_loss: 1.7214 - d_accuracy: 0.8169
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9351 - g_loss: 1.7867 - d_accuracy: 0.8057Epoch 291: D Accuracy = 0.8009
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9370 - g_loss: 1.7649 - d_accuracy: 0.8055
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9548 - g_loss: 1.8034 - d_accuracy: 0.7957Epoch 292: D Accuracy = 0.8241
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9507 - g_loss: 1.8200 - d_accuracy: 0.7967
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9093 - g_loss: 1.7548 - d_accuracy: 0.8192Epoch 293: D Accuracy = 0.7639
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9116 - g_loss: 1.7658 - d_accuracy: 0.8173
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9384 - g_loss: 1.8145 - d_accuracy: 0.8000Epoch 294: D Accuracy = 0.7130
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9408 - g_loss: 1.8302 - d_accuracy: 0.7969
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9303 - g_loss: 1.7607 - d_accuracy: 0.8144Epoch 295: D Accuracy = 0.8472
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9274 - g_loss: 1.7584 - d_accuracy: 0.8155
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9118 - g_loss: 1.7891 - d_accuracy: 0.8122Epoch 296: D Accuracy = 0.8704
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9104 - g_loss: 1.7793 - d_accuracy: 0.8143
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9148 - g_loss: 1.8145 - d_accuracy: 0.8122Epoch 297: D Accuracy = 0.7917
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9185 - g_loss: 1.7952 - d_accuracy: 0.8114
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9160 - g_loss: 1.8235 - d_accuracy: 0.8125Epoch 298: D Accuracy = 0.7778
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9163 - g_loss: 1.8333 - d_accuracy: 0.8113
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9014 - g_loss: 1.7680 - d_accuracy: 0.8226Epoch 299: D Accuracy = 0.8287
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9029 - g_loss: 1.7508 - d_accuracy: 0.8229
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9472 - g_loss: 1.8663 - d_accuracy: 0.7985
Class 14 — Epoch 300 preview:
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Epoch 300: D Accuracy = 0.7593
27/27 [==============================] - 1s 42ms/step - d_loss: 0.9461 - g_loss: 1.8694 - d_accuracy: 0.7971
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9197 - g_loss: 1.7901 - d_accuracy: 0.8151Epoch 301: D Accuracy = 0.8565
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9164 - g_loss: 1.7911 - d_accuracy: 0.8166
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9532 - g_loss: 1.8267 - d_accuracy: 0.8004Epoch 302: D Accuracy = 0.8287
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9485 - g_loss: 1.8285 - d_accuracy: 0.8014
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9164 - g_loss: 1.8239 - d_accuracy: 0.8079Epoch 303: D Accuracy = 0.7593
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9170 - g_loss: 1.8301 - d_accuracy: 0.8062
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8722 - g_loss: 1.8414 - d_accuracy: 0.8337Epoch 304: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8736 - g_loss: 1.8349 - d_accuracy: 0.8337
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9139 - g_loss: 1.8507 - d_accuracy: 0.8136Epoch 305: D Accuracy = 0.7593
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9164 - g_loss: 1.8615 - d_accuracy: 0.8116
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8945 - g_loss: 1.8443 - d_accuracy: 0.8275Epoch 306: D Accuracy = 0.8148
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8960 - g_loss: 1.8256 - d_accuracy: 0.8270
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8919 - g_loss: 1.8902 - d_accuracy: 0.8238Epoch 307: D Accuracy = 0.8565
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8901 - g_loss: 1.8890 - d_accuracy: 0.8250
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8997 - g_loss: 1.8319 - d_accuracy: 0.8241Epoch 308: D Accuracy = 0.8472
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9017 - g_loss: 1.8120 - d_accuracy: 0.8249
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9214 - g_loss: 1.8780 - d_accuracy: 0.8090Epoch 309: D Accuracy = 0.7963
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9201 - g_loss: 1.8861 - d_accuracy: 0.8086
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8848 - g_loss: 1.8384 - d_accuracy: 0.8276Epoch 310: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8842 - g_loss: 1.8350 - d_accuracy: 0.8278
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8862 - g_loss: 1.8320 - d_accuracy: 0.8284Epoch 311: D Accuracy = 0.8472
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8871 - g_loss: 1.8164 - d_accuracy: 0.8291
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9214 - g_loss: 1.8880 - d_accuracy: 0.8126Epoch 312: D Accuracy = 0.8148
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9205 - g_loss: 1.9029 - d_accuracy: 0.8127
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8935 - g_loss: 1.8708 - d_accuracy: 0.8187Epoch 313: D Accuracy = 0.7731
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8954 - g_loss: 1.8939 - d_accuracy: 0.8171
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8959 - g_loss: 1.8681 - d_accuracy: 0.8139Epoch 314: D Accuracy = 0.7593
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8958 - g_loss: 1.8846 - d_accuracy: 0.8119
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9010 - g_loss: 1.8785 - d_accuracy: 0.8228Epoch 315: D Accuracy = 0.8750
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8980 - g_loss: 1.8882 - d_accuracy: 0.8246
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8639 - g_loss: 1.8990 - d_accuracy: 0.8405Epoch 316: D Accuracy = 0.8704
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8634 - g_loss: 1.8955 - d_accuracy: 0.8416
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9168 - g_loss: 1.8912 - d_accuracy: 0.8140Epoch 317: D Accuracy = 0.8287
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9179 - g_loss: 1.8695 - d_accuracy: 0.8145
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8713 - g_loss: 1.9223 - d_accuracy: 0.8376Epoch 318: D Accuracy = 0.8056
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8721 - g_loss: 1.9304 - d_accuracy: 0.8364
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8845 - g_loss: 1.8812 - d_accuracy: 0.8266Epoch 319: D Accuracy = 0.8796
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8831 - g_loss: 1.8699 - d_accuracy: 0.8285
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8699 - g_loss: 1.9209 - d_accuracy: 0.8317Epoch 320: D Accuracy = 0.9120
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8656 - g_loss: 1.9166 - d_accuracy: 0.8345
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8681 - g_loss: 1.9166 - d_accuracy: 0.8360Epoch 321: D Accuracy = 0.8611
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8699 - g_loss: 1.8958 - d_accuracy: 0.8369
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8585 - g_loss: 1.9572 - d_accuracy: 0.8357Epoch 322: D Accuracy = 0.7870
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8604 - g_loss: 1.9523 - d_accuracy: 0.8340
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8899 - g_loss: 1.9285 - d_accuracy: 0.8222Epoch 323: D Accuracy = 0.7731
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8913 - g_loss: 1.9422 - d_accuracy: 0.8204
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8801 - g_loss: 1.9007 - d_accuracy: 0.8315Epoch 324: D Accuracy = 0.9074
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8756 - g_loss: 1.8984 - d_accuracy: 0.8342
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8951 - g_loss: 1.9345 - d_accuracy: 0.8165Epoch 325: D Accuracy = 0.7917
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8957 - g_loss: 1.9433 - d_accuracy: 0.8156
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9051 - g_loss: 1.9330 - d_accuracy: 0.8138Epoch 326: D Accuracy = 0.8935
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9027 - g_loss: 1.9196 - d_accuracy: 0.8166
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8665 - g_loss: 1.9249 - d_accuracy: 0.8336Epoch 327: D Accuracy = 0.8241
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8695 - g_loss: 1.9084 - d_accuracy: 0.8333
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8884 - g_loss: 1.9257 - d_accuracy: 0.8209Epoch 328: D Accuracy = 0.8565
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8865 - g_loss: 1.9125 - d_accuracy: 0.8222
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8580 - g_loss: 1.9338 - d_accuracy: 0.8387Epoch 329: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8580 - g_loss: 1.9364 - d_accuracy: 0.8385
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8693 - g_loss: 1.9583 - d_accuracy: 0.8352Epoch 330: D Accuracy = 0.8241
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8679 - g_loss: 1.9661 - d_accuracy: 0.8348
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8780 - g_loss: 1.9522 - d_accuracy: 0.8290Epoch 331: D Accuracy = 0.8194
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8772 - g_loss: 1.9713 - d_accuracy: 0.8286
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8755 - g_loss: 1.9272 - d_accuracy: 0.8255Epoch 332: D Accuracy = 0.7917
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8766 - g_loss: 1.9298 - d_accuracy: 0.8243
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8579 - g_loss: 1.9558 - d_accuracy: 0.8399Epoch 333: D Accuracy = 0.8565
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8583 - g_loss: 1.9418 - d_accuracy: 0.8405
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8573 - g_loss: 2.0170 - d_accuracy: 0.8386Epoch 334: D Accuracy = 0.8056
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8581 - g_loss: 2.0385 - d_accuracy: 0.8374
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8616 - g_loss: 1.9648 - d_accuracy: 0.8342Epoch 335: D Accuracy = 0.8287
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8633 - g_loss: 1.9440 - d_accuracy: 0.8340
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8487 - g_loss: 1.9675 - d_accuracy: 0.8416Epoch 336: D Accuracy = 0.8704
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8475 - g_loss: 1.9596 - d_accuracy: 0.8426
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8898 - g_loss: 1.9771 - d_accuracy: 0.8267Epoch 337: D Accuracy = 0.8750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8874 - g_loss: 1.9737 - d_accuracy: 0.8284
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8209 - g_loss: 2.0190 - d_accuracy: 0.8573Epoch 338: D Accuracy = 0.8750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8192 - g_loss: 2.0151 - d_accuracy: 0.8580
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8794 - g_loss: 2.0021 - d_accuracy: 0.8254Epoch 339: D Accuracy = 0.8843
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8786 - g_loss: 1.9860 - d_accuracy: 0.8275
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8410 - g_loss: 2.0269 - d_accuracy: 0.8488Epoch 340: D Accuracy = 0.8657
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8397 - g_loss: 2.0268 - d_accuracy: 0.8494
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8684 - g_loss: 2.0101 - d_accuracy: 0.8309Epoch 341: D Accuracy = 0.8750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8647 - g_loss: 2.0194 - d_accuracy: 0.8324
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8680 - g_loss: 1.9600 - d_accuracy: 0.8345Epoch 342: D Accuracy = 0.9028
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8670 - g_loss: 1.9429 - d_accuracy: 0.8369
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8782 - g_loss: 2.0175 - d_accuracy: 0.8267Epoch 343: D Accuracy = 0.8519
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8810 - g_loss: 1.9890 - d_accuracy: 0.8276
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8602 - g_loss: 1.9847 - d_accuracy: 0.8353Epoch 344: D Accuracy = 0.8704
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8580 - g_loss: 1.9880 - d_accuracy: 0.8366
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9232 - g_loss: 2.0368 - d_accuracy: 0.8042Epoch 345: D Accuracy = 0.7685
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9216 - g_loss: 2.0492 - d_accuracy: 0.8029
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8602 - g_loss: 1.9829 - d_accuracy: 0.8360Epoch 346: D Accuracy = 0.8426
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8581 - g_loss: 1.9831 - d_accuracy: 0.8363
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8256 - g_loss: 2.0033 - d_accuracy: 0.8566Epoch 347: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8247 - g_loss: 2.0024 - d_accuracy: 0.8573
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8708 - g_loss: 2.0328 - d_accuracy: 0.8304Epoch 348: D Accuracy = 0.8241
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8755 - g_loss: 2.0074 - d_accuracy: 0.8302
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8766 - g_loss: 2.0081 - d_accuracy: 0.8276Epoch 349: D Accuracy = 0.8657
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8773 - g_loss: 1.9818 - d_accuracy: 0.8290
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8635 - g_loss: 1.9986 - d_accuracy: 0.8348Epoch 350: D Accuracy = 0.8472
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8647 - g_loss: 1.9850 - d_accuracy: 0.8352
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8499 - g_loss: 2.0215 - d_accuracy: 0.8448Epoch 351: D Accuracy = 0.8102
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8495 - g_loss: 2.0374 - d_accuracy: 0.8436
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8251 - g_loss: 2.0230 - d_accuracy: 0.8554Epoch 352: D Accuracy = 0.8611
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8279 - g_loss: 2.0010 - d_accuracy: 0.8556
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8649 - g_loss: 2.0490 - d_accuracy: 0.8332Epoch 353: D Accuracy = 0.8796
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8619 - g_loss: 2.0454 - d_accuracy: 0.8349
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8228 - g_loss: 2.0224 - d_accuracy: 0.8493Epoch 354: D Accuracy = 0.9167
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8194 - g_loss: 2.0190 - d_accuracy: 0.8517
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8248 - g_loss: 2.0547 - d_accuracy: 0.8506Epoch 355: D Accuracy = 0.8843
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8237 - g_loss: 2.0544 - d_accuracy: 0.8518
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8170 - g_loss: 2.0765 - d_accuracy: 0.8567Epoch 356: D Accuracy = 0.8889
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8161 - g_loss: 2.0664 - d_accuracy: 0.8579
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8309 - g_loss: 2.0567 - d_accuracy: 0.8451Epoch 357: D Accuracy = 0.9120
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8285 - g_loss: 2.0471 - d_accuracy: 0.8475
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8401 - g_loss: 2.1367 - d_accuracy: 0.8407Epoch 358: D Accuracy = 0.8287
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8400 - g_loss: 2.1427 - d_accuracy: 0.8403
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8358 - g_loss: 2.0924 - d_accuracy: 0.8436Epoch 359: D Accuracy = 0.7546
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8383 - g_loss: 2.1131 - d_accuracy: 0.8405
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8100 - g_loss: 2.0608 - d_accuracy: 0.8624Epoch 360: D Accuracy = 0.9167
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8076 - g_loss: 2.0589 - d_accuracy: 0.8643
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8355 - g_loss: 2.1030 - d_accuracy: 0.8492Epoch 361: D Accuracy = 0.8472
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8359 - g_loss: 2.0972 - d_accuracy: 0.8492
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8247 - g_loss: 2.0599 - d_accuracy: 0.8482Epoch 362: D Accuracy = 0.8611
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8230 - g_loss: 2.0655 - d_accuracy: 0.8486
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8410 - g_loss: 2.1548 - d_accuracy: 0.8406Epoch 363: D Accuracy = 0.7269
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8437 - g_loss: 2.1813 - d_accuracy: 0.8365
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8269 - g_loss: 2.0649 - d_accuracy: 0.8507Epoch 364: D Accuracy = 0.8472
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8268 - g_loss: 2.0746 - d_accuracy: 0.8506
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8445 - g_loss: 2.1093 - d_accuracy: 0.8448Epoch 365: D Accuracy = 0.8380
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8433 - g_loss: 2.1237 - d_accuracy: 0.8446
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8516 - g_loss: 2.0873 - d_accuracy: 0.8395Epoch 366: D Accuracy = 0.7824
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8541 - g_loss: 2.1026 - d_accuracy: 0.8374
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8484 - g_loss: 2.0723 - d_accuracy: 0.8395Epoch 367: D Accuracy = 0.7731
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8494 - g_loss: 2.0965 - d_accuracy: 0.8372
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8002 - g_loss: 2.0961 - d_accuracy: 0.8647Epoch 368: D Accuracy = 0.8750
27/27 [==============================] - 1s 38ms/step - d_loss: 0.7999 - g_loss: 2.0930 - d_accuracy: 0.8651
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7949 - g_loss: 2.1124 - d_accuracy: 0.8641Epoch 369: D Accuracy = 0.8704
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7956 - g_loss: 2.1057 - d_accuracy: 0.8643
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8327 - g_loss: 2.1765 - d_accuracy: 0.8403Epoch 370: D Accuracy = 0.8611
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8329 - g_loss: 2.1609 - d_accuracy: 0.8411
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8010 - g_loss: 2.1055 - d_accuracy: 0.8603Epoch 371: D Accuracy = 0.8843
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8020 - g_loss: 2.0895 - d_accuracy: 0.8612
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8395 - g_loss: 2.1274 - d_accuracy: 0.8439Epoch 372: D Accuracy = 0.6944
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8455 - g_loss: 2.1644 - d_accuracy: 0.8385
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8951 - g_loss: 2.1530 - d_accuracy: 0.8126Epoch 373: D Accuracy = 0.7176
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8967 - g_loss: 2.1906 - d_accuracy: 0.8092
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8123 - g_loss: 2.0616 - d_accuracy: 0.8543Epoch 374: D Accuracy = 0.8565
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8154 - g_loss: 2.0390 - d_accuracy: 0.8544
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8299 - g_loss: 2.1528 - d_accuracy: 0.8383Epoch 375: D Accuracy = 0.8519
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8272 - g_loss: 2.1603 - d_accuracy: 0.8387
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8042 - g_loss: 2.1814 - d_accuracy: 0.8588Epoch 376: D Accuracy = 0.9074
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8022 - g_loss: 2.1736 - d_accuracy: 0.8606
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8049 - g_loss: 2.1524 - d_accuracy: 0.8571Epoch 377: D Accuracy = 0.8565
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8051 - g_loss: 2.1505 - d_accuracy: 0.8571
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8031 - g_loss: 2.1797 - d_accuracy: 0.8590Epoch 378: D Accuracy = 0.9306
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8002 - g_loss: 2.1677 - d_accuracy: 0.8615
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8325 - g_loss: 2.1596 - d_accuracy: 0.8443Epoch 379: D Accuracy = 0.8704
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8317 - g_loss: 2.1425 - d_accuracy: 0.8452
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8591 - g_loss: 2.1824 - d_accuracy: 0.8273Epoch 380: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8593 - g_loss: 2.1687 - d_accuracy: 0.8275
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8027 - g_loss: 2.1374 - d_accuracy: 0.8629Epoch 381: D Accuracy = 0.8657
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8040 - g_loss: 2.1215 - d_accuracy: 0.8630
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8268 - g_loss: 2.2015 - d_accuracy: 0.8480Epoch 382: D Accuracy = 0.8287
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8315 - g_loss: 2.1706 - d_accuracy: 0.8473
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7838 - g_loss: 2.2095 - d_accuracy: 0.8659Epoch 383: D Accuracy = 0.8519
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7828 - g_loss: 2.2167 - d_accuracy: 0.8654
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8176 - g_loss: 2.1621 - d_accuracy: 0.8580Epoch 384: D Accuracy = 0.8056
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8197 - g_loss: 2.1505 - d_accuracy: 0.8561
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8324 - g_loss: 2.2162 - d_accuracy: 0.8501Epoch 385: D Accuracy = 0.8750
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8290 - g_loss: 2.2229 - d_accuracy: 0.8510
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8065 - g_loss: 2.1751 - d_accuracy: 0.8577Epoch 386: D Accuracy = 0.8611
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8036 - g_loss: 2.1930 - d_accuracy: 0.8578
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8002 - g_loss: 2.2164 - d_accuracy: 0.8593Epoch 387: D Accuracy = 0.7685
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8051 - g_loss: 2.2336 - d_accuracy: 0.8561
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8708 - g_loss: 2.1844 - d_accuracy: 0.8240Epoch 388: D Accuracy = 0.8843
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8686 - g_loss: 2.1664 - d_accuracy: 0.8261
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8124 - g_loss: 2.2079 - d_accuracy: 0.8543Epoch 389: D Accuracy = 0.8565
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8109 - g_loss: 2.2248 - d_accuracy: 0.8544
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8524 - g_loss: 2.1397 - d_accuracy: 0.8363Epoch 390: D Accuracy = 0.8704
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8514 - g_loss: 2.1270 - d_accuracy: 0.8376
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7889 - g_loss: 2.2079 - d_accuracy: 0.8636Epoch 391: D Accuracy = 0.9074
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7873 - g_loss: 2.1973 - d_accuracy: 0.8652
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7827 - g_loss: 2.2381 - d_accuracy: 0.8657Epoch 392: D Accuracy = 0.8935
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7795 - g_loss: 2.2554 - d_accuracy: 0.8667
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7848 - g_loss: 2.1740 - d_accuracy: 0.8694Epoch 393: D Accuracy = 0.9074
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7827 - g_loss: 2.1668 - d_accuracy: 0.8708
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7837 - g_loss: 2.2610 - d_accuracy: 0.8633Epoch 394: D Accuracy = 0.8565
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7841 - g_loss: 2.2552 - d_accuracy: 0.8631
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8139 - g_loss: 2.2540 - d_accuracy: 0.8550Epoch 395: D Accuracy = 0.8657
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8107 - g_loss: 2.2710 - d_accuracy: 0.8554
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7985 - g_loss: 2.2190 - d_accuracy: 0.8571Epoch 396: D Accuracy = 0.8750
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7982 - g_loss: 2.2051 - d_accuracy: 0.8577
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7902 - g_loss: 2.2282 - d_accuracy: 0.8658Epoch 397: D Accuracy = 0.9120
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7877 - g_loss: 2.2294 - d_accuracy: 0.8675
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8166 - g_loss: 2.2467 - d_accuracy: 0.8473Epoch 398: D Accuracy = 0.7963
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8178 - g_loss: 2.2649 - d_accuracy: 0.8455
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7792 - g_loss: 2.2379 - d_accuracy: 0.8688Epoch 399: D Accuracy = 0.8611
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7782 - g_loss: 2.2483 - d_accuracy: 0.8686
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8217 - g_loss: 2.2395 - d_accuracy: 0.8500
Class 14 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.7870
27/27 [==============================] - 1s 40ms/step - d_loss: 0.8255 - g_loss: 2.2203 - d_accuracy: 0.8478
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7880 - g_loss: 2.2224 - d_accuracy: 0.8640Epoch 401: D Accuracy = 0.8981
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7867 - g_loss: 2.2136 - d_accuracy: 0.8652
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8234 - g_loss: 2.2569 - d_accuracy: 0.8490Epoch 402: D Accuracy = 0.8565
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8218 - g_loss: 2.2563 - d_accuracy: 0.8493
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7945 - g_loss: 2.2421 - d_accuracy: 0.8588Epoch 403: D Accuracy = 0.7685
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7962 - g_loss: 2.2871 - d_accuracy: 0.8555
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7819 - g_loss: 2.2278 - d_accuracy: 0.8709Epoch 404: D Accuracy = 0.9213
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7779 - g_loss: 2.2394 - d_accuracy: 0.8727
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7711 - g_loss: 2.2468 - d_accuracy: 0.8728Epoch 405: D Accuracy = 0.8426
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7717 - g_loss: 2.2472 - d_accuracy: 0.8717
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7805 - g_loss: 2.3307 - d_accuracy: 0.8658Epoch 406: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7798 - g_loss: 2.3626 - d_accuracy: 0.8646
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7728 - g_loss: 2.3220 - d_accuracy: 0.8695Epoch 407: D Accuracy = 0.8009
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7739 - g_loss: 2.3585 - d_accuracy: 0.8671
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7734 - g_loss: 2.2647 - d_accuracy: 0.8732Epoch 408: D Accuracy = 0.8843
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7706 - g_loss: 2.2759 - d_accuracy: 0.8736
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8459 - g_loss: 2.3446 - d_accuracy: 0.8392Epoch 409: D Accuracy = 0.7222
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8479 - g_loss: 2.3939 - d_accuracy: 0.8351
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7998 - g_loss: 2.2593 - d_accuracy: 0.8628Epoch 410: D Accuracy = 0.8333
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7999 - g_loss: 2.2580 - d_accuracy: 0.8617
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7981 - g_loss: 2.2802 - d_accuracy: 0.8569Epoch 411: D Accuracy = 0.8981
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7961 - g_loss: 2.2712 - d_accuracy: 0.8584
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7741 - g_loss: 2.2840 - d_accuracy: 0.8709Epoch 412: D Accuracy = 0.8704
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7719 - g_loss: 2.3063 - d_accuracy: 0.8709
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7931 - g_loss: 2.2608 - d_accuracy: 0.8646Epoch 413: D Accuracy = 0.8843
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7922 - g_loss: 2.2487 - d_accuracy: 0.8653
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8060 - g_loss: 2.3071 - d_accuracy: 0.8481Epoch 414: D Accuracy = 0.9074
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8059 - g_loss: 2.2884 - d_accuracy: 0.8503
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7821 - g_loss: 2.2549 - d_accuracy: 0.8647Epoch 415: D Accuracy = 0.9167
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7796 - g_loss: 2.2590 - d_accuracy: 0.8665
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7967 - g_loss: 2.2779 - d_accuracy: 0.8609Epoch 416: D Accuracy = 0.9120
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7936 - g_loss: 2.2768 - d_accuracy: 0.8627
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7873 - g_loss: 2.3345 - d_accuracy: 0.8620Epoch 417: D Accuracy = 0.9120
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7837 - g_loss: 2.3390 - d_accuracy: 0.8638
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7751 - g_loss: 2.3037 - d_accuracy: 0.8703Epoch 418: D Accuracy = 0.8704
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7756 - g_loss: 2.2909 - d_accuracy: 0.8703
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8213 - g_loss: 2.3162 - d_accuracy: 0.8472Epoch 419: D Accuracy = 0.7778
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8221 - g_loss: 2.3352 - d_accuracy: 0.8448
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7936 - g_loss: 2.2999 - d_accuracy: 0.8638Epoch 420: D Accuracy = 0.8935
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7916 - g_loss: 2.2920 - d_accuracy: 0.8649
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7485 - g_loss: 2.3496 - d_accuracy: 0.8778Epoch 421: D Accuracy = 0.8657
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7495 - g_loss: 2.3463 - d_accuracy: 0.8774
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7797 - g_loss: 2.3393 - d_accuracy: 0.8672Epoch 422: D Accuracy = 0.8565
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7823 - g_loss: 2.3217 - d_accuracy: 0.8668
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7728 - g_loss: 2.3115 - d_accuracy: 0.8670Epoch 423: D Accuracy = 0.8889
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7748 - g_loss: 2.2878 - d_accuracy: 0.8678
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7654 - g_loss: 2.4076 - d_accuracy: 0.8718Epoch 424: D Accuracy = 0.8009
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7685 - g_loss: 2.4356 - d_accuracy: 0.8693
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8045 - g_loss: 2.3501 - d_accuracy: 0.8544Epoch 425: D Accuracy = 0.7222
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8094 - g_loss: 2.3735 - d_accuracy: 0.8497
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7506 - g_loss: 2.3473 - d_accuracy: 0.8783Epoch 426: D Accuracy = 0.8704
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7494 - g_loss: 2.3671 - d_accuracy: 0.8780
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7408 - g_loss: 2.3858 - d_accuracy: 0.8779Epoch 427: D Accuracy = 0.8750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7404 - g_loss: 2.3835 - d_accuracy: 0.8778
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8455 - g_loss: 2.3340 - d_accuracy: 0.8379Epoch 428: D Accuracy = 0.9120
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8406 - g_loss: 2.3390 - d_accuracy: 0.8405
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7823 - g_loss: 2.2992 - d_accuracy: 0.8661Epoch 429: D Accuracy = 0.8796
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7810 - g_loss: 2.2944 - d_accuracy: 0.8665
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8091 - g_loss: 2.3431 - d_accuracy: 0.8498Epoch 430: D Accuracy = 0.8750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8057 - g_loss: 2.3520 - d_accuracy: 0.8507
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7478 - g_loss: 2.3620 - d_accuracy: 0.8805Epoch 431: D Accuracy = 0.8704
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7515 - g_loss: 2.3427 - d_accuracy: 0.8801
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7601 - g_loss: 2.4191 - d_accuracy: 0.8693Epoch 432: D Accuracy = 0.9167
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7564 - g_loss: 2.4248 - d_accuracy: 0.8710
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7691 - g_loss: 2.3534 - d_accuracy: 0.8707Epoch 433: D Accuracy = 0.8889
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7701 - g_loss: 2.3368 - d_accuracy: 0.8714
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7415 - g_loss: 2.3975 - d_accuracy: 0.8830Epoch 434: D Accuracy = 0.9028
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7396 - g_loss: 2.4109 - d_accuracy: 0.8837
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7662 - g_loss: 2.4196 - d_accuracy: 0.8698Epoch 435: D Accuracy = 0.7824
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7680 - g_loss: 2.4568 - d_accuracy: 0.8667
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7827 - g_loss: 2.3522 - d_accuracy: 0.8655Epoch 436: D Accuracy = 0.9120
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7804 - g_loss: 2.3364 - d_accuracy: 0.8672
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7793 - g_loss: 2.4144 - d_accuracy: 0.8660Epoch 437: D Accuracy = 0.8935
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7766 - g_loss: 2.4236 - d_accuracy: 0.8670
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7740 - g_loss: 2.3729 - d_accuracy: 0.8674Epoch 438: D Accuracy = 0.9167
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7709 - g_loss: 2.3683 - d_accuracy: 0.8692
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7182 - g_loss: 2.3732 - d_accuracy: 0.8929Epoch 439: D Accuracy = 0.8889
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7188 - g_loss: 2.3694 - d_accuracy: 0.8927
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7810 - g_loss: 2.4051 - d_accuracy: 0.8623Epoch 440: D Accuracy = 0.8009
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7922 - g_loss: 2.3635 - d_accuracy: 0.8601
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7798 - g_loss: 2.4063 - d_accuracy: 0.8638Epoch 441: D Accuracy = 0.8889
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7761 - g_loss: 2.4208 - d_accuracy: 0.8647
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7435 - g_loss: 2.3945 - d_accuracy: 0.8848Epoch 442: D Accuracy = 0.9167
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7409 - g_loss: 2.3995 - d_accuracy: 0.8859
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7628 - g_loss: 2.4242 - d_accuracy: 0.8706Epoch 443: D Accuracy = 0.8565
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7619 - g_loss: 2.4353 - d_accuracy: 0.8701
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7524 - g_loss: 2.4253 - d_accuracy: 0.8767Epoch 444: D Accuracy = 0.8519
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7519 - g_loss: 2.4409 - d_accuracy: 0.8759
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7843 - g_loss: 2.4389 - d_accuracy: 0.8644Epoch 445: D Accuracy = 0.7917
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7844 - g_loss: 2.4751 - d_accuracy: 0.8618
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7803 - g_loss: 2.4070 - d_accuracy: 0.8664Epoch 446: D Accuracy = 0.7917
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7835 - g_loss: 2.4258 - d_accuracy: 0.8637
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7514 - g_loss: 2.4332 - d_accuracy: 0.8798Epoch 447: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7522 - g_loss: 2.4271 - d_accuracy: 0.8796
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7765 - g_loss: 2.4083 - d_accuracy: 0.8687Epoch 448: D Accuracy = 0.9306
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7742 - g_loss: 2.3912 - d_accuracy: 0.8709
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7097 - g_loss: 2.4464 - d_accuracy: 0.8972Epoch 449: D Accuracy = 0.9028
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7085 - g_loss: 2.4586 - d_accuracy: 0.8974
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7960 - g_loss: 2.4676 - d_accuracy: 0.8568Epoch 450: D Accuracy = 0.8241
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7944 - g_loss: 2.4927 - d_accuracy: 0.8556
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7526 - g_loss: 2.4262 - d_accuracy: 0.8751Epoch 451: D Accuracy = 0.9213
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7497 - g_loss: 2.4352 - d_accuracy: 0.8768
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7479 - g_loss: 2.4261 - d_accuracy: 0.8788Epoch 452: D Accuracy = 0.9259
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7452 - g_loss: 2.4210 - d_accuracy: 0.8805
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7513 - g_loss: 2.4152 - d_accuracy: 0.8804Epoch 453: D Accuracy = 0.9120
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7517 - g_loss: 2.4077 - d_accuracy: 0.8816
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7637 - g_loss: 2.4806 - d_accuracy: 0.8662Epoch 454: D Accuracy = 0.9028
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7625 - g_loss: 2.4594 - d_accuracy: 0.8675
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7135 - g_loss: 2.4970 - d_accuracy: 0.8961Epoch 455: D Accuracy = 0.8194
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7188 - g_loss: 2.5023 - d_accuracy: 0.8934
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7395 - g_loss: 2.4507 - d_accuracy: 0.8861Epoch 456: D Accuracy = 0.9120
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7389 - g_loss: 2.4365 - d_accuracy: 0.8870
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7296 - g_loss: 2.5171 - d_accuracy: 0.8853Epoch 457: D Accuracy = 0.8380
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7313 - g_loss: 2.5284 - d_accuracy: 0.8837
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7547 - g_loss: 2.4767 - d_accuracy: 0.8753Epoch 458: D Accuracy = 0.9028
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7531 - g_loss: 2.4670 - d_accuracy: 0.8763
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7919 - g_loss: 2.4690 - d_accuracy: 0.8576Epoch 459: D Accuracy = 0.8981
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7880 - g_loss: 2.4814 - d_accuracy: 0.8591
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7651 - g_loss: 2.5115 - d_accuracy: 0.8707Epoch 460: D Accuracy = 0.9074
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7630 - g_loss: 2.5171 - d_accuracy: 0.8720
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7462 - g_loss: 2.4541 - d_accuracy: 0.8804Epoch 461: D Accuracy = 0.9352
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7440 - g_loss: 2.4412 - d_accuracy: 0.8824
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7226 - g_loss: 2.4987 - d_accuracy: 0.8917Epoch 462: D Accuracy = 0.9074
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7215 - g_loss: 2.5013 - d_accuracy: 0.8922
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7390 - g_loss: 2.4742 - d_accuracy: 0.8838Epoch 463: D Accuracy = 0.9167
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7372 - g_loss: 2.4748 - d_accuracy: 0.8850
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7728 - g_loss: 2.4622 - d_accuracy: 0.8653Epoch 464: D Accuracy = 0.8750
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7707 - g_loss: 2.4707 - d_accuracy: 0.8657
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7658 - g_loss: 2.4709 - d_accuracy: 0.8725Epoch 465: D Accuracy = 0.8889
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7678 - g_loss: 2.4451 - d_accuracy: 0.8731
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7862 - g_loss: 2.5283 - d_accuracy: 0.8597Epoch 466: D Accuracy = 0.8750
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7846 - g_loss: 2.5245 - d_accuracy: 0.8602
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7355 - g_loss: 2.4426 - d_accuracy: 0.8833Epoch 467: D Accuracy = 0.9120
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7353 - g_loss: 2.4239 - d_accuracy: 0.8843
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7320 - g_loss: 2.5112 - d_accuracy: 0.8826Epoch 468: D Accuracy = 0.7454
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7389 - g_loss: 2.5259 - d_accuracy: 0.8777
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7667 - g_loss: 2.4803 - d_accuracy: 0.8652Epoch 469: D Accuracy = 0.9028
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7638 - g_loss: 2.4942 - d_accuracy: 0.8665
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7621 - g_loss: 2.4841 - d_accuracy: 0.8716Epoch 470: D Accuracy = 0.8843
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7594 - g_loss: 2.4920 - d_accuracy: 0.8720
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6869 - g_loss: 2.5278 - d_accuracy: 0.9058Epoch 471: D Accuracy = 0.9167
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6870 - g_loss: 2.5272 - d_accuracy: 0.9062
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7173 - g_loss: 2.5160 - d_accuracy: 0.8924Epoch 472: D Accuracy = 0.9306
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7175 - g_loss: 2.4964 - d_accuracy: 0.8938
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7170 - g_loss: 2.5548 - d_accuracy: 0.8931Epoch 473: D Accuracy = 0.9213
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7141 - g_loss: 2.5607 - d_accuracy: 0.8941
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7081 - g_loss: 2.5274 - d_accuracy: 0.8952Epoch 474: D Accuracy = 0.9074
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7079 - g_loss: 2.5326 - d_accuracy: 0.8956
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7441 - g_loss: 2.5339 - d_accuracy: 0.8755Epoch 475: D Accuracy = 0.8611
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7440 - g_loss: 2.5324 - d_accuracy: 0.8750
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7572 - g_loss: 2.5344 - d_accuracy: 0.8718Epoch 476: D Accuracy = 0.9028
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7573 - g_loss: 2.5119 - d_accuracy: 0.8729
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7307 - g_loss: 2.5063 - d_accuracy: 0.8850Epoch 477: D Accuracy = 0.8796
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7292 - g_loss: 2.5192 - d_accuracy: 0.8848
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7620 - g_loss: 2.5496 - d_accuracy: 0.8693Epoch 478: D Accuracy = 0.8380
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7627 - g_loss: 2.5665 - d_accuracy: 0.8682
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7695 - g_loss: 2.4727 - d_accuracy: 0.8688Epoch 479: D Accuracy = 0.9074
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7644 - g_loss: 2.4949 - d_accuracy: 0.8702
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7064 - g_loss: 2.4978 - d_accuracy: 0.8979Epoch 480: D Accuracy = 0.9259
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7062 - g_loss: 2.4923 - d_accuracy: 0.8989
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7494 - g_loss: 2.5857 - d_accuracy: 0.8719Epoch 481: D Accuracy = 0.8657
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7467 - g_loss: 2.6025 - d_accuracy: 0.8717
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7174 - g_loss: 2.5171 - d_accuracy: 0.8909Epoch 482: D Accuracy = 0.8796
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7222 - g_loss: 2.4822 - d_accuracy: 0.8905
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7327 - g_loss: 2.5690 - d_accuracy: 0.8863Epoch 483: D Accuracy = 0.9537
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7285 - g_loss: 2.5642 - d_accuracy: 0.8887
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7447 - g_loss: 2.5666 - d_accuracy: 0.8756Epoch 484: D Accuracy = 0.8704
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7441 - g_loss: 2.5735 - d_accuracy: 0.8754
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7441 - g_loss: 2.5045 - d_accuracy: 0.8780Epoch 485: D Accuracy = 0.8889
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7448 - g_loss: 2.5124 - d_accuracy: 0.8784
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7450 - g_loss: 2.4844 - d_accuracy: 0.8828Epoch 486: D Accuracy = 0.9213
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7424 - g_loss: 2.4828 - d_accuracy: 0.8842
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7043 - g_loss: 2.6006 - d_accuracy: 0.8966Epoch 487: D Accuracy = 0.7130
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7136 - g_loss: 2.6503 - d_accuracy: 0.8901
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7569 - g_loss: 2.5712 - d_accuracy: 0.8787Epoch 488: D Accuracy = 0.9074
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7529 - g_loss: 2.5920 - d_accuracy: 0.8797
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7254 - g_loss: 2.5706 - d_accuracy: 0.8832Epoch 489: D Accuracy = 0.9167
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7232 - g_loss: 2.5691 - d_accuracy: 0.8844
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7134 - g_loss: 2.5887 - d_accuracy: 0.8939Epoch 490: D Accuracy = 0.9583
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7083 - g_loss: 2.6001 - d_accuracy: 0.8962
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7956 - g_loss: 2.6002 - d_accuracy: 0.8612Epoch 491: D Accuracy = 0.8843
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7941 - g_loss: 2.5895 - d_accuracy: 0.8620
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7383 - g_loss: 2.5721 - d_accuracy: 0.8813Epoch 492: D Accuracy = 0.9120
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7366 - g_loss: 2.5659 - d_accuracy: 0.8824
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7773 - g_loss: 2.6286 - d_accuracy: 0.8608Epoch 493: D Accuracy = 0.8472
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7754 - g_loss: 2.6424 - d_accuracy: 0.8603
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7133 - g_loss: 2.6423 - d_accuracy: 0.8894Epoch 494: D Accuracy = 0.7361
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7233 - g_loss: 2.6756 - d_accuracy: 0.8839
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7443 - g_loss: 2.4809 - d_accuracy: 0.8794Epoch 495: D Accuracy = 0.9167
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7444 - g_loss: 2.4641 - d_accuracy: 0.8808
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7594 - g_loss: 2.5622 - d_accuracy: 0.8729Epoch 496: D Accuracy = 0.8194
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7613 - g_loss: 2.5838 - d_accuracy: 0.8710
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7082 - g_loss: 2.5438 - d_accuracy: 0.8927Epoch 497: D Accuracy = 0.9167
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7067 - g_loss: 2.5367 - d_accuracy: 0.8936
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6991 - g_loss: 2.5863 - d_accuracy: 0.8993Epoch 498: D Accuracy = 0.9028
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6976 - g_loss: 2.5856 - d_accuracy: 0.8994
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7139 - g_loss: 2.5960 - d_accuracy: 0.8941Epoch 499: D Accuracy = 0.8704
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7114 - g_loss: 2.6264 - d_accuracy: 0.8932
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7299 - g_loss: 2.5699 - d_accuracy: 0.8872
Class 14 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.9259
27/27 [==============================] - 1s 41ms/step - d_loss: 0.7254 - g_loss: 2.5903 - d_accuracy: 0.8885
Training DCGAN for class 15...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.0395 - g_loss: 1.3511 - d_accuracy: 0.7531WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0165s vs `on_train_batch_end` time: 0.0185s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 0.7855 - g_loss: 2.1492 - d_accuracy: 0.8757
Epoch 1: Generator loss improved from inf to 2.5944. Saving weights.
Epoch 1: D Accuracy = 0.8980
27/27 [==============================] - 2s 43ms/step - d_loss: 0.7847 - g_loss: 2.1651 - d_accuracy: 0.8765
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9159 - g_loss: 2.1902 - d_accuracy: 0.8473
Epoch 2: Generator loss improved from 2.5944 to 1.5809. Saving weights.
Epoch 2: D Accuracy = 0.8469
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9158 - g_loss: 2.1684 - d_accuracy: 0.8473
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0913 - g_loss: 1.5381 - d_accuracy: 0.7526
Epoch 3: Generator loss improved from 1.5809 to 1.2865. Saving weights.
Epoch 3: D Accuracy = 0.7449
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0922 - g_loss: 1.5291 - d_accuracy: 0.7523
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2333 - g_loss: 1.1934 - d_accuracy: 0.6766
Epoch 4: Generator loss improved from 1.2865 to 1.0814. Saving weights.
Epoch 4: D Accuracy = 0.6480
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2353 - g_loss: 1.1894 - d_accuracy: 0.6756
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2963 - g_loss: 1.0416 - d_accuracy: 0.6439Epoch 5: D Accuracy = 0.6429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2961 - g_loss: 1.0497 - d_accuracy: 0.6439
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2770 - g_loss: 0.9962 - d_accuracy: 0.6444
Epoch 6: Generator loss improved from 1.0814 to 0.8151. Saving weights.
Epoch 6: D Accuracy = 0.6735
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2760 - g_loss: 0.9898 - d_accuracy: 0.6455
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 1.0438 - d_accuracy: 0.6653Epoch 7: D Accuracy = 0.6939
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2406 - g_loss: 1.0530 - d_accuracy: 0.6663
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2556 - g_loss: 1.0845 - d_accuracy: 0.6674
Epoch 8: Generator loss improved from 0.8151 to 0.7761. Saving weights.
Epoch 8: D Accuracy = 0.6837
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2566 - g_loss: 1.0735 - d_accuracy: 0.6680
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1878 - g_loss: 1.1018 - d_accuracy: 0.6935
Epoch 9: Generator loss improved from 0.7761 to 0.7028. Saving weights.
Epoch 9: D Accuracy = 0.6735
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1925 - g_loss: 1.0876 - d_accuracy: 0.6928
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1892 - g_loss: 1.1430 - d_accuracy: 0.6947Epoch 10: D Accuracy = 0.7755
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1842 - g_loss: 1.1439 - d_accuracy: 0.6976
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1670 - g_loss: 1.1540 - d_accuracy: 0.7034Epoch 11: D Accuracy = 0.6990
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1684 - g_loss: 1.1421 - d_accuracy: 0.7032
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1675 - g_loss: 1.2115 - d_accuracy: 0.6993Epoch 12: D Accuracy = 0.6480
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1681 - g_loss: 1.2250 - d_accuracy: 0.6975
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1591 - g_loss: 1.1986 - d_accuracy: 0.7070Epoch 13: D Accuracy = 0.7653
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1573 - g_loss: 1.1937 - d_accuracy: 0.7091
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1401 - g_loss: 1.2781 - d_accuracy: 0.7161Epoch 14: D Accuracy = 0.6122
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1457 - g_loss: 1.2857 - d_accuracy: 0.7124
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1288 - g_loss: 1.2724 - d_accuracy: 0.7186Epoch 15: D Accuracy = 0.7806
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1233 - g_loss: 1.2771 - d_accuracy: 0.7208
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1364 - g_loss: 1.3068 - d_accuracy: 0.7230Epoch 16: D Accuracy = 0.7551
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1361 - g_loss: 1.2972 - d_accuracy: 0.7241
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0911 - g_loss: 1.3086 - d_accuracy: 0.7470Epoch 17: D Accuracy = 0.7041
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0914 - g_loss: 1.3256 - d_accuracy: 0.7455
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1430 - g_loss: 1.3418 - d_accuracy: 0.7120Epoch 18: D Accuracy = 0.6735
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1458 - g_loss: 1.3230 - d_accuracy: 0.7106
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0854 - g_loss: 1.3217 - d_accuracy: 0.7416Epoch 19: D Accuracy = 0.8316
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0838 - g_loss: 1.3092 - d_accuracy: 0.7448
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1092 - g_loss: 1.3414 - d_accuracy: 0.7243Epoch 20: D Accuracy = 0.7857
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1083 - g_loss: 1.3287 - d_accuracy: 0.7265
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1048 - g_loss: 1.3484 - d_accuracy: 0.7268Epoch 21: D Accuracy = 0.6735
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1078 - g_loss: 1.3572 - d_accuracy: 0.7249
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0970 - g_loss: 1.3254 - d_accuracy: 0.7392Epoch 22: D Accuracy = 0.7755
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0953 - g_loss: 1.3200 - d_accuracy: 0.7405
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0633 - g_loss: 1.3800 - d_accuracy: 0.7509Epoch 23: D Accuracy = 0.7194
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0650 - g_loss: 1.3802 - d_accuracy: 0.7498
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1016 - g_loss: 1.3535 - d_accuracy: 0.7352Epoch 24: D Accuracy = 0.7602
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1016 - g_loss: 1.3452 - d_accuracy: 0.7361
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0908 - g_loss: 1.3678 - d_accuracy: 0.7386Epoch 25: D Accuracy = 0.7653
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0897 - g_loss: 1.3591 - d_accuracy: 0.7395
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0931 - g_loss: 1.3678 - d_accuracy: 0.7339Epoch 26: D Accuracy = 0.7959
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0905 - g_loss: 1.3608 - d_accuracy: 0.7361
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0984 - g_loss: 1.3446 - d_accuracy: 0.7339Epoch 27: D Accuracy = 0.7602
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0976 - g_loss: 1.3320 - d_accuracy: 0.7348
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1049 - g_loss: 1.3486 - d_accuracy: 0.7352Epoch 28: D Accuracy = 0.7908
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0996 - g_loss: 1.3585 - d_accuracy: 0.7372
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0972 - g_loss: 1.3550 - d_accuracy: 0.7371Epoch 29: D Accuracy = 0.7959
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0927 - g_loss: 1.3560 - d_accuracy: 0.7392
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1470 - g_loss: 1.3212 - d_accuracy: 0.7154Epoch 30: D Accuracy = 0.7653
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1445 - g_loss: 1.3124 - d_accuracy: 0.7172
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1282 - g_loss: 1.2705 - d_accuracy: 0.7193Epoch 31: D Accuracy = 0.6990
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1282 - g_loss: 1.2737 - d_accuracy: 0.7186
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1507 - g_loss: 1.2777 - d_accuracy: 0.7123Epoch 32: D Accuracy = 0.7449
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1478 - g_loss: 1.2720 - d_accuracy: 0.7135
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1598 - g_loss: 1.2520 - d_accuracy: 0.7017Epoch 33: D Accuracy = 0.7398
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1569 - g_loss: 1.2549 - d_accuracy: 0.7031
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1511 - g_loss: 1.2366 - d_accuracy: 0.7082Epoch 34: D Accuracy = 0.6888
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1513 - g_loss: 1.2436 - d_accuracy: 0.7075
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2028 - g_loss: 1.2016 - d_accuracy: 0.6852Epoch 35: D Accuracy = 0.6735
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2030 - g_loss: 1.2044 - d_accuracy: 0.6848
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1617 - g_loss: 1.1923 - d_accuracy: 0.7038Epoch 36: D Accuracy = 0.6888
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1641 - g_loss: 1.1952 - d_accuracy: 0.7032
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2081 - g_loss: 1.1759 - d_accuracy: 0.6782Epoch 37: D Accuracy = 0.6939
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2088 - g_loss: 1.1707 - d_accuracy: 0.6787
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2073 - g_loss: 1.1609 - d_accuracy: 0.6818Epoch 38: D Accuracy = 0.6786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2062 - g_loss: 1.1664 - d_accuracy: 0.6817
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1895 - g_loss: 1.1562 - d_accuracy: 0.6858Epoch 39: D Accuracy = 0.6837
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1882 - g_loss: 1.1648 - d_accuracy: 0.6857
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2022 - g_loss: 1.1405 - d_accuracy: 0.6791Epoch 40: D Accuracy = 0.6939
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2024 - g_loss: 1.1356 - d_accuracy: 0.6796
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2261 - g_loss: 1.1361 - d_accuracy: 0.6721Epoch 41: D Accuracy = 0.6480
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2291 - g_loss: 1.1434 - d_accuracy: 0.6713
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2081 - g_loss: 1.1268 - d_accuracy: 0.6730Epoch 42: D Accuracy = 0.6633
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2081 - g_loss: 1.1278 - d_accuracy: 0.6727
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2488 - g_loss: 1.1156 - d_accuracy: 0.6554Epoch 43: D Accuracy = 0.6071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2510 - g_loss: 1.1228 - d_accuracy: 0.6537
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2219 - g_loss: 1.0864 - d_accuracy: 0.6726Epoch 44: D Accuracy = 0.6888
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2229 - g_loss: 1.0758 - d_accuracy: 0.6732
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2375 - g_loss: 1.0991 - d_accuracy: 0.6690Epoch 45: D Accuracy = 0.7398
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2351 - g_loss: 1.0994 - d_accuracy: 0.6716
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2498 - g_loss: 1.0901 - d_accuracy: 0.6573Epoch 46: D Accuracy = 0.6582
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2520 - g_loss: 1.0879 - d_accuracy: 0.6574
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2408 - g_loss: 1.0765 - d_accuracy: 0.6513Epoch 47: D Accuracy = 0.6173
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2411 - g_loss: 1.0718 - d_accuracy: 0.6501
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2294 - g_loss: 1.0690 - d_accuracy: 0.6627Epoch 48: D Accuracy = 0.6582
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2318 - g_loss: 1.0589 - d_accuracy: 0.6625
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2355 - g_loss: 1.0849 - d_accuracy: 0.6613Epoch 49: D Accuracy = 0.6531
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2378 - g_loss: 1.0793 - d_accuracy: 0.6610
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2543 - g_loss: 1.0571 - d_accuracy: 0.6447Epoch 50: D Accuracy = 0.6480
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2549 - g_loss: 1.0549 - d_accuracy: 0.6448
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2470 - g_loss: 1.0638 - d_accuracy: 0.6520Epoch 51: D Accuracy = 0.6276
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2471 - g_loss: 1.0609 - d_accuracy: 0.6511
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2401 - g_loss: 1.0505 - d_accuracy: 0.6577Epoch 52: D Accuracy = 0.6224
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2395 - g_loss: 1.0566 - d_accuracy: 0.6565
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2566 - g_loss: 1.0384 - d_accuracy: 0.6465
Epoch 53: Generator loss improved from 0.7028 to 0.6339. Saving weights.
Epoch 53: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2600 - g_loss: 1.0240 - d_accuracy: 0.6451
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2453 - g_loss: 1.0568 - d_accuracy: 0.6528Epoch 54: D Accuracy = 0.6582
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2453 - g_loss: 1.0488 - d_accuracy: 0.6530
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2314 - g_loss: 1.0650 - d_accuracy: 0.6577Epoch 55: D Accuracy = 0.6633
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2334 - g_loss: 1.0573 - d_accuracy: 0.6579
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2480 - g_loss: 1.0525 - d_accuracy: 0.6537Epoch 56: D Accuracy = 0.6939
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2478 - g_loss: 1.0460 - d_accuracy: 0.6552
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2446 - g_loss: 1.0639 - d_accuracy: 0.6559Epoch 57: D Accuracy = 0.6939
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2443 - g_loss: 1.0629 - d_accuracy: 0.6573
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2338 - g_loss: 1.0423 - d_accuracy: 0.6602Epoch 58: D Accuracy = 0.7041
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2340 - g_loss: 1.0347 - d_accuracy: 0.6618
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2433 - g_loss: 1.0501 - d_accuracy: 0.6579Epoch 59: D Accuracy = 0.6531
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2448 - g_loss: 1.0438 - d_accuracy: 0.6577
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 1.0413 - d_accuracy: 0.6420Epoch 60: D Accuracy = 0.6735
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2641 - g_loss: 1.0388 - d_accuracy: 0.6431
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2367 - g_loss: 1.0492 - d_accuracy: 0.6559Epoch 61: D Accuracy = 0.6633
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2355 - g_loss: 1.0576 - d_accuracy: 0.6562
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2582 - g_loss: 1.0433 - d_accuracy: 0.6481Epoch 62: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2566 - g_loss: 1.0469 - d_accuracy: 0.6492
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2531 - g_loss: 1.0321 - d_accuracy: 0.6467Epoch 63: D Accuracy = 0.5867
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2548 - g_loss: 1.0305 - d_accuracy: 0.6446
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2525 - g_loss: 1.0372 - d_accuracy: 0.6529Epoch 64: D Accuracy = 0.5969
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2539 - g_loss: 1.0448 - d_accuracy: 0.6509
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2475 - g_loss: 1.0533 - d_accuracy: 0.6530Epoch 65: D Accuracy = 0.6735
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2458 - g_loss: 1.0524 - d_accuracy: 0.6537
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2430 - g_loss: 1.0474 - d_accuracy: 0.6511Epoch 66: D Accuracy = 0.6276
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2403 - g_loss: 1.0574 - d_accuracy: 0.6503
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2457 - g_loss: 1.0378 - d_accuracy: 0.6473Epoch 67: D Accuracy = 0.6480
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2464 - g_loss: 1.0408 - d_accuracy: 0.6473
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2384 - g_loss: 1.0558 - d_accuracy: 0.6621Epoch 68: D Accuracy = 0.6429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2389 - g_loss: 1.0689 - d_accuracy: 0.6614
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2545 - g_loss: 1.0482 - d_accuracy: 0.6488Epoch 69: D Accuracy = 0.7092
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2520 - g_loss: 1.0485 - d_accuracy: 0.6510
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2338 - g_loss: 1.0436 - d_accuracy: 0.6537Epoch 70: D Accuracy = 0.6276
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2370 - g_loss: 1.0329 - d_accuracy: 0.6528
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2528 - g_loss: 1.0483 - d_accuracy: 0.6415Epoch 71: D Accuracy = 0.6020
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2568 - g_loss: 1.0359 - d_accuracy: 0.6401
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2440 - g_loss: 1.0476 - d_accuracy: 0.6536Epoch 72: D Accuracy = 0.6939
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2434 - g_loss: 1.0435 - d_accuracy: 0.6550
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2381 - g_loss: 1.0636 - d_accuracy: 0.6541Epoch 73: D Accuracy = 0.5663
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2415 - g_loss: 1.0705 - d_accuracy: 0.6509
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2355 - g_loss: 1.0428 - d_accuracy: 0.6576Epoch 74: D Accuracy = 0.6531
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2346 - g_loss: 1.0464 - d_accuracy: 0.6574
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2218 - g_loss: 1.0614 - d_accuracy: 0.6637Epoch 75: D Accuracy = 0.6633
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2207 - g_loss: 1.0602 - d_accuracy: 0.6637
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2260 - g_loss: 1.0589 - d_accuracy: 0.6696Epoch 76: D Accuracy = 0.7245
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2213 - g_loss: 1.0622 - d_accuracy: 0.6716
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2611 - g_loss: 1.0761 - d_accuracy: 0.6471Epoch 77: D Accuracy = 0.6990
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2581 - g_loss: 1.0729 - d_accuracy: 0.6490
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2290 - g_loss: 1.0745 - d_accuracy: 0.6581Epoch 78: D Accuracy = 0.6429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2271 - g_loss: 1.0804 - d_accuracy: 0.6575
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2491 - g_loss: 1.0949 - d_accuracy: 0.6537Epoch 79: D Accuracy = 0.6939
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2490 - g_loss: 1.0905 - d_accuracy: 0.6552
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2189 - g_loss: 1.0674 - d_accuracy: 0.6705Epoch 80: D Accuracy = 0.7296
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2158 - g_loss: 1.0699 - d_accuracy: 0.6726
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2426 - g_loss: 1.0810 - d_accuracy: 0.6528Epoch 81: D Accuracy = 0.5867
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2438 - g_loss: 1.0936 - d_accuracy: 0.6504
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 1.0511 - d_accuracy: 0.6637Epoch 82: D Accuracy = 0.6633
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2304 - g_loss: 1.0412 - d_accuracy: 0.6637
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2284 - g_loss: 1.0932 - d_accuracy: 0.6578Epoch 83: D Accuracy = 0.7143
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2234 - g_loss: 1.1057 - d_accuracy: 0.6598
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2390 - g_loss: 1.0705 - d_accuracy: 0.6558Epoch 84: D Accuracy = 0.6786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2396 - g_loss: 1.0722 - d_accuracy: 0.6566
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2191 - g_loss: 1.0607 - d_accuracy: 0.6698Epoch 85: D Accuracy = 0.6429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2190 - g_loss: 1.0612 - d_accuracy: 0.6688
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2078 - g_loss: 1.0745 - d_accuracy: 0.6741Epoch 86: D Accuracy = 0.6735
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2086 - g_loss: 1.0674 - d_accuracy: 0.6741
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2533 - g_loss: 1.0851 - d_accuracy: 0.6510Epoch 87: D Accuracy = 0.6429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2556 - g_loss: 1.0710 - d_accuracy: 0.6507
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2352 - g_loss: 1.0664 - d_accuracy: 0.6558Epoch 88: D Accuracy = 0.6429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2345 - g_loss: 1.0683 - d_accuracy: 0.6553
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2059 - g_loss: 1.0767 - d_accuracy: 0.6771Epoch 89: D Accuracy = 0.6684
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2036 - g_loss: 1.0823 - d_accuracy: 0.6768
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2278 - g_loss: 1.0770 - d_accuracy: 0.6589Epoch 90: D Accuracy = 0.7041
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2272 - g_loss: 1.0709 - d_accuracy: 0.6605
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2332 - g_loss: 1.0781 - d_accuracy: 0.6597Epoch 91: D Accuracy = 0.7296
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2329 - g_loss: 1.0682 - d_accuracy: 0.6622
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2142 - g_loss: 1.0849 - d_accuracy: 0.6702Epoch 92: D Accuracy = 0.7347
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2135 - g_loss: 1.0806 - d_accuracy: 0.6725
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2399 - g_loss: 1.0966 - d_accuracy: 0.6572Epoch 93: D Accuracy = 0.6224
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2402 - g_loss: 1.0910 - d_accuracy: 0.6559
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2100 - g_loss: 1.0852 - d_accuracy: 0.6801Epoch 94: D Accuracy = 0.6684
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2092 - g_loss: 1.0944 - d_accuracy: 0.6797
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2260 - g_loss: 1.0630 - d_accuracy: 0.6613Epoch 95: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2259 - g_loss: 1.0568 - d_accuracy: 0.6619
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2168 - g_loss: 1.0796 - d_accuracy: 0.6653Epoch 96: D Accuracy = 0.6276
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2194 - g_loss: 1.0690 - d_accuracy: 0.6640
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2263 - g_loss: 1.1076 - d_accuracy: 0.6635Epoch 97: D Accuracy = 0.6378
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2258 - g_loss: 1.1104 - d_accuracy: 0.6626
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2213 - g_loss: 1.0755 - d_accuracy: 0.6621Epoch 98: D Accuracy = 0.7041
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2201 - g_loss: 1.0775 - d_accuracy: 0.6636
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2137 - g_loss: 1.0713 - d_accuracy: 0.6653Epoch 99: D Accuracy = 0.7296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2115 - g_loss: 1.0688 - d_accuracy: 0.6676
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2269 - g_loss: 1.0887 - d_accuracy: 0.6664
Class 15 — Epoch 100 preview:
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Epoch 100: D Accuracy = 0.7143
27/27 [==============================] - 1s 41ms/step - d_loss: 1.2269 - g_loss: 1.0827 - d_accuracy: 0.6681
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2257 - g_loss: 1.0992 - d_accuracy: 0.6610Epoch 101: D Accuracy = 0.6582
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2285 - g_loss: 1.0840 - d_accuracy: 0.6609
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2149 - g_loss: 1.1019 - d_accuracy: 0.6664Epoch 102: D Accuracy = 0.6990
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2146 - g_loss: 1.0970 - d_accuracy: 0.6675
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2043 - g_loss: 1.0969 - d_accuracy: 0.6785Epoch 103: D Accuracy = 0.7143
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2053 - g_loss: 1.0873 - d_accuracy: 0.6798
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2081 - g_loss: 1.1062 - d_accuracy: 0.6773
Epoch 104: Generator loss improved from 0.6339 to 0.6278. Saving weights.
Epoch 104: D Accuracy = 0.6429
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2132 - g_loss: 1.0892 - d_accuracy: 0.6761
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2228 - g_loss: 1.1316 - d_accuracy: 0.6697Epoch 105: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2202 - g_loss: 1.1411 - d_accuracy: 0.6700
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2053 - g_loss: 1.0908 - d_accuracy: 0.6737Epoch 106: D Accuracy = 0.6480
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2087 - g_loss: 1.0795 - d_accuracy: 0.6728
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2240 - g_loss: 1.1275 - d_accuracy: 0.6602Epoch 107: D Accuracy = 0.6327
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2240 - g_loss: 1.1431 - d_accuracy: 0.6592
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2094 - g_loss: 1.0861 - d_accuracy: 0.6688Epoch 108: D Accuracy = 0.6633
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2106 - g_loss: 1.0754 - d_accuracy: 0.6686
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2201 - g_loss: 1.1059 - d_accuracy: 0.6647Epoch 109: D Accuracy = 0.6888
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2188 - g_loss: 1.1043 - d_accuracy: 0.6655
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2237 - g_loss: 1.0977 - d_accuracy: 0.6629Epoch 110: D Accuracy = 0.6531
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2222 - g_loss: 1.0982 - d_accuracy: 0.6626
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1900 - g_loss: 1.1078 - d_accuracy: 0.6851Epoch 111: D Accuracy = 0.7245
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1893 - g_loss: 1.1074 - d_accuracy: 0.6865
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2126 - g_loss: 1.1021 - d_accuracy: 0.6750Epoch 112: D Accuracy = 0.7245
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2128 - g_loss: 1.0954 - d_accuracy: 0.6767
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1986 - g_loss: 1.1166 - d_accuracy: 0.6845Epoch 113: D Accuracy = 0.6837
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1979 - g_loss: 1.1208 - d_accuracy: 0.6844
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1893 - g_loss: 1.1327 - d_accuracy: 0.6905Epoch 114: D Accuracy = 0.7092
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1887 - g_loss: 1.1311 - d_accuracy: 0.6911
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1931 - g_loss: 1.1100 - d_accuracy: 0.6738Epoch 115: D Accuracy = 0.7092
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1920 - g_loss: 1.1131 - d_accuracy: 0.6751
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2196 - g_loss: 1.1179 - d_accuracy: 0.6620Epoch 116: D Accuracy = 0.6122
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2201 - g_loss: 1.1253 - d_accuracy: 0.6602
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1929 - g_loss: 1.1162 - d_accuracy: 0.6843Epoch 117: D Accuracy = 0.5612
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1995 - g_loss: 1.1278 - d_accuracy: 0.6799
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2174 - g_loss: 1.1159 - d_accuracy: 0.6716Epoch 118: D Accuracy = 0.6633
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2170 - g_loss: 1.1112 - d_accuracy: 0.6713
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2010 - g_loss: 1.1270 - d_accuracy: 0.6767Epoch 119: D Accuracy = 0.6378
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2028 - g_loss: 1.1309 - d_accuracy: 0.6753
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2126 - g_loss: 1.1434 - d_accuracy: 0.6759Epoch 120: D Accuracy = 0.6122
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2135 - g_loss: 1.1449 - d_accuracy: 0.6736
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1872 - g_loss: 1.1096 - d_accuracy: 0.6816Epoch 121: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1861 - g_loss: 1.1022 - d_accuracy: 0.6840
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2234 - g_loss: 1.1063 - d_accuracy: 0.6689Epoch 122: D Accuracy = 0.6888
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2221 - g_loss: 1.1064 - d_accuracy: 0.6696
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1800 - g_loss: 1.1178 - d_accuracy: 0.6975Epoch 123: D Accuracy = 0.6735
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1810 - g_loss: 1.1119 - d_accuracy: 0.6967
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1990 - g_loss: 1.1173 - d_accuracy: 0.6804Epoch 124: D Accuracy = 0.6480
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2002 - g_loss: 1.1182 - d_accuracy: 0.6792
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2031 - g_loss: 1.1425 - d_accuracy: 0.6753Epoch 125: D Accuracy = 0.6939
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2020 - g_loss: 1.1443 - d_accuracy: 0.6760
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1856 - g_loss: 1.1203 - d_accuracy: 0.6895Epoch 126: D Accuracy = 0.6990
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1859 - g_loss: 1.1183 - d_accuracy: 0.6899
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2024 - g_loss: 1.1311 - d_accuracy: 0.6709Epoch 127: D Accuracy = 0.6684
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2036 - g_loss: 1.1308 - d_accuracy: 0.6708
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1806 - g_loss: 1.1432 - d_accuracy: 0.6946Epoch 128: D Accuracy = 0.6888
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1802 - g_loss: 1.1528 - d_accuracy: 0.6944
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1837 - g_loss: 1.1391 - d_accuracy: 0.6921Epoch 129: D Accuracy = 0.6429
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1858 - g_loss: 1.1385 - d_accuracy: 0.6903
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1721 - g_loss: 1.1293 - d_accuracy: 0.6974Epoch 130: D Accuracy = 0.6582
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1746 - g_loss: 1.1197 - d_accuracy: 0.6960
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2018 - g_loss: 1.1540 - d_accuracy: 0.6748Epoch 131: D Accuracy = 0.6735
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2023 - g_loss: 1.1483 - d_accuracy: 0.6748
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2023 - g_loss: 1.1740 - d_accuracy: 0.6740Epoch 132: D Accuracy = 0.6837
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2019 - g_loss: 1.1725 - d_accuracy: 0.6744
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1829 - g_loss: 1.1490 - d_accuracy: 0.6911Epoch 133: D Accuracy = 0.7959
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1793 - g_loss: 1.1470 - d_accuracy: 0.6948
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1972 - g_loss: 1.1385 - d_accuracy: 0.6798Epoch 134: D Accuracy = 0.7449
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1952 - g_loss: 1.1334 - d_accuracy: 0.6821
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1841 - g_loss: 1.1594 - d_accuracy: 0.6898Epoch 135: D Accuracy = 0.6173
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1859 - g_loss: 1.1758 - d_accuracy: 0.6872
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1798 - g_loss: 1.1616 - d_accuracy: 0.6857Epoch 136: D Accuracy = 0.6224
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1821 - g_loss: 1.1725 - d_accuracy: 0.6834
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1784 - g_loss: 1.1472 - d_accuracy: 0.6898Epoch 137: D Accuracy = 0.6990
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1791 - g_loss: 1.1400 - d_accuracy: 0.6901
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1841 - g_loss: 1.1559 - d_accuracy: 0.6882Epoch 138: D Accuracy = 0.6939
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1858 - g_loss: 1.1471 - d_accuracy: 0.6884
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1748 - g_loss: 1.1532 - d_accuracy: 0.6917Epoch 139: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1771 - g_loss: 1.1408 - d_accuracy: 0.6912
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1789 - g_loss: 1.1827 - d_accuracy: 0.6885Epoch 140: D Accuracy = 0.7194
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1805 - g_loss: 1.1686 - d_accuracy: 0.6896
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1900 - g_loss: 1.1782 - d_accuracy: 0.6882Epoch 141: D Accuracy = 0.7194
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1906 - g_loss: 1.1675 - d_accuracy: 0.6894
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1709 - g_loss: 1.1573 - d_accuracy: 0.6925Epoch 142: D Accuracy = 0.7398
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1704 - g_loss: 1.1553 - d_accuracy: 0.6942
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1994 - g_loss: 1.1664 - d_accuracy: 0.6803Epoch 143: D Accuracy = 0.7194
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1958 - g_loss: 1.1733 - d_accuracy: 0.6817
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1661 - g_loss: 1.1553 - d_accuracy: 0.6984Epoch 144: D Accuracy = 0.7398
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1634 - g_loss: 1.1619 - d_accuracy: 0.6999
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1683 - g_loss: 1.1659 - d_accuracy: 0.7019Epoch 145: D Accuracy = 0.6786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1680 - g_loss: 1.1698 - d_accuracy: 0.7011
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1584 - g_loss: 1.1846 - d_accuracy: 0.7075Epoch 146: D Accuracy = 0.7347
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1568 - g_loss: 1.1829 - d_accuracy: 0.7084
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1790 - g_loss: 1.1677 - d_accuracy: 0.6938Epoch 147: D Accuracy = 0.5867
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1817 - g_loss: 1.1822 - d_accuracy: 0.6899
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1788 - g_loss: 1.1668 - d_accuracy: 0.6861Epoch 148: D Accuracy = 0.6684
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1778 - g_loss: 1.1781 - d_accuracy: 0.6854
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1484 - g_loss: 1.1789 - d_accuracy: 0.7130Epoch 149: D Accuracy = 0.6735
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1470 - g_loss: 1.1927 - d_accuracy: 0.7116
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1795 - g_loss: 1.1987 - d_accuracy: 0.6873Epoch 150: D Accuracy = 0.6480
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1795 - g_loss: 1.2131 - d_accuracy: 0.6859
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1984 - g_loss: 1.1689 - d_accuracy: 0.6750Epoch 151: D Accuracy = 0.6633
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1977 - g_loss: 1.1765 - d_accuracy: 0.6746
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1552 - g_loss: 1.1689 - d_accuracy: 0.7068Epoch 152: D Accuracy = 0.7347
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1535 - g_loss: 1.1694 - d_accuracy: 0.7078
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1520 - g_loss: 1.2147 - d_accuracy: 0.7084Epoch 153: D Accuracy = 0.6429
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1532 - g_loss: 1.2292 - d_accuracy: 0.7061
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1520 - g_loss: 1.1889 - d_accuracy: 0.7055Epoch 154: D Accuracy = 0.6888
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1509 - g_loss: 1.1920 - d_accuracy: 0.7049
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1616 - g_loss: 1.1834 - d_accuracy: 0.6977Epoch 155: D Accuracy = 0.7194
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1595 - g_loss: 1.1869 - d_accuracy: 0.6984
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1499 - g_loss: 1.1906 - d_accuracy: 0.7080Epoch 156: D Accuracy = 0.6735
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1502 - g_loss: 1.1932 - d_accuracy: 0.7067
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1704 - g_loss: 1.2133 - d_accuracy: 0.6905Epoch 157: D Accuracy = 0.6990
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1691 - g_loss: 1.2181 - d_accuracy: 0.6908
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1483 - g_loss: 1.1967 - d_accuracy: 0.7113Epoch 158: D Accuracy = 0.7194
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1487 - g_loss: 1.1939 - d_accuracy: 0.7115
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1251 - g_loss: 1.2217 - d_accuracy: 0.7215Epoch 159: D Accuracy = 0.6888
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1248 - g_loss: 1.2229 - d_accuracy: 0.7204
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1529 - g_loss: 1.2119 - d_accuracy: 0.7062Epoch 160: D Accuracy = 0.7755
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1495 - g_loss: 1.2112 - d_accuracy: 0.7087
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1545 - g_loss: 1.2198 - d_accuracy: 0.6994Epoch 161: D Accuracy = 0.7398
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1529 - g_loss: 1.2151 - d_accuracy: 0.7009
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1302 - g_loss: 1.2126 - d_accuracy: 0.7191Epoch 162: D Accuracy = 0.7041
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1302 - g_loss: 1.2148 - d_accuracy: 0.7185
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1282 - g_loss: 1.2139 - d_accuracy: 0.7173Epoch 163: D Accuracy = 0.6480
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1302 - g_loss: 1.2182 - d_accuracy: 0.7148
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1650 - g_loss: 1.2288 - d_accuracy: 0.6986Epoch 164: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1669 - g_loss: 1.2140 - d_accuracy: 0.6979
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1458 - g_loss: 1.2187 - d_accuracy: 0.7048Epoch 165: D Accuracy = 0.6888
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1476 - g_loss: 1.2085 - d_accuracy: 0.7042
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1220 - g_loss: 1.2279 - d_accuracy: 0.7197Epoch 166: D Accuracy = 0.7398
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1204 - g_loss: 1.2339 - d_accuracy: 0.7204
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1271 - g_loss: 1.2152 - d_accuracy: 0.7203Epoch 167: D Accuracy = 0.7806
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1242 - g_loss: 1.2089 - d_accuracy: 0.7225
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1475 - g_loss: 1.2642 - d_accuracy: 0.7012Epoch 168: D Accuracy = 0.6837
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1476 - g_loss: 1.2691 - d_accuracy: 0.7006
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1144 - g_loss: 1.2478 - d_accuracy: 0.7224Epoch 169: D Accuracy = 0.6429
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1157 - g_loss: 1.2680 - d_accuracy: 0.7196
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1487 - g_loss: 1.2289 - d_accuracy: 0.7097Epoch 170: D Accuracy = 0.7398
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1471 - g_loss: 1.2299 - d_accuracy: 0.7108
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1159 - g_loss: 1.2517 - d_accuracy: 0.7257Epoch 171: D Accuracy = 0.6990
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1156 - g_loss: 1.2560 - d_accuracy: 0.7247
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1437 - g_loss: 1.2653 - d_accuracy: 0.7048Epoch 172: D Accuracy = 0.7092
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1426 - g_loss: 1.2746 - d_accuracy: 0.7050
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1340 - g_loss: 1.2349 - d_accuracy: 0.7191Epoch 173: D Accuracy = 0.7194
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1345 - g_loss: 1.2263 - d_accuracy: 0.7191
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1107 - g_loss: 1.2615 - d_accuracy: 0.7257Epoch 174: D Accuracy = 0.8316
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1082 - g_loss: 1.2540 - d_accuracy: 0.7295
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1032 - g_loss: 1.2909 - d_accuracy: 0.7314Epoch 175: D Accuracy = 0.6378
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1067 - g_loss: 1.3007 - d_accuracy: 0.7280
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1159 - g_loss: 1.2426 - d_accuracy: 0.7241Epoch 176: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1211 - g_loss: 1.2232 - d_accuracy: 0.7224
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1135 - g_loss: 1.2750 - d_accuracy: 0.7270Epoch 177: D Accuracy = 0.7143
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1119 - g_loss: 1.2800 - d_accuracy: 0.7265
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1469 - g_loss: 1.2697 - d_accuracy: 0.7057Epoch 178: D Accuracy = 0.7296
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1465 - g_loss: 1.2616 - d_accuracy: 0.7066
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1072 - g_loss: 1.2446 - d_accuracy: 0.7315Epoch 179: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1071 - g_loss: 1.2433 - d_accuracy: 0.7321
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1430 - g_loss: 1.2770 - d_accuracy: 0.7073Epoch 180: D Accuracy = 0.7296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1444 - g_loss: 1.2638 - d_accuracy: 0.7081
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0967 - g_loss: 1.2729 - d_accuracy: 0.7379Epoch 181: D Accuracy = 0.7092
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0998 - g_loss: 1.2631 - d_accuracy: 0.7369
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1233 - g_loss: 1.2862 - d_accuracy: 0.7216Epoch 182: D Accuracy = 0.6582
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1269 - g_loss: 1.2836 - d_accuracy: 0.7193
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1321 - g_loss: 1.2773 - d_accuracy: 0.7162Epoch 183: D Accuracy = 0.7755
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1294 - g_loss: 1.2764 - d_accuracy: 0.7183
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0934 - g_loss: 1.2750 - d_accuracy: 0.7403Epoch 184: D Accuracy = 0.7959
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0931 - g_loss: 1.2695 - d_accuracy: 0.7423
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1074 - g_loss: 1.2938 - d_accuracy: 0.7277Epoch 185: D Accuracy = 0.7092
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1087 - g_loss: 1.2788 - d_accuracy: 0.7270
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1252 - g_loss: 1.3129 - d_accuracy: 0.7179Epoch 186: D Accuracy = 0.7398
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1234 - g_loss: 1.3135 - d_accuracy: 0.7187
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0980 - g_loss: 1.3059 - d_accuracy: 0.7336Epoch 187: D Accuracy = 0.6633
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1015 - g_loss: 1.3107 - d_accuracy: 0.7311
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1080 - g_loss: 1.3046 - d_accuracy: 0.7256Epoch 188: D Accuracy = 0.7398
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1068 - g_loss: 1.3047 - d_accuracy: 0.7261
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0925 - g_loss: 1.2913 - d_accuracy: 0.7354Epoch 189: D Accuracy = 0.7806
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0926 - g_loss: 1.2904 - d_accuracy: 0.7370
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0965 - g_loss: 1.3373 - d_accuracy: 0.7390Epoch 190: D Accuracy = 0.5612
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1046 - g_loss: 1.3625 - d_accuracy: 0.7326
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1099 - g_loss: 1.2840 - d_accuracy: 0.7286Epoch 191: D Accuracy = 0.7398
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1068 - g_loss: 1.2925 - d_accuracy: 0.7290
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0911 - g_loss: 1.3180 - d_accuracy: 0.7312Epoch 192: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0914 - g_loss: 1.3342 - d_accuracy: 0.7293
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1200 - g_loss: 1.2909 - d_accuracy: 0.7189Epoch 193: D Accuracy = 0.7551
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1194 - g_loss: 1.2872 - d_accuracy: 0.7202
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0788 - g_loss: 1.3107 - d_accuracy: 0.7464Epoch 194: D Accuracy = 0.7908
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0775 - g_loss: 1.3071 - d_accuracy: 0.7480
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0898 - g_loss: 1.3130 - d_accuracy: 0.7379Epoch 195: D Accuracy = 0.8418
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0860 - g_loss: 1.3100 - d_accuracy: 0.7416
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0771 - g_loss: 1.3278 - d_accuracy: 0.7454Epoch 196: D Accuracy = 0.6837
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0785 - g_loss: 1.3384 - d_accuracy: 0.7432
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1057 - g_loss: 1.3376 - d_accuracy: 0.7315Epoch 197: D Accuracy = 0.7398
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1054 - g_loss: 1.3425 - d_accuracy: 0.7318
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0643 - g_loss: 1.3413 - d_accuracy: 0.7533Epoch 198: D Accuracy = 0.8010
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0637 - g_loss: 1.3367 - d_accuracy: 0.7550
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0635 - g_loss: 1.3460 - d_accuracy: 0.7553Epoch 199: D Accuracy = 0.7908
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0605 - g_loss: 1.3533 - d_accuracy: 0.7565
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0905 - g_loss: 1.3233 - d_accuracy: 0.7434
Class 15 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.7755
27/27 [==============================] - 1s 40ms/step - d_loss: 1.0891 - g_loss: 1.3168 - d_accuracy: 0.7446
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0961 - g_loss: 1.3637 - d_accuracy: 0.7301Epoch 201: D Accuracy = 0.7245
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0936 - g_loss: 1.3726 - d_accuracy: 0.7299
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0518 - g_loss: 1.3230 - d_accuracy: 0.7627Epoch 202: D Accuracy = 0.7653
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0523 - g_loss: 1.3224 - d_accuracy: 0.7628
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0677 - g_loss: 1.3460 - d_accuracy: 0.7501Epoch 203: D Accuracy = 0.8061
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0668 - g_loss: 1.3421 - d_accuracy: 0.7521
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0801 - g_loss: 1.3433 - d_accuracy: 0.7433Epoch 204: D Accuracy = 0.7398
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0788 - g_loss: 1.3514 - d_accuracy: 0.7431
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0824 - g_loss: 1.3270 - d_accuracy: 0.7473Epoch 205: D Accuracy = 0.7704
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0797 - g_loss: 1.3331 - d_accuracy: 0.7481
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0709 - g_loss: 1.3610 - d_accuracy: 0.7495Epoch 206: D Accuracy = 0.7551
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0710 - g_loss: 1.3564 - d_accuracy: 0.7497
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0667 - g_loss: 1.3812 - d_accuracy: 0.7495Epoch 207: D Accuracy = 0.6633
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0710 - g_loss: 1.4082 - d_accuracy: 0.7465
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0452 - g_loss: 1.3640 - d_accuracy: 0.7597Epoch 208: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0458 - g_loss: 1.3654 - d_accuracy: 0.7593
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0774 - g_loss: 1.3890 - d_accuracy: 0.7394Epoch 209: D Accuracy = 0.7602
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0764 - g_loss: 1.3930 - d_accuracy: 0.7401
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0761 - g_loss: 1.3684 - d_accuracy: 0.7455Epoch 210: D Accuracy = 0.8010
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0748 - g_loss: 1.3564 - d_accuracy: 0.7475
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0657 - g_loss: 1.3691 - d_accuracy: 0.7520Epoch 211: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0660 - g_loss: 1.3658 - d_accuracy: 0.7520
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0680 - g_loss: 1.3988 - d_accuracy: 0.7472Epoch 212: D Accuracy = 0.6480
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0737 - g_loss: 1.4095 - d_accuracy: 0.7437
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0760 - g_loss: 1.3873 - d_accuracy: 0.7438Epoch 213: D Accuracy = 0.7857
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0768 - g_loss: 1.3775 - d_accuracy: 0.7453
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0347 - g_loss: 1.3880 - d_accuracy: 0.7625Epoch 214: D Accuracy = 0.7602
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0350 - g_loss: 1.3927 - d_accuracy: 0.7624
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0503 - g_loss: 1.4059 - d_accuracy: 0.7625Epoch 215: D Accuracy = 0.7602
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0493 - g_loss: 1.4092 - d_accuracy: 0.7624
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0497 - g_loss: 1.4073 - d_accuracy: 0.7531Epoch 216: D Accuracy = 0.7755
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0471 - g_loss: 1.4141 - d_accuracy: 0.7539
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0512 - g_loss: 1.4407 - d_accuracy: 0.7565Epoch 217: D Accuracy = 0.7041
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0512 - g_loss: 1.4573 - d_accuracy: 0.7547
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0547 - g_loss: 1.4048 - d_accuracy: 0.7517Epoch 218: D Accuracy = 0.7296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0551 - g_loss: 1.4114 - d_accuracy: 0.7509
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0410 - g_loss: 1.4055 - d_accuracy: 0.7616Epoch 219: D Accuracy = 0.7908
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0413 - g_loss: 1.3954 - d_accuracy: 0.7627
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0460 - g_loss: 1.4173 - d_accuracy: 0.7579Epoch 220: D Accuracy = 0.7551
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0466 - g_loss: 1.4140 - d_accuracy: 0.7578
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0335 - g_loss: 1.4028 - d_accuracy: 0.7665Epoch 221: D Accuracy = 0.7398
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0359 - g_loss: 1.4031 - d_accuracy: 0.7656
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0835 - g_loss: 1.4199 - d_accuracy: 0.7359Epoch 222: D Accuracy = 0.7296
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0853 - g_loss: 1.4049 - d_accuracy: 0.7357
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0242 - g_loss: 1.4303 - d_accuracy: 0.7734Epoch 223: D Accuracy = 0.7755
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0240 - g_loss: 1.4282 - d_accuracy: 0.7734
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0134 - g_loss: 1.4575 - d_accuracy: 0.7793Epoch 224: D Accuracy = 0.7908
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0124 - g_loss: 1.4558 - d_accuracy: 0.7797
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0706 - g_loss: 1.4464 - d_accuracy: 0.7398Epoch 225: D Accuracy = 0.7551
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0692 - g_loss: 1.4468 - d_accuracy: 0.7403
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0360 - g_loss: 1.4307 - d_accuracy: 0.7657Epoch 226: D Accuracy = 0.7551
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0366 - g_loss: 1.4243 - d_accuracy: 0.7653
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0387 - g_loss: 1.4484 - d_accuracy: 0.7586Epoch 227: D Accuracy = 0.8367
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0345 - g_loss: 1.4532 - d_accuracy: 0.7614
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0276 - g_loss: 1.4581 - d_accuracy: 0.7695Epoch 228: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0329 - g_loss: 1.4741 - d_accuracy: 0.7662
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0385 - g_loss: 1.4551 - d_accuracy: 0.7631Epoch 229: D Accuracy = 0.7449
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0389 - g_loss: 1.4528 - d_accuracy: 0.7625
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0482 - g_loss: 1.4599 - d_accuracy: 0.7640Epoch 230: D Accuracy = 0.7959
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0456 - g_loss: 1.4620 - d_accuracy: 0.7651
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0062 - g_loss: 1.4467 - d_accuracy: 0.7808Epoch 231: D Accuracy = 0.8469
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0030 - g_loss: 1.4415 - d_accuracy: 0.7832
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0277 - g_loss: 1.4870 - d_accuracy: 0.7669Epoch 232: D Accuracy = 0.7296
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0273 - g_loss: 1.5073 - d_accuracy: 0.7656
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0154 - g_loss: 1.4574 - d_accuracy: 0.7728Epoch 233: D Accuracy = 0.7959
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0143 - g_loss: 1.4512 - d_accuracy: 0.7736
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0305 - g_loss: 1.4712 - d_accuracy: 0.7614Epoch 234: D Accuracy = 0.7245
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0314 - g_loss: 1.4747 - d_accuracy: 0.7600
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0187 - g_loss: 1.4734 - d_accuracy: 0.7724Epoch 235: D Accuracy = 0.7653
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0207 - g_loss: 1.4567 - d_accuracy: 0.7722
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0204 - g_loss: 1.5224 - d_accuracy: 0.7689Epoch 236: D Accuracy = 0.6633
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0233 - g_loss: 1.5347 - d_accuracy: 0.7651
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0144 - g_loss: 1.4780 - d_accuracy: 0.7722Epoch 237: D Accuracy = 0.7602
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0161 - g_loss: 1.4732 - d_accuracy: 0.7718
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9974 - g_loss: 1.4823 - d_accuracy: 0.7855Epoch 238: D Accuracy = 0.8418
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9978 - g_loss: 1.4702 - d_accuracy: 0.7875
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0195 - g_loss: 1.4744 - d_accuracy: 0.7746Epoch 239: D Accuracy = 0.7806
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0197 - g_loss: 1.4638 - d_accuracy: 0.7748
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0063 - g_loss: 1.5135 - d_accuracy: 0.7811Epoch 240: D Accuracy = 0.8469
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0047 - g_loss: 1.5031 - d_accuracy: 0.7834
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0004 - g_loss: 1.5190 - d_accuracy: 0.7813Epoch 241: D Accuracy = 0.8061
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0025 - g_loss: 1.5034 - d_accuracy: 0.7822
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0396 - g_loss: 1.5322 - d_accuracy: 0.7548Epoch 242: D Accuracy = 0.7143
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0385 - g_loss: 1.5428 - d_accuracy: 0.7533
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9864 - g_loss: 1.5360 - d_accuracy: 0.7894Epoch 243: D Accuracy = 0.8112
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9858 - g_loss: 1.5359 - d_accuracy: 0.7902
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0065 - g_loss: 1.5129 - d_accuracy: 0.7805Epoch 244: D Accuracy = 0.7755
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0063 - g_loss: 1.5126 - d_accuracy: 0.7803
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9918 - g_loss: 1.5109 - d_accuracy: 0.7913Epoch 245: D Accuracy = 0.7908
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9959 - g_loss: 1.4925 - d_accuracy: 0.7913
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0058 - g_loss: 1.5591 - d_accuracy: 0.7745Epoch 246: D Accuracy = 0.6429
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0084 - g_loss: 1.5874 - d_accuracy: 0.7698
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9844 - g_loss: 1.5163 - d_accuracy: 0.7924Epoch 247: D Accuracy = 0.7704
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9883 - g_loss: 1.5017 - d_accuracy: 0.7916
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0275 - g_loss: 1.5327 - d_accuracy: 0.7636Epoch 248: D Accuracy = 0.7704
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0262 - g_loss: 1.5395 - d_accuracy: 0.7639
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9825 - g_loss: 1.5339 - d_accuracy: 0.7856Epoch 249: D Accuracy = 0.8316
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9838 - g_loss: 1.5196 - d_accuracy: 0.7872
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9731 - g_loss: 1.5729 - d_accuracy: 0.7919Epoch 250: D Accuracy = 0.7602
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9748 - g_loss: 1.5756 - d_accuracy: 0.7908
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9998 - g_loss: 1.5399 - d_accuracy: 0.7743Epoch 251: D Accuracy = 0.7551
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0025 - g_loss: 1.5253 - d_accuracy: 0.7737
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0008 - g_loss: 1.5547 - d_accuracy: 0.7812Epoch 252: D Accuracy = 0.7908
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0005 - g_loss: 1.5429 - d_accuracy: 0.7815
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0178 - g_loss: 1.5869 - d_accuracy: 0.7677Epoch 253: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0167 - g_loss: 1.5900 - d_accuracy: 0.7670
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9961 - g_loss: 1.5253 - d_accuracy: 0.7770Epoch 254: D Accuracy = 0.7806
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9983 - g_loss: 1.5084 - d_accuracy: 0.7772
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9881 - g_loss: 1.5682 - d_accuracy: 0.7792Epoch 255: D Accuracy = 0.6582
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9928 - g_loss: 1.5824 - d_accuracy: 0.7748
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0025 - g_loss: 1.5819 - d_accuracy: 0.7752Epoch 256: D Accuracy = 0.7653
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0025 - g_loss: 1.5917 - d_accuracy: 0.7748
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9948 - g_loss: 1.5735 - d_accuracy: 0.7795Epoch 257: D Accuracy = 0.6939
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9975 - g_loss: 1.5843 - d_accuracy: 0.7764
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9654 - g_loss: 1.5615 - d_accuracy: 0.7960Epoch 258: D Accuracy = 0.7449
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9660 - g_loss: 1.5690 - d_accuracy: 0.7941
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9704 - g_loss: 1.5583 - d_accuracy: 0.7991Epoch 259: D Accuracy = 0.8061
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9703 - g_loss: 1.5614 - d_accuracy: 0.7993
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0128 - g_loss: 1.5752 - d_accuracy: 0.7646Epoch 260: D Accuracy = 0.6990
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0136 - g_loss: 1.5862 - d_accuracy: 0.7623
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0062 - g_loss: 1.5562 - d_accuracy: 0.7756Epoch 261: D Accuracy = 0.8367
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0042 - g_loss: 1.5491 - d_accuracy: 0.7778
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9526 - g_loss: 1.5953 - d_accuracy: 0.8095Epoch 262: D Accuracy = 0.7857
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9542 - g_loss: 1.5906 - d_accuracy: 0.8086
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9750 - g_loss: 1.6019 - d_accuracy: 0.7879Epoch 263: D Accuracy = 0.7143
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9788 - g_loss: 1.6285 - d_accuracy: 0.7853
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9864 - g_loss: 1.5879 - d_accuracy: 0.7846Epoch 264: D Accuracy = 0.8316
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9839 - g_loss: 1.5933 - d_accuracy: 0.7862
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9877 - g_loss: 1.6076 - d_accuracy: 0.7806Epoch 265: D Accuracy = 0.7959
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9865 - g_loss: 1.6112 - d_accuracy: 0.7812
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9470 - g_loss: 1.6043 - d_accuracy: 0.8039Epoch 266: D Accuracy = 0.8469
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9421 - g_loss: 1.6224 - d_accuracy: 0.8055
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9676 - g_loss: 1.5944 - d_accuracy: 0.7968Epoch 267: D Accuracy = 0.8418
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9671 - g_loss: 1.5824 - d_accuracy: 0.7984
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9625 - g_loss: 1.6680 - d_accuracy: 0.7908Epoch 268: D Accuracy = 0.7959
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9615 - g_loss: 1.6685 - d_accuracy: 0.7909
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9380 - g_loss: 1.6076 - d_accuracy: 0.8087Epoch 269: D Accuracy = 0.8265
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9366 - g_loss: 1.6118 - d_accuracy: 0.8093
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9464 - g_loss: 1.6615 - d_accuracy: 0.8039Epoch 270: D Accuracy = 0.6939
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9510 - g_loss: 1.7004 - d_accuracy: 0.8000
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9572 - g_loss: 1.5951 - d_accuracy: 0.7979Epoch 271: D Accuracy = 0.8367
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9544 - g_loss: 1.5962 - d_accuracy: 0.7993
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9715 - g_loss: 1.6672 - d_accuracy: 0.7918Epoch 272: D Accuracy = 0.8010
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9711 - g_loss: 1.6756 - d_accuracy: 0.7921
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9629 - g_loss: 1.6489 - d_accuracy: 0.7917Epoch 273: D Accuracy = 0.7653
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9640 - g_loss: 1.6475 - d_accuracy: 0.7907
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9675 - g_loss: 1.6371 - d_accuracy: 0.7896Epoch 274: D Accuracy = 0.7806
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9665 - g_loss: 1.6463 - d_accuracy: 0.7893
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9580 - g_loss: 1.6432 - d_accuracy: 0.7989Epoch 275: D Accuracy = 0.7296
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9618 - g_loss: 1.6524 - d_accuracy: 0.7964
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9479 - g_loss: 1.6402 - d_accuracy: 0.8059Epoch 276: D Accuracy = 0.7908
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9475 - g_loss: 1.6425 - d_accuracy: 0.8054
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9524 - g_loss: 1.6604 - d_accuracy: 0.7987Epoch 277: D Accuracy = 0.7653
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9577 - g_loss: 1.6346 - d_accuracy: 0.7975
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9349 - g_loss: 1.6983 - d_accuracy: 0.8042Epoch 278: D Accuracy = 0.7092
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9367 - g_loss: 1.7147 - d_accuracy: 0.8008
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9518 - g_loss: 1.6500 - d_accuracy: 0.7987Epoch 279: D Accuracy = 0.8418
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9526 - g_loss: 1.6396 - d_accuracy: 0.8002
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9385 - g_loss: 1.6803 - d_accuracy: 0.8013Epoch 280: D Accuracy = 0.7602
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9444 - g_loss: 1.6584 - d_accuracy: 0.7998
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9434 - g_loss: 1.6717 - d_accuracy: 0.8085Epoch 281: D Accuracy = 0.8367
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9446 - g_loss: 1.6542 - d_accuracy: 0.8095
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9787 - g_loss: 1.6727 - d_accuracy: 0.7799Epoch 282: D Accuracy = 0.7908
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9781 - g_loss: 1.6597 - d_accuracy: 0.7803
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9285 - g_loss: 1.6739 - d_accuracy: 0.8115Epoch 283: D Accuracy = 0.8010
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9317 - g_loss: 1.6593 - d_accuracy: 0.8111
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9941 - g_loss: 1.7017 - d_accuracy: 0.7855Epoch 284: D Accuracy = 0.8061
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9926 - g_loss: 1.6969 - d_accuracy: 0.7862
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9123 - g_loss: 1.7014 - d_accuracy: 0.8233Epoch 285: D Accuracy = 0.8776
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9101 - g_loss: 1.6916 - d_accuracy: 0.8252
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9040 - g_loss: 1.6987 - d_accuracy: 0.8274Epoch 286: D Accuracy = 0.7959
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9035 - g_loss: 1.7104 - d_accuracy: 0.8262
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9350 - g_loss: 1.7307 - d_accuracy: 0.8017Epoch 287: D Accuracy = 0.7857
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9332 - g_loss: 1.7421 - d_accuracy: 0.8011
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9635 - g_loss: 1.7115 - d_accuracy: 0.7957Epoch 288: D Accuracy = 0.8367
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9639 - g_loss: 1.6909 - d_accuracy: 0.7972
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9394 - g_loss: 1.6990 - d_accuracy: 0.8034Epoch 289: D Accuracy = 0.7857
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9414 - g_loss: 1.6790 - d_accuracy: 0.8028
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9219 - g_loss: 1.7248 - d_accuracy: 0.8122Epoch 290: D Accuracy = 0.8622
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9213 - g_loss: 1.7193 - d_accuracy: 0.8140
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9213 - g_loss: 1.7238 - d_accuracy: 0.8074Epoch 291: D Accuracy = 0.7806
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9229 - g_loss: 1.7253 - d_accuracy: 0.8065
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9268 - g_loss: 1.7517 - d_accuracy: 0.8101Epoch 292: D Accuracy = 0.7857
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9276 - g_loss: 1.7616 - d_accuracy: 0.8092
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9393 - g_loss: 1.7036 - d_accuracy: 0.7995Epoch 293: D Accuracy = 0.8163
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9390 - g_loss: 1.7038 - d_accuracy: 0.8001
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9181 - g_loss: 1.7422 - d_accuracy: 0.8154Epoch 294: D Accuracy = 0.8316
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9165 - g_loss: 1.7455 - d_accuracy: 0.8160
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9250 - g_loss: 1.7468 - d_accuracy: 0.8108Epoch 295: D Accuracy = 0.8265
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9239 - g_loss: 1.7510 - d_accuracy: 0.8114
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9051 - g_loss: 1.7300 - d_accuracy: 0.8192Epoch 296: D Accuracy = 0.8520
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9061 - g_loss: 1.7166 - d_accuracy: 0.8203
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9212 - g_loss: 1.7712 - d_accuracy: 0.8113Epoch 297: D Accuracy = 0.6990
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9255 - g_loss: 1.7958 - d_accuracy: 0.8073
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8931 - g_loss: 1.7523 - d_accuracy: 0.8288Epoch 298: D Accuracy = 0.7755
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8945 - g_loss: 1.7654 - d_accuracy: 0.8269
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8858 - g_loss: 1.7607 - d_accuracy: 0.8322Epoch 299: D Accuracy = 0.8010
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8859 - g_loss: 1.7754 - d_accuracy: 0.8311
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9566 - g_loss: 1.7835 - d_accuracy: 0.7956
Class 15 — Epoch 300 preview:
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Epoch 300: D Accuracy = 0.7500
27/27 [==============================] - 1s 41ms/step - d_loss: 0.9593 - g_loss: 1.7838 - d_accuracy: 0.7939
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9047 - g_loss: 1.7642 - d_accuracy: 0.8215Epoch 301: D Accuracy = 0.7347
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9065 - g_loss: 1.7814 - d_accuracy: 0.8184
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9145 - g_loss: 1.7605 - d_accuracy: 0.8189Epoch 302: D Accuracy = 0.8214
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9172 - g_loss: 1.7448 - d_accuracy: 0.8190
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9297 - g_loss: 1.8146 - d_accuracy: 0.8059Epoch 303: D Accuracy = 0.8112
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9264 - g_loss: 1.8335 - d_accuracy: 0.8061
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9566 - g_loss: 1.7459 - d_accuracy: 0.7996Epoch 304: D Accuracy = 0.8010
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9534 - g_loss: 1.7613 - d_accuracy: 0.7997
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9068 - g_loss: 1.7620 - d_accuracy: 0.8193Epoch 305: D Accuracy = 0.9184
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9022 - g_loss: 1.7616 - d_accuracy: 0.8229
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9153 - g_loss: 1.7646 - d_accuracy: 0.8207Epoch 306: D Accuracy = 0.8724
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9147 - g_loss: 1.7504 - d_accuracy: 0.8225
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9345 - g_loss: 1.7857 - d_accuracy: 0.8029Epoch 307: D Accuracy = 0.8163
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9321 - g_loss: 1.7890 - d_accuracy: 0.8034
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9092 - g_loss: 1.8075 - d_accuracy: 0.8183Epoch 308: D Accuracy = 0.6837
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9144 - g_loss: 1.8389 - d_accuracy: 0.8135
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9029 - g_loss: 1.7753 - d_accuracy: 0.8238Epoch 309: D Accuracy = 0.8469
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9038 - g_loss: 1.7692 - d_accuracy: 0.8246
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9047 - g_loss: 1.7763 - d_accuracy: 0.8243Epoch 310: D Accuracy = 0.8469
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9060 - g_loss: 1.7575 - d_accuracy: 0.8251
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8796 - g_loss: 1.8291 - d_accuracy: 0.8328Epoch 311: D Accuracy = 0.8673
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8788 - g_loss: 1.8172 - d_accuracy: 0.8340
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9146 - g_loss: 1.8132 - d_accuracy: 0.8119Epoch 312: D Accuracy = 0.8673
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9108 - g_loss: 1.8149 - d_accuracy: 0.8139
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8811 - g_loss: 1.8405 - d_accuracy: 0.8254Epoch 313: D Accuracy = 0.7398
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8820 - g_loss: 1.8638 - d_accuracy: 0.8224
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9017 - g_loss: 1.8255 - d_accuracy: 0.8209Epoch 314: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9016 - g_loss: 1.8548 - d_accuracy: 0.8184
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9090 - g_loss: 1.7968 - d_accuracy: 0.8127Epoch 315: D Accuracy = 0.7755
27/27 [==============================] - 1s 39ms/step - d_loss: 0.9141 - g_loss: 1.7699 - d_accuracy: 0.8114
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8900 - g_loss: 1.8403 - d_accuracy: 0.8269Epoch 316: D Accuracy = 0.8724
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8914 - g_loss: 1.8201 - d_accuracy: 0.8285
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9521 - g_loss: 1.8274 - d_accuracy: 0.7980Epoch 317: D Accuracy = 0.8673
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9509 - g_loss: 1.8126 - d_accuracy: 0.8005
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8966 - g_loss: 1.8213 - d_accuracy: 0.8252Epoch 318: D Accuracy = 0.8673
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8964 - g_loss: 1.8055 - d_accuracy: 0.8267
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9381 - g_loss: 1.8067 - d_accuracy: 0.8045Epoch 319: D Accuracy = 0.8418
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9344 - g_loss: 1.8084 - d_accuracy: 0.8058
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8888 - g_loss: 1.8253 - d_accuracy: 0.8237Epoch 320: D Accuracy = 0.8622
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8873 - g_loss: 1.8162 - d_accuracy: 0.8251
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9116 - g_loss: 1.8594 - d_accuracy: 0.8092Epoch 321: D Accuracy = 0.8980
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9071 - g_loss: 1.8590 - d_accuracy: 0.8123
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9251 - g_loss: 1.8675 - d_accuracy: 0.8077Epoch 322: D Accuracy = 0.8469
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9217 - g_loss: 1.8701 - d_accuracy: 0.8091
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9001 - g_loss: 1.8181 - d_accuracy: 0.8259Epoch 323: D Accuracy = 0.8980
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8975 - g_loss: 1.8051 - d_accuracy: 0.8285
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8812 - g_loss: 1.8459 - d_accuracy: 0.8295Epoch 324: D Accuracy = 0.8265
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8805 - g_loss: 1.8558 - d_accuracy: 0.8294
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8503 - g_loss: 1.8664 - d_accuracy: 0.8469Epoch 325: D Accuracy = 0.8673
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8495 - g_loss: 1.8628 - d_accuracy: 0.8477
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9124 - g_loss: 1.8387 - d_accuracy: 0.8113Epoch 326: D Accuracy = 0.7908
27/27 [==============================] - 1s 36ms/step - d_loss: 0.9118 - g_loss: 1.8451 - d_accuracy: 0.8105
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8813 - g_loss: 1.8702 - d_accuracy: 0.8270Epoch 327: D Accuracy = 0.7857
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8834 - g_loss: 1.8573 - d_accuracy: 0.8255
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8541 - g_loss: 1.8729 - d_accuracy: 0.8426Epoch 328: D Accuracy = 0.8673
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8534 - g_loss: 1.8740 - d_accuracy: 0.8435
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8810 - g_loss: 1.8880 - d_accuracy: 0.8307Epoch 329: D Accuracy = 0.8776
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8807 - g_loss: 1.8734 - d_accuracy: 0.8324
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8988 - g_loss: 1.8837 - d_accuracy: 0.8210Epoch 330: D Accuracy = 0.8776
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8977 - g_loss: 1.8749 - d_accuracy: 0.8230
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8967 - g_loss: 1.8780 - d_accuracy: 0.8200Epoch 331: D Accuracy = 0.8673
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8954 - g_loss: 1.8665 - d_accuracy: 0.8217
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8471 - g_loss: 1.9101 - d_accuracy: 0.8433Epoch 332: D Accuracy = 0.8265
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8467 - g_loss: 1.9181 - d_accuracy: 0.8427
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8877 - g_loss: 1.8694 - d_accuracy: 0.8276Epoch 333: D Accuracy = 0.7908
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8886 - g_loss: 1.8724 - d_accuracy: 0.8263
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8853 - g_loss: 1.8873 - d_accuracy: 0.8274Epoch 334: D Accuracy = 0.8010
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8843 - g_loss: 1.8964 - d_accuracy: 0.8265
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1147 - g_loss: 2.0095 - d_accuracy: 0.7803Epoch 335: D Accuracy = 0.5918
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1333 - g_loss: 2.0399 - d_accuracy: 0.7736
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8968 - g_loss: 1.7865 - d_accuracy: 0.8274Epoch 336: D Accuracy = 0.8367
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8948 - g_loss: 1.7949 - d_accuracy: 0.8278
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8801 - g_loss: 1.8641 - d_accuracy: 0.8329Epoch 337: D Accuracy = 0.8469
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8784 - g_loss: 1.8676 - d_accuracy: 0.8334
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8591 - g_loss: 1.8744 - d_accuracy: 0.8409Epoch 338: D Accuracy = 0.8265
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8591 - g_loss: 1.8758 - d_accuracy: 0.8404
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8702 - g_loss: 1.8814 - d_accuracy: 0.8394Epoch 339: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8731 - g_loss: 1.8994 - d_accuracy: 0.8362
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8927 - g_loss: 1.8719 - d_accuracy: 0.8218Epoch 340: D Accuracy = 0.7704
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8970 - g_loss: 1.8744 - d_accuracy: 0.8200
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8447 - g_loss: 1.8899 - d_accuracy: 0.8418Epoch 341: D Accuracy = 0.8418
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8470 - g_loss: 1.8684 - d_accuracy: 0.8418
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8886 - g_loss: 1.9133 - d_accuracy: 0.8236Epoch 342: D Accuracy = 0.8673
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8886 - g_loss: 1.8977 - d_accuracy: 0.8252
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8730 - g_loss: 1.9191 - d_accuracy: 0.8277Epoch 343: D Accuracy = 0.7296
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8770 - g_loss: 1.9255 - d_accuracy: 0.8242
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8405 - g_loss: 1.9084 - d_accuracy: 0.8479Epoch 344: D Accuracy = 0.8469
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8397 - g_loss: 1.9124 - d_accuracy: 0.8479
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8707 - g_loss: 1.9307 - d_accuracy: 0.8324Epoch 345: D Accuracy = 0.8418
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8733 - g_loss: 1.9129 - d_accuracy: 0.8327
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8606 - g_loss: 1.9372 - d_accuracy: 0.8390Epoch 346: D Accuracy = 0.8571
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8583 - g_loss: 1.9409 - d_accuracy: 0.8397
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8568 - g_loss: 1.9267 - d_accuracy: 0.8397Epoch 347: D Accuracy = 0.8827
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8566 - g_loss: 1.9172 - d_accuracy: 0.8412
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8500 - g_loss: 1.9411 - d_accuracy: 0.8449Epoch 348: D Accuracy = 0.8673
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8486 - g_loss: 1.9395 - d_accuracy: 0.8457
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8940 - g_loss: 1.9450 - d_accuracy: 0.8210Epoch 349: D Accuracy = 0.8418
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8951 - g_loss: 1.9268 - d_accuracy: 0.8217
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8545 - g_loss: 1.9713 - d_accuracy: 0.8380Epoch 350: D Accuracy = 0.8061
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8544 - g_loss: 1.9757 - d_accuracy: 0.8369
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8589 - g_loss: 1.9466 - d_accuracy: 0.8366Epoch 351: D Accuracy = 0.8112
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8602 - g_loss: 1.9443 - d_accuracy: 0.8357
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8572 - g_loss: 1.9708 - d_accuracy: 0.8403Epoch 352: D Accuracy = 0.8061
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8608 - g_loss: 1.9487 - d_accuracy: 0.8391
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8636 - g_loss: 1.9714 - d_accuracy: 0.8337Epoch 353: D Accuracy = 0.8061
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8648 - g_loss: 1.9888 - d_accuracy: 0.8327
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8684 - g_loss: 1.9433 - d_accuracy: 0.8358Epoch 354: D Accuracy = 0.8673
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8651 - g_loss: 1.9483 - d_accuracy: 0.8369
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8652 - g_loss: 1.9750 - d_accuracy: 0.8326Epoch 355: D Accuracy = 0.8469
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8659 - g_loss: 1.9605 - d_accuracy: 0.8331
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8450 - g_loss: 1.9795 - d_accuracy: 0.8437Epoch 356: D Accuracy = 0.7245
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8574 - g_loss: 1.9433 - d_accuracy: 0.8394
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8434 - g_loss: 1.9865 - d_accuracy: 0.8454Epoch 357: D Accuracy = 0.9184
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8398 - g_loss: 1.9761 - d_accuracy: 0.8480
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8496 - g_loss: 2.0124 - d_accuracy: 0.8445Epoch 358: D Accuracy = 0.8316
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8496 - g_loss: 2.0071 - d_accuracy: 0.8440
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8977 - g_loss: 1.9872 - d_accuracy: 0.8159Epoch 359: D Accuracy = 0.8929
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8944 - g_loss: 1.9762 - d_accuracy: 0.8187
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8581 - g_loss: 2.0001 - d_accuracy: 0.8380Epoch 360: D Accuracy = 0.6531
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8691 - g_loss: 2.0301 - d_accuracy: 0.8314
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8461 - g_loss: 1.9941 - d_accuracy: 0.8438Epoch 361: D Accuracy = 0.9184
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8448 - g_loss: 1.9751 - d_accuracy: 0.8464
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8478 - g_loss: 2.0200 - d_accuracy: 0.8433Epoch 362: D Accuracy = 0.8622
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8453 - g_loss: 2.0321 - d_accuracy: 0.8440
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8269 - g_loss: 2.0140 - d_accuracy: 0.8549Epoch 363: D Accuracy = 0.8827
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8242 - g_loss: 2.0150 - d_accuracy: 0.8559
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8546 - g_loss: 2.0151 - d_accuracy: 0.8397Epoch 364: D Accuracy = 0.8622
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8521 - g_loss: 2.0259 - d_accuracy: 0.8405
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8166 - g_loss: 1.9988 - d_accuracy: 0.8631Epoch 365: D Accuracy = 0.8673
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8160 - g_loss: 2.0108 - d_accuracy: 0.8633
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8441 - g_loss: 2.0295 - d_accuracy: 0.8423Epoch 366: D Accuracy = 0.8469
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8464 - g_loss: 2.0106 - d_accuracy: 0.8424
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8341 - g_loss: 2.0902 - d_accuracy: 0.8495Epoch 367: D Accuracy = 0.6429
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8475 - g_loss: 2.1417 - d_accuracy: 0.8421
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8395 - g_loss: 2.0156 - d_accuracy: 0.8460Epoch 368: D Accuracy = 0.8469
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8420 - g_loss: 1.9978 - d_accuracy: 0.8461
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8357 - g_loss: 2.0138 - d_accuracy: 0.8455Epoch 369: D Accuracy = 0.8878
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8363 - g_loss: 1.9960 - d_accuracy: 0.8470
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8823 - g_loss: 2.0592 - d_accuracy: 0.8223Epoch 370: D Accuracy = 0.7245
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8864 - g_loss: 2.0904 - d_accuracy: 0.8188
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8773 - g_loss: 2.0132 - d_accuracy: 0.8259Epoch 371: D Accuracy = 0.8776
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8735 - g_loss: 2.0265 - d_accuracy: 0.8277
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8402 - g_loss: 2.0087 - d_accuracy: 0.8474Epoch 372: D Accuracy = 0.8724
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8426 - g_loss: 1.9893 - d_accuracy: 0.8483
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8230 - g_loss: 2.0598 - d_accuracy: 0.8491Epoch 373: D Accuracy = 0.8316
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8269 - g_loss: 2.0467 - d_accuracy: 0.8485
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8406 - g_loss: 2.0819 - d_accuracy: 0.8475Epoch 374: D Accuracy = 0.8367
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8398 - g_loss: 2.0853 - d_accuracy: 0.8472
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8672 - g_loss: 2.0370 - d_accuracy: 0.8288Epoch 375: D Accuracy = 0.8469
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8676 - g_loss: 2.0298 - d_accuracy: 0.8295
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8063 - g_loss: 2.0113 - d_accuracy: 0.8637Epoch 376: D Accuracy = 0.8776
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8049 - g_loss: 2.0122 - d_accuracy: 0.8642
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8290 - g_loss: 2.0602 - d_accuracy: 0.8495Epoch 377: D Accuracy = 0.8929
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8266 - g_loss: 2.0531 - d_accuracy: 0.8510
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8402 - g_loss: 2.0774 - d_accuracy: 0.8403Epoch 378: D Accuracy = 0.8367
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8422 - g_loss: 2.0623 - d_accuracy: 0.8402
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8498 - g_loss: 2.0574 - d_accuracy: 0.8378Epoch 379: D Accuracy = 0.8520
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8521 - g_loss: 2.0348 - d_accuracy: 0.8383
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8322 - g_loss: 2.0418 - d_accuracy: 0.8475Epoch 380: D Accuracy = 0.9286
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8284 - g_loss: 2.0388 - d_accuracy: 0.8504
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7936 - g_loss: 2.0781 - d_accuracy: 0.8663Epoch 381: D Accuracy = 0.9439
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7889 - g_loss: 2.0857 - d_accuracy: 0.8690
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8301 - g_loss: 2.0769 - d_accuracy: 0.8465Epoch 382: D Accuracy = 0.8878
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8275 - g_loss: 2.0753 - d_accuracy: 0.8480
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8379 - g_loss: 2.0824 - d_accuracy: 0.8453Epoch 383: D Accuracy = 0.9082
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8343 - g_loss: 2.0776 - d_accuracy: 0.8475
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8204 - g_loss: 2.0914 - d_accuracy: 0.8527Epoch 384: D Accuracy = 0.8367
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8189 - g_loss: 2.1034 - d_accuracy: 0.8522
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8819 - g_loss: 2.0850 - d_accuracy: 0.8251Epoch 385: D Accuracy = 0.8673
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8793 - g_loss: 2.0890 - d_accuracy: 0.8266
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8208 - g_loss: 2.0765 - d_accuracy: 0.8524Epoch 386: D Accuracy = 0.8827
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8198 - g_loss: 2.0747 - d_accuracy: 0.8535
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8208 - g_loss: 2.1075 - d_accuracy: 0.8485Epoch 387: D Accuracy = 0.8163
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8204 - g_loss: 2.1090 - d_accuracy: 0.8474
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7995 - g_loss: 2.1005 - d_accuracy: 0.8653Epoch 388: D Accuracy = 0.8112
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7997 - g_loss: 2.1126 - d_accuracy: 0.8633
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8436 - g_loss: 2.1205 - d_accuracy: 0.8414Epoch 389: D Accuracy = 0.8571
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8406 - g_loss: 2.1270 - d_accuracy: 0.8419
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8208 - g_loss: 2.1065 - d_accuracy: 0.8549Epoch 390: D Accuracy = 0.8878
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8179 - g_loss: 2.1087 - d_accuracy: 0.8561
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8325 - g_loss: 2.1050 - d_accuracy: 0.8452Epoch 391: D Accuracy = 0.8469
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8311 - g_loss: 2.1256 - d_accuracy: 0.8452
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8529 - g_loss: 2.0786 - d_accuracy: 0.8376Epoch 392: D Accuracy = 0.8878
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8526 - g_loss: 2.0582 - d_accuracy: 0.8394
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8266 - g_loss: 2.1498 - d_accuracy: 0.8499Epoch 393: D Accuracy = 0.8929
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8259 - g_loss: 2.1317 - d_accuracy: 0.8514
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8399 - g_loss: 2.1418 - d_accuracy: 0.8388Epoch 394: D Accuracy = 0.8520
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8380 - g_loss: 2.1497 - d_accuracy: 0.8393
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0100 - g_loss: 2.2307 - d_accuracy: 0.8075Epoch 395: D Accuracy = 0.7041
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0138 - g_loss: 2.2518 - d_accuracy: 0.8038
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7985 - g_loss: 2.0146 - d_accuracy: 0.8679Epoch 396: D Accuracy = 0.8673
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7981 - g_loss: 2.0204 - d_accuracy: 0.8679
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8096 - g_loss: 2.0974 - d_accuracy: 0.8568Epoch 397: D Accuracy = 0.8878
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8099 - g_loss: 2.0879 - d_accuracy: 0.8579
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8036 - g_loss: 2.0997 - d_accuracy: 0.8622Epoch 398: D Accuracy = 0.8622
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8026 - g_loss: 2.1081 - d_accuracy: 0.8622
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8153 - g_loss: 2.1347 - d_accuracy: 0.8521Epoch 399: D Accuracy = 0.8673
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8174 - g_loss: 2.1248 - d_accuracy: 0.8527
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7873 - g_loss: 2.1306 - d_accuracy: 0.8669
Class 15 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.8163
27/27 [==============================] - 1s 41ms/step - d_loss: 0.7872 - g_loss: 2.1510 - d_accuracy: 0.8651
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8507 - g_loss: 2.0968 - d_accuracy: 0.8345Epoch 401: D Accuracy = 0.8061
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8508 - g_loss: 2.0970 - d_accuracy: 0.8335
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8256 - g_loss: 2.1201 - d_accuracy: 0.8471Epoch 402: D Accuracy = 0.8316
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8251 - g_loss: 2.1257 - d_accuracy: 0.8465
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8133 - g_loss: 2.1178 - d_accuracy: 0.8524Epoch 403: D Accuracy = 0.8980
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8099 - g_loss: 2.1343 - d_accuracy: 0.8540
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7814 - g_loss: 2.1707 - d_accuracy: 0.8684Epoch 404: D Accuracy = 0.9031
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7789 - g_loss: 2.1773 - d_accuracy: 0.8696
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8089 - g_loss: 2.1774 - d_accuracy: 0.8527Epoch 405: D Accuracy = 0.8980
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8052 - g_loss: 2.1835 - d_accuracy: 0.8543
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8305 - g_loss: 2.1477 - d_accuracy: 0.8448Epoch 406: D Accuracy = 0.8878
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8289 - g_loss: 2.1321 - d_accuracy: 0.8463
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7802 - g_loss: 2.2073 - d_accuracy: 0.8705Epoch 407: D Accuracy = 0.7296
27/27 [==============================] - 1s 38ms/step - d_loss: 0.7862 - g_loss: 2.2526 - d_accuracy: 0.8655
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8314 - g_loss: 2.1818 - d_accuracy: 0.8434Epoch 408: D Accuracy = 0.7143
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8361 - g_loss: 2.2001 - d_accuracy: 0.8388
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8008 - g_loss: 2.1391 - d_accuracy: 0.8648Epoch 409: D Accuracy = 0.9235
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7984 - g_loss: 2.1278 - d_accuracy: 0.8669
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7823 - g_loss: 2.2529 - d_accuracy: 0.8676Epoch 410: D Accuracy = 0.6837
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7927 - g_loss: 2.2751 - d_accuracy: 0.8611
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8059 - g_loss: 2.1366 - d_accuracy: 0.8596Epoch 411: D Accuracy = 0.8265
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8062 - g_loss: 2.1459 - d_accuracy: 0.8584
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7925 - g_loss: 2.1967 - d_accuracy: 0.8616Epoch 412: D Accuracy = 0.8367
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7928 - g_loss: 2.2116 - d_accuracy: 0.8607
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7954 - g_loss: 2.2024 - d_accuracy: 0.8593Epoch 413: D Accuracy = 0.9082
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7942 - g_loss: 2.1852 - d_accuracy: 0.8610
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7896 - g_loss: 2.1975 - d_accuracy: 0.8660Epoch 414: D Accuracy = 0.8980
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7890 - g_loss: 2.1933 - d_accuracy: 0.8672
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8241 - g_loss: 2.1874 - d_accuracy: 0.8456Epoch 415: D Accuracy = 0.8673
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8242 - g_loss: 2.1777 - d_accuracy: 0.8464
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7981 - g_loss: 2.2012 - d_accuracy: 0.8617Epoch 416: D Accuracy = 0.7806
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8029 - g_loss: 2.2180 - d_accuracy: 0.8588
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8024 - g_loss: 2.1961 - d_accuracy: 0.8587Epoch 417: D Accuracy = 0.8929
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8036 - g_loss: 2.1796 - d_accuracy: 0.8600
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7971 - g_loss: 2.2176 - d_accuracy: 0.8563Epoch 418: D Accuracy = 0.8776
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7975 - g_loss: 2.2046 - d_accuracy: 0.8570
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7944 - g_loss: 2.2195 - d_accuracy: 0.8612Epoch 419: D Accuracy = 0.7602
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8011 - g_loss: 2.2270 - d_accuracy: 0.8576
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8350 - g_loss: 2.2074 - d_accuracy: 0.8431Epoch 420: D Accuracy = 0.8367
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8339 - g_loss: 2.2388 - d_accuracy: 0.8428
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8065 - g_loss: 2.1906 - d_accuracy: 0.8580Epoch 421: D Accuracy = 0.9031
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8056 - g_loss: 2.1724 - d_accuracy: 0.8596
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7785 - g_loss: 2.2599 - d_accuracy: 0.8700Epoch 422: D Accuracy = 0.8929
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7792 - g_loss: 2.2362 - d_accuracy: 0.8708
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7843 - g_loss: 2.2434 - d_accuracy: 0.8685Epoch 423: D Accuracy = 0.8724
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7849 - g_loss: 2.2274 - d_accuracy: 0.8687
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8185 - g_loss: 2.2323 - d_accuracy: 0.8494Epoch 424: D Accuracy = 0.7704
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8216 - g_loss: 2.2390 - d_accuracy: 0.8466
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8010 - g_loss: 2.2111 - d_accuracy: 0.8625Epoch 425: D Accuracy = 0.9235
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7988 - g_loss: 2.1969 - d_accuracy: 0.8647
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7771 - g_loss: 2.2446 - d_accuracy: 0.8691Epoch 426: D Accuracy = 0.8673
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7749 - g_loss: 2.2544 - d_accuracy: 0.8690
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8223 - g_loss: 2.2546 - d_accuracy: 0.8450Epoch 427: D Accuracy = 0.8316
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8223 - g_loss: 2.2417 - d_accuracy: 0.8446
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7579 - g_loss: 2.2255 - d_accuracy: 0.8778Epoch 428: D Accuracy = 0.8929
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7566 - g_loss: 2.2345 - d_accuracy: 0.8784
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7990 - g_loss: 2.2491 - d_accuracy: 0.8595Epoch 429: D Accuracy = 0.8367
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8034 - g_loss: 2.2283 - d_accuracy: 0.8587
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8150 - g_loss: 2.2746 - d_accuracy: 0.8519Epoch 430: D Accuracy = 0.8776
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8134 - g_loss: 2.2769 - d_accuracy: 0.8529
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7762 - g_loss: 2.2601 - d_accuracy: 0.8732Epoch 431: D Accuracy = 0.8265
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7786 - g_loss: 2.2620 - d_accuracy: 0.8715
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8283 - g_loss: 2.2792 - d_accuracy: 0.8427Epoch 432: D Accuracy = 0.7449
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8316 - g_loss: 2.3144 - d_accuracy: 0.8392
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7598 - g_loss: 2.2550 - d_accuracy: 0.8799Epoch 433: D Accuracy = 0.9031
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7592 - g_loss: 2.2458 - d_accuracy: 0.8808
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7924 - g_loss: 2.2422 - d_accuracy: 0.8590Epoch 434: D Accuracy = 0.9082
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7903 - g_loss: 2.2298 - d_accuracy: 0.8608
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7659 - g_loss: 2.2926 - d_accuracy: 0.8731Epoch 435: D Accuracy = 0.8520
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7692 - g_loss: 2.2752 - d_accuracy: 0.8724
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7544 - g_loss: 2.2684 - d_accuracy: 0.8767Epoch 436: D Accuracy = 0.8673
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7552 - g_loss: 2.2650 - d_accuracy: 0.8764
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7812 - g_loss: 2.2708 - d_accuracy: 0.8681Epoch 437: D Accuracy = 0.9082
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7818 - g_loss: 2.2521 - d_accuracy: 0.8696
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8153 - g_loss: 2.2681 - d_accuracy: 0.8491Epoch 438: D Accuracy = 0.8673
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8115 - g_loss: 2.2794 - d_accuracy: 0.8498
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7645 - g_loss: 2.2647 - d_accuracy: 0.8707Epoch 439: D Accuracy = 0.8010
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7668 - g_loss: 2.2795 - d_accuracy: 0.8682
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7874 - g_loss: 2.3138 - d_accuracy: 0.8663Epoch 440: D Accuracy = 0.8265
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7867 - g_loss: 2.3285 - d_accuracy: 0.8648
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7638 - g_loss: 2.3313 - d_accuracy: 0.8729Epoch 441: D Accuracy = 0.8724
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7644 - g_loss: 2.3193 - d_accuracy: 0.8729
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8359 - g_loss: 2.3201 - d_accuracy: 0.8435Epoch 442: D Accuracy = 0.8010
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8365 - g_loss: 2.3225 - d_accuracy: 0.8420
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7739 - g_loss: 2.2712 - d_accuracy: 0.8720Epoch 443: D Accuracy = 0.9082
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7715 - g_loss: 2.2594 - d_accuracy: 0.8733
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7952 - g_loss: 2.3045 - d_accuracy: 0.8552Epoch 444: D Accuracy = 0.8520
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7939 - g_loss: 2.3208 - d_accuracy: 0.8551
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8184 - g_loss: 2.3042 - d_accuracy: 0.8485Epoch 445: D Accuracy = 0.8776
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8162 - g_loss: 2.3037 - d_accuracy: 0.8495
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7609 - g_loss: 2.2560 - d_accuracy: 0.8780Epoch 446: D Accuracy = 0.8673
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7622 - g_loss: 2.2446 - d_accuracy: 0.8777
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8111 - g_loss: 2.2913 - d_accuracy: 0.8508Epoch 447: D Accuracy = 0.8673
27/27 [==============================] - 1s 36ms/step - d_loss: 0.8089 - g_loss: 2.2941 - d_accuracy: 0.8514
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7448 - g_loss: 2.3273 - d_accuracy: 0.8833Epoch 448: D Accuracy = 0.8776
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7497 - g_loss: 2.2986 - d_accuracy: 0.8831
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7830 - g_loss: 2.3742 - d_accuracy: 0.8618Epoch 449: D Accuracy = 0.8571
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7818 - g_loss: 2.3729 - d_accuracy: 0.8616
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7442 - g_loss: 2.3726 - d_accuracy: 0.8829Epoch 450: D Accuracy = 0.8776
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7425 - g_loss: 2.4000 - d_accuracy: 0.8827
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7359 - g_loss: 2.3450 - d_accuracy: 0.8843Epoch 451: D Accuracy = 0.8265
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7390 - g_loss: 2.3579 - d_accuracy: 0.8823
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7946 - g_loss: 2.3026 - d_accuracy: 0.8590Epoch 452: D Accuracy = 0.8776
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7950 - g_loss: 2.2866 - d_accuracy: 0.8597
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7640 - g_loss: 2.3976 - d_accuracy: 0.8725Epoch 453: D Accuracy = 0.8112
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7655 - g_loss: 2.4154 - d_accuracy: 0.8703
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7734 - g_loss: 2.3152 - d_accuracy: 0.8719Epoch 454: D Accuracy = 0.8724
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7711 - g_loss: 2.3347 - d_accuracy: 0.8719
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7917 - g_loss: 2.3245 - d_accuracy: 0.8615Epoch 455: D Accuracy = 0.9490
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7880 - g_loss: 2.3088 - d_accuracy: 0.8647
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7708 - g_loss: 2.3332 - d_accuracy: 0.8717Epoch 456: D Accuracy = 0.9031
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7707 - g_loss: 2.3269 - d_accuracy: 0.8728
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7753 - g_loss: 2.3484 - d_accuracy: 0.8644Epoch 457: D Accuracy = 0.8929
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7744 - g_loss: 2.3371 - d_accuracy: 0.8654
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7855 - g_loss: 2.3251 - d_accuracy: 0.8588Epoch 458: D Accuracy = 0.8673
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7903 - g_loss: 2.2948 - d_accuracy: 0.8591
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7792 - g_loss: 2.3460 - d_accuracy: 0.8656Epoch 459: D Accuracy = 0.8878
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7802 - g_loss: 2.3220 - d_accuracy: 0.8664
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7677 - g_loss: 2.3866 - d_accuracy: 0.8710Epoch 460: D Accuracy = 0.8929
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7669 - g_loss: 2.3843 - d_accuracy: 0.8718
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7714 - g_loss: 2.3558 - d_accuracy: 0.8660Epoch 461: D Accuracy = 0.8163
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7786 - g_loss: 2.3249 - d_accuracy: 0.8643
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8299 - g_loss: 2.4031 - d_accuracy: 0.8459Epoch 462: D Accuracy = 0.8827
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8249 - g_loss: 2.4084 - d_accuracy: 0.8472
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7891 - g_loss: 2.3364 - d_accuracy: 0.8589Epoch 463: D Accuracy = 0.7653
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7934 - g_loss: 2.3587 - d_accuracy: 0.8556
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7870 - g_loss: 2.3227 - d_accuracy: 0.8624Epoch 464: D Accuracy = 0.8827
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7855 - g_loss: 2.3140 - d_accuracy: 0.8631
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7240 - g_loss: 2.3705 - d_accuracy: 0.8887Epoch 465: D Accuracy = 0.8622
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7281 - g_loss: 2.3513 - d_accuracy: 0.8878
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7745 - g_loss: 2.3646 - d_accuracy: 0.8683Epoch 466: D Accuracy = 0.9082
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7734 - g_loss: 2.3503 - d_accuracy: 0.8697
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7589 - g_loss: 2.3661 - d_accuracy: 0.8713Epoch 467: D Accuracy = 0.8878
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7611 - g_loss: 2.3449 - d_accuracy: 0.8719
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7439 - g_loss: 2.3890 - d_accuracy: 0.8770Epoch 468: D Accuracy = 0.9082
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7418 - g_loss: 2.3908 - d_accuracy: 0.8781
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7192 - g_loss: 2.3615 - d_accuracy: 0.8895Epoch 469: D Accuracy = 0.9184
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7200 - g_loss: 2.3498 - d_accuracy: 0.8905
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7781 - g_loss: 2.4470 - d_accuracy: 0.8609Epoch 470: D Accuracy = 0.7704
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7799 - g_loss: 2.4964 - d_accuracy: 0.8576
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7418 - g_loss: 2.3973 - d_accuracy: 0.8812Epoch 471: D Accuracy = 0.9133
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7394 - g_loss: 2.3926 - d_accuracy: 0.8823
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7801 - g_loss: 2.4216 - d_accuracy: 0.8637Epoch 472: D Accuracy = 0.7092
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7859 - g_loss: 2.4565 - d_accuracy: 0.8581
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7498 - g_loss: 2.3734 - d_accuracy: 0.8816Epoch 473: D Accuracy = 0.8980
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7503 - g_loss: 2.3553 - d_accuracy: 0.8822
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7927 - g_loss: 2.4009 - d_accuracy: 0.8539Epoch 474: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7970 - g_loss: 2.4322 - d_accuracy: 0.8502
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7487 - g_loss: 2.3950 - d_accuracy: 0.8818Epoch 475: D Accuracy = 0.8316
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7515 - g_loss: 2.4097 - d_accuracy: 0.8800
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7484 - g_loss: 2.4035 - d_accuracy: 0.8803Epoch 476: D Accuracy = 0.8980
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7512 - g_loss: 2.3846 - d_accuracy: 0.8810
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7605 - g_loss: 2.4191 - d_accuracy: 0.8689Epoch 477: D Accuracy = 0.8469
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7610 - g_loss: 2.4250 - d_accuracy: 0.8681
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7433 - g_loss: 2.4018 - d_accuracy: 0.8827Epoch 478: D Accuracy = 0.9184
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7408 - g_loss: 2.4040 - d_accuracy: 0.8840
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7229 - g_loss: 2.4422 - d_accuracy: 0.8884Epoch 479: D Accuracy = 0.8929
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7239 - g_loss: 2.4158 - d_accuracy: 0.8886
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7608 - g_loss: 2.4093 - d_accuracy: 0.8756Epoch 480: D Accuracy = 0.9184
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7609 - g_loss: 2.3892 - d_accuracy: 0.8771
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7787 - g_loss: 2.4090 - d_accuracy: 0.8629Epoch 481: D Accuracy = 0.8929
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7784 - g_loss: 2.3948 - d_accuracy: 0.8640
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7595 - g_loss: 2.4435 - d_accuracy: 0.8713Epoch 482: D Accuracy = 0.8367
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7579 - g_loss: 2.4663 - d_accuracy: 0.8700
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7283 - g_loss: 2.3944 - d_accuracy: 0.8902Epoch 483: D Accuracy = 0.9133
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7285 - g_loss: 2.3839 - d_accuracy: 0.8910
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7445 - g_loss: 2.4429 - d_accuracy: 0.8806Epoch 484: D Accuracy = 0.9439
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7427 - g_loss: 2.4241 - d_accuracy: 0.8828
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7519 - g_loss: 2.4791 - d_accuracy: 0.8785Epoch 485: D Accuracy = 0.8827
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7558 - g_loss: 2.4452 - d_accuracy: 0.8786
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7323 - g_loss: 2.4628 - d_accuracy: 0.8833Epoch 486: D Accuracy = 0.8418
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7345 - g_loss: 2.4691 - d_accuracy: 0.8818
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7306 - g_loss: 2.4561 - d_accuracy: 0.8869Epoch 487: D Accuracy = 0.8724
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7314 - g_loss: 2.4664 - d_accuracy: 0.8864
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7291 - g_loss: 2.4560 - d_accuracy: 0.8875Epoch 488: D Accuracy = 0.9388
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7279 - g_loss: 2.4413 - d_accuracy: 0.8893
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7784 - g_loss: 2.4847 - d_accuracy: 0.8628Epoch 489: D Accuracy = 0.8776
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7746 - g_loss: 2.5015 - d_accuracy: 0.8633
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7360 - g_loss: 2.4280 - d_accuracy: 0.8811Epoch 490: D Accuracy = 0.8571
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7371 - g_loss: 2.4176 - d_accuracy: 0.8803
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7251 - g_loss: 2.4802 - d_accuracy: 0.8893Epoch 491: D Accuracy = 0.7755
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7409 - g_loss: 2.4287 - d_accuracy: 0.8852
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8154 - g_loss: 2.5357 - d_accuracy: 0.8454Epoch 492: D Accuracy = 0.8367
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8146 - g_loss: 2.5456 - d_accuracy: 0.8451
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7514 - g_loss: 2.4495 - d_accuracy: 0.8804Epoch 493: D Accuracy = 0.9337
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7483 - g_loss: 2.4401 - d_accuracy: 0.8823
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7933 - g_loss: 2.4907 - d_accuracy: 0.8548Epoch 494: D Accuracy = 0.8724
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7904 - g_loss: 2.5182 - d_accuracy: 0.8554
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7190 - g_loss: 2.4931 - d_accuracy: 0.8925Epoch 495: D Accuracy = 0.9337
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7160 - g_loss: 2.5022 - d_accuracy: 0.8940
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7199 - g_loss: 2.5083 - d_accuracy: 0.8886Epoch 496: D Accuracy = 0.9286
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7172 - g_loss: 2.5097 - d_accuracy: 0.8900
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7264 - g_loss: 2.5344 - d_accuracy: 0.8857Epoch 497: D Accuracy = 0.8980
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7259 - g_loss: 2.5385 - d_accuracy: 0.8861
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7430 - g_loss: 2.4682 - d_accuracy: 0.8823Epoch 498: D Accuracy = 0.9031
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7416 - g_loss: 2.4576 - d_accuracy: 0.8830
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7462 - g_loss: 2.5015 - d_accuracy: 0.8821Epoch 499: D Accuracy = 0.9031
27/27 [==============================] - 1s 36ms/step - d_loss: 0.7437 - g_loss: 2.4915 - d_accuracy: 0.8829
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6900 - g_loss: 2.5288 - d_accuracy: 0.9049
Class 15 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.9388
27/27 [==============================] - 1s 47ms/step - d_loss: 0.6890 - g_loss: 2.5168 - d_accuracy: 0.9061
Saved final generator weights for class 0 to 16Models_saved_generators_600epochs(last)\final_generator_class_0.h5
Saved final generator weights for class 1 to 16Models_saved_generators_600epochs(last)\final_generator_class_1.h5
Saved final generator weights for class 2 to 16Models_saved_generators_600epochs(last)\final_generator_class_2.h5
Saved final generator weights for class 3 to 16Models_saved_generators_600epochs(last)\final_generator_class_3.h5
Saved final generator weights for class 4 to 16Models_saved_generators_600epochs(last)\final_generator_class_4.h5
Saved final generator weights for class 5 to 16Models_saved_generators_600epochs(last)\final_generator_class_5.h5
Saved final generator weights for class 6 to 16Models_saved_generators_600epochs(last)\final_generator_class_6.h5
Saved final generator weights for class 7 to 16Models_saved_generators_600epochs(last)\final_generator_class_7.h5
Saved final generator weights for class 8 to 16Models_saved_generators_600epochs(last)\final_generator_class_8.h5
Saved final generator weights for class 9 to 16Models_saved_generators_600epochs(last)\final_generator_class_9.h5
Saved final generator weights for class 10 to 16Models_saved_generators_600epochs(last)\final_generator_class_10.h5
Saved final generator weights for class 11 to 16Models_saved_generators_600epochs(last)\final_generator_class_11.h5
Saved final generator weights for class 12 to 16Models_saved_generators_600epochs(last)\final_generator_class_12.h5
Saved final generator weights for class 13 to 16Models_saved_generators_600epochs(last)\final_generator_class_13.h5
Saved final generator weights for class 14 to 16Models_saved_generators_600epochs(last)\final_generator_class_14.h5
Saved final generator weights for class 15 to 16Models_saved_generators_600epochs(last)\final_generator_class_15.h5
In [29]:
# === Final Save and Grid ===
def generate_and_save(dcgan_models, latent_dim=128, images_per_class=10, save_dir="16Models_DCGAN_600epochs_images"):
    os.makedirs(save_dir, exist_ok=True)
    num_classes = len(dcgan_models)
    all_images = []

    for class_idx, dcgan in dcgan_models.items():
        noise = np.random.normal(0, 1, (images_per_class, latent_dim))
        generated_images = dcgan.generator.predict(noise)
        generated_images = 0.5 * generated_images + 0.5

        class_dir = os.path.join(save_dir, f"class_{class_idx}")
        os.makedirs(class_dir, exist_ok=True)

        for i in range(images_per_class):
            img = generated_images[i, :, :, 0]
            all_images.append(img)
            plt.imsave(os.path.join(class_dir, f"img_{i+1}.png"), img, cmap='gray')

    # Save a grid of all generated images
    fig, axes = plt.subplots(num_classes, images_per_class, figsize=(images_per_class, num_classes))
    fig.suptitle("DCGAN Generated Samples per Class", fontsize=16)

    for i, ax in enumerate(axes.flat):
        ax.imshow(all_images[i], cmap='gray')
        ax.axis('off')

    grid_path = os.path.join(save_dir, "grid_160images_600epochs.png")
    plt.tight_layout()
    plt.savefig(grid_path)
    plt.show()
    print(f"Images saved to folder: {save_dir}")
    print(f"Grid saved as: {grid_path}")

def plot_loss_history(histories):
    for class_idx, history in histories.items():
        g_loss = history.history['g_loss']
        d_loss = history.history['d_loss']
        d_acc = history.history.get('d_accuracy', None)
        epochs_range = range(1, len(g_loss) + 1)

        plt.figure(figsize=(12, 4))

        plt.subplot(1, 2, 1)
        plt.plot(epochs_range, d_loss, label="Discriminator Loss")
        plt.plot(epochs_range, g_loss, label="Generator Loss")
        plt.title(f"Loss — Class {class_idx}")
        plt.xlabel("Epochs")
        plt.ylabel("Loss")
        plt.legend()
        plt.grid(True)

        if d_acc is not None:
            plt.subplot(1, 2, 2)
            plt.plot(epochs_range, d_acc, label="Discriminator Accuracy", color='green')
            plt.title(f"Discriminator Accuracy — Class {class_idx}")
            plt.xlabel("Epochs")
            plt.ylabel("Accuracy")
            plt.grid(True)
            plt.legend()

        plt.tight_layout()
        plt.show()

        
for class_idx, dcgan in dcgan_models.items():
    gen = dcgan.generator
    weight_path = os.path.join(final_save_dir, f"final_generator_class_{class_idx}.h5")
    gen.save_weights(weight_path)
    print(f"Saved generator weights for class {class_idx} to {weight_path}")
Saved generator weights for class 0 to 16Models_saved_generators_600epochs(last)\final_generator_class_0.h5
Saved generator weights for class 1 to 16Models_saved_generators_600epochs(last)\final_generator_class_1.h5
Saved generator weights for class 2 to 16Models_saved_generators_600epochs(last)\final_generator_class_2.h5
Saved generator weights for class 3 to 16Models_saved_generators_600epochs(last)\final_generator_class_3.h5
Saved generator weights for class 4 to 16Models_saved_generators_600epochs(last)\final_generator_class_4.h5
Saved generator weights for class 5 to 16Models_saved_generators_600epochs(last)\final_generator_class_5.h5
Saved generator weights for class 6 to 16Models_saved_generators_600epochs(last)\final_generator_class_6.h5
Saved generator weights for class 7 to 16Models_saved_generators_600epochs(last)\final_generator_class_7.h5
Saved generator weights for class 8 to 16Models_saved_generators_600epochs(last)\final_generator_class_8.h5
Saved generator weights for class 9 to 16Models_saved_generators_600epochs(last)\final_generator_class_9.h5
Saved generator weights for class 10 to 16Models_saved_generators_600epochs(last)\final_generator_class_10.h5
Saved generator weights for class 11 to 16Models_saved_generators_600epochs(last)\final_generator_class_11.h5
Saved generator weights for class 12 to 16Models_saved_generators_600epochs(last)\final_generator_class_12.h5
Saved generator weights for class 13 to 16Models_saved_generators_600epochs(last)\final_generator_class_13.h5
Saved generator weights for class 14 to 16Models_saved_generators_600epochs(last)\final_generator_class_14.h5
Saved generator weights for class 15 to 16Models_saved_generators_600epochs(last)\final_generator_class_15.h5
In [30]:
generate_and_save(dcgan_models, latent_dim=latent_dim, images_per_class=10)
1/1 [==============================] - 0s 125ms/step
1/1 [==============================] - 0s 91ms/step
1/1 [==============================] - 0s 96ms/step
1/1 [==============================] - 0s 96ms/step
WARNING:tensorflow:5 out of the last 5 calls to <function Model.make_predict_function.<locals>.predict_function at 0x0000021A31F2EA60> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.
1/1 [==============================] - 0s 93ms/step
WARNING:tensorflow:6 out of the last 6 calls to <function Model.make_predict_function.<locals>.predict_function at 0x0000021A2E96A9D0> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has reduce_retracing=True option that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/guide/function#controlling_retracing and https://www.tensorflow.org/api_docs/python/tf/function for  more details.
1/1 [==============================] - 0s 90ms/step
1/1 [==============================] - 0s 98ms/step
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Images saved to folder: 16Models_DCGAN_600epochs_images
Grid saved as: 16Models_DCGAN_600epochs_images\grid_160images_600epochs.png
In [31]:
plt.plot(history.history['d_accuracy'])
plt.title("Discriminator Accuracy over Epochs")
plt.xlabel("Epoch")
plt.ylabel("Accuracy")
plt.grid(True)
plt.show()
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In [32]:
plot_loss_history(histories)
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In [33]:
import tensorflow as tf
import matplotlib.pyplot as plt

# Trained characters (16 letters, case-insensitive)
trained_letters = list("ABDEFGIJLNOPQTXZ")
label_to_index = {ch: idx for idx, ch in enumerate(trained_letters)}

def generate_word_from_models(dcgan_models, word, latent_dim=128):
    """
    Generate a word using DCGANs trained on 16 letters (A–Z, no case).
    Skips untrained letters.
    """
    word = word.upper()
    valid_letters = []
    valid_indices = []

    for ch in word:
        if ch in label_to_index:
            valid_letters.append(ch)
            valid_indices.append(label_to_index[ch])
        else:
            print(f"Skipping '{ch}' — not trained.")

    if not valid_letters:
        print("No valid letters to generate.")
        return

    noise = tf.random.normal((len(valid_letters), latent_dim))

    images = []
    for i, class_idx in enumerate(valid_indices):
        gen = dcgan_models[class_idx].generator
        img_tensor = gen(noise[i:i+1], training=False)
        img = (img_tensor[0, :, :, 0] * 0.5) + 0.5
        images.append(img.numpy())

    fig, axes = plt.subplots(1, len(images), figsize=(len(images)*1.5, 2))
    for ax, img, ch in zip(axes, images, valid_letters):
        ax.imshow(img, cmap='gray')
        ax.axis('off')
        ax.set_title(ch)
    plt.tight_layout()
    plt.show()
In [34]:
generate_word_from_models(dcgan_models, "DEEPLEARNING", latent_dim=128)
generate_word_from_models(dcgan_models, "DAAA", latent_dim=128)
Skipping 'R' — not trained.
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In [35]:
def load_final_and_save_grid(final_save_dir, latent_dim=128, images_per_class=10, output_path="grid_final_160.png"):
    all_images = []

    for class_idx in range(16):
        generator = build_generator(latent_dim, channels=1)
        weight_path = os.path.join(final_save_dir, f"final_generator_class_{class_idx}.h5")
        generator.load_weights(weight_path)

        noise = np.random.normal(0, 1, (images_per_class, latent_dim))
        generated = generator.predict(noise)
        generated = 0.5 * generated + 0.5

        for i in range(images_per_class):
            all_images.append(generated[i, :, :, 0])

    fig, axes = plt.subplots(16, 10, figsize=(10, 16))
    for idx, ax in enumerate(axes.flat):
        ax.imshow(all_images[idx], cmap='gray')
        ax.axis('off')
    plt.tight_layout()
    plt.suptitle("Final Generator — 160 Images", fontsize=16)
    plt.subplots_adjust(top=0.95)
    plt.savefig(output_path)
    plt.show()
    print(f"Final 160-image grid saved as: {output_path}")
In [36]:
load_final_and_save_grid("16Models_saved_generators_600epochs(last)", output_path="grid_final_160.png")
1/1 [==============================] - 0s 90ms/step
1/1 [==============================] - 0s 91ms/step
1/1 [==============================] - 0s 90ms/step
1/1 [==============================] - 0s 92ms/step
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Final 160-image grid saved as: grid_final_160.png
In [37]:
load_final_and_save_grid("16Models_saved_generators_600epochs(last)", output_path="grid_final_160(2).png")
1/1 [==============================] - 0s 92ms/step
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Final 160-image grid saved as: grid_final_160(2).png
In [38]:
def load_best_and_save_grid(best_save_dir, latent_dim=128, images_per_class=10, output_path="grid_best_160.png"):
    all_images = []

    for class_idx in range(16):
        generator = build_generator(latent_dim, channels=1)
        weight_path = os.path.join(best_save_dir, f"best_generator_class_{class_idx}.h5")
        generator.load_weights(weight_path)

        noise = np.random.normal(0, 1, (images_per_class, latent_dim))
        generated = generator.predict(noise)
        generated = 0.5 * generated + 0.5

        for i in range(images_per_class):
            all_images.append(generated[i, :, :, 0])

    fig, axes = plt.subplots(16, 10, figsize=(10, 16))
    for idx, ax in enumerate(axes.flat):
        ax.imshow(all_images[idx], cmap='gray')
        ax.axis('off')
    plt.tight_layout()
    plt.suptitle("Best Generator — 160 Images", fontsize=16)
    plt.subplots_adjust(top=0.95)
    plt.savefig(output_path)
    plt.show()
    print(f"Best 160-image grid saved as: {output_path}")
In [42]:
def load_dcgan_models_from_weights(weight_dir, latent_dim=128):
    dcgan_models = {}
    for class_idx in range(16):
        generator = build_generator(latent_dim, channels=1)
        weight_path = os.path.join(weight_dir, f"best_generator_class_{class_idx}.h5")
        if not os.path.exists(weight_path):  # Try loading final weights if best not found
            weight_path = os.path.join(weight_dir, f"final_generator_class_{class_idx}.h5")
        generator.load_weights(weight_path)

        # Wrap inside dummy DCGAN model structure
        dcgan = tf.keras.models.Model()
        dcgan.generator = generator
        dcgan_models[class_idx] = dcgan
    return dcgan_models
In [57]:
# For final weights
dcgan_models_final = load_dcgan_models_from_weights("16Models_saved_generators_600epochs(last)")
In [70]:
generate_word_from_models(dcgan_models_final, "DEEP LEANING")     # Final weights
Skipping ' ' — not trained.
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In [71]:
generate_word_from_models(dcgan_models_final, "DEEP LEANING")     # Final weights
Skipping ' ' — not trained.
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In [72]:
generate_word_from_models(dcgan_models_final, "ZAP")     # Final weights
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In [73]:
generate_word_from_models(dcgan_models_final, "A BIG JAZZED FOX PLANT BOX QTIP")     # Final weights
Skipping ' ' — not trained.
Skipping ' ' — not trained.
Skipping ' ' — not trained.
Skipping ' ' — not trained.
Skipping ' ' — not trained.
Skipping ' ' — not trained.
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In [74]:
generate_word_from_models(dcgan_models_final, "JING N DA")     # Final weights
Skipping ' ' — not trained.
Skipping ' ' — not trained.
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In [84]:
generate_word_from_models(dcgan_models_final, "JING N DA")     # Final weights
Skipping ' ' — not trained.
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Model Improvement 2¶

Differences Between Generator Versions 1 and 2¶

Aspect Version 1 Version 2
Final Layer Type Conv2D (normal convolution) Conv2DTranspose (transpose convolution)
Final Layer Kernel 3×3 kernel 2×2 kernel
Final Layer Stride Default stride = 1 (Conv2D) stride = 1
Final Layer Activation Separate Activation('tanh') after Conv2D 'tanh' integrated inside final Conv2DTranspose
Upsampling Layers 3 × Conv2DTranspose + 1 Conv2D refinement layer 4 × Conv2DTranspose (last layer produces output)
Output Refinement Final refinement via normal Conv2D Refinement integrated into last Conv2DTranspose

Training Settings (Applied to Both Versions)¶

Setting Value / Choice Why
Label Smoothing Real labels = 0.9, Fake = 0.0 Prevents D overconfidence; gives G better gradients when D gets strong
G Optimizer Adam(lr=2e-4, beta_1=0.5) Slightly faster G to keep up with D; DCGAN-standard β₁ stabilizes momentum
D Optimizer Adam(lr=5e-5, beta_1=0.5) Slower D to avoid dominating (keeps D-acc ~60–80% “healthy” range)

One-liner rationale:
Previous runs showed D accuracy drifting to ~95% (too strong), so we added label smoothing and set G LR > D LR to keep training competitive and improve generator gradients.

Component Layer Type Parameters / Details
Generator Dense 256 * 7 * 7 units, input dimension = latent_dim
BatchNormalization Default
LeakyReLU Alpha = 0.2
Reshape Output shape: (7, 7, 256)
Conv2DTranspose 128 filters, kernel size = 4, strides = 2, padding = 'same' → output 14x14
BatchNormalization Default
LeakyReLU Alpha = 0.2
Conv2DTranspose 64 filters, kernel size = 4, strides = 2, padding = 'same' → output 28x28
BatchNormalization Default
LeakyReLU Alpha = 0.2
Conv2DTranspose 32 filters, kernel size = 3, strides = 1, padding = 'same' (refinement layer)
BatchNormalization Default
LeakyReLU Alpha = 0.2
Conv2DTranspose channels filters, kernel size = 2, strides = 1, padding = 'same', activation = 'tanh' (output layer)
Discriminator Conv2D 64 filters, kernel size = 3, strides = 2, padding = 'same', input shape = img_shape
LeakyReLU Alpha = 0.2
Dropout Rate = 0.3
Conv2D 128 filters, kernel size = 3, strides = 2, padding = 'same'
BatchNormalization Default
LeakyReLU Alpha = 0.2
Dropout Rate = 0.3
Conv2D 128 filters, kernel size = 3, strides = 1, padding = 'same'
BatchNormalization Default
LeakyReLU Alpha = 0.2
Flatten -
Dense 64 units
LeakyReLU Alpha = 0.2
Dense 1 unit, activation = 'sigmoid' (output layer)
In [40]:
import os
import numpy as np
import tensorflow as tf
import matplotlib.pyplot as plt
from tensorflow.keras.layers import (Input, Dense, Reshape, Conv2DTranspose, BatchNormalization,
                                     Activation, Conv2D, LeakyReLU, Dropout, Flatten)
from tensorflow.keras.models import Model, Sequential
from tensorflow.keras.optimizers import Adam

# === Generator ===
def build_generator(latent_dim, channels=1):
    model = Sequential([
        Dense(256 * 7 * 7, input_dim=latent_dim),
        BatchNormalization(),
        LeakyReLU(0.2),
        Reshape((7, 7, 256)),

        Conv2DTranspose(128, kernel_size=4, strides=2, padding='same'),  # → 14x14
        BatchNormalization(),
        LeakyReLU(0.2),

        Conv2DTranspose(64, kernel_size=4, strides=2, padding='same'),   # → 28x28
        BatchNormalization(),
        LeakyReLU(0.2),

        Conv2DTranspose(32, kernel_size=3, strides=1, padding='same'),   # refinement
        BatchNormalization(),
        LeakyReLU(0.2),

        Conv2DTranspose(channels, kernel_size=2, strides=1, padding='same', activation='tanh')
    ])

    noise = Input(shape=(latent_dim,))
    img = model(noise)
    return Model(noise, img)

# === Discriminator ===
def build_discriminator(img_shape):
    model = Sequential([
        # Block 1
        Conv2D(64, kernel_size=3, strides=2, padding='same', input_shape=img_shape),
        LeakyReLU(0.2),
        Dropout(0.3),

        # Block 2
        Conv2D(128, kernel_size=3, strides=2, padding='same'),
        BatchNormalization(),
        LeakyReLU(0.2),
        Dropout(0.3),

        # Block 3
        Conv2D(128, kernel_size=3, strides=1, padding='same'),
        BatchNormalization(),
        LeakyReLU(0.2),

        Flatten(),
        Dense(64),
        LeakyReLU(0.2),
        Dense(1, activation='sigmoid')
    ])

    img = Input(shape=img_shape)
    validity = model(img)
    return Model(img, validity)
In [41]:
latent_dim = 128
img_shape = (28, 28, 1)
batch_size = 128
epochs = 500
num_classes = 16

class_datasets = prepare_class_datasets(images, mapped_labels, batch_size=batch_size, num_classes=num_classes)

# Build models
generator = build_generator(latent_dim, channels=1)
discriminator = build_discriminator(img_shape)

# Print summaries
print("=== Generator Summary ===")
generator.summary()

print("\n=== Discriminator Summary ===")
discriminator.summary()
=== Generator Summary ===
Model: "model"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_39 (InputLayer)       [(None, 128)]             0         
                                                                 
 sequential_38 (Sequential)  (None, 28, 28, 1)         2343393   
                                                                 
=================================================================
Total params: 2,343,393
Trainable params: 2,317,857
Non-trainable params: 25,536
_________________________________________________________________

=== Discriminator Summary ===
Model: "model_1"
_________________________________________________________________
 Layer (type)                Output Shape              Param #   
=================================================================
 input_40 (InputLayer)       [(None, 28, 28, 1)]       0         
                                                                 
 sequential_39 (Sequential)  (None, 1)                 624641    
                                                                 
=================================================================
Total params: 624,641
Trainable params: 624,129
Non-trainable params: 512
_________________________________________________________________
In [125]:
# === DCGAN Model Class ===
class DCGANModel(tf.keras.Model):
    def __init__(self, generator, discriminator, latent_dim):
        super().__init__()
        self.generator = generator
        self.discriminator = discriminator
        self.latent_dim = latent_dim
        self.loss_fn = tf.keras.losses.BinaryCrossentropy(from_logits=False)

    def compile(self, g_optimizer, d_optimizer):
        super().compile()
        self.g_optimizer = g_optimizer
        self.d_optimizer = d_optimizer

    def generator_loss(self, fake_output):
        return self.loss_fn(tf.ones_like(fake_output), fake_output)

    def discriminator_loss(self, real_output, fake_output):
        real_loss = self.loss_fn(tf.ones_like(real_output) * 0.9, real_output)  # label smoothing
        fake_loss = self.loss_fn(tf.zeros_like(fake_output), fake_output)
        return real_loss + fake_loss

    @tf.function
    def train_step(self, real_images):
        batch_size = tf.shape(real_images)[0]
        noise = tf.random.normal([batch_size, self.latent_dim])

        with tf.GradientTape() as disc_tape, tf.GradientTape() as gen_tape:
            generated_images = self.generator(noise, training=True)
            real_output = self.discriminator(real_images, training=True)
            fake_output = self.discriminator(generated_images, training=True)

            d_loss = self.discriminator_loss(real_output, fake_output)
            g_loss = self.generator_loss(fake_output)

        grads_d = disc_tape.gradient(d_loss, self.discriminator.trainable_variables)
        grads_g = gen_tape.gradient(g_loss, self.generator.trainable_variables)

        self.d_optimizer.apply_gradients(zip(grads_d, self.discriminator.trainable_variables))
        self.g_optimizer.apply_gradients(zip(grads_g, self.generator.trainable_variables))

        # === Compute discriminator accuracy ===
        real_preds = tf.cast(real_output > 0.5, tf.float32)
        fake_preds = tf.cast(fake_output < 0.5, tf.float32)

        real_accuracy = tf.reduce_mean(real_preds)
        fake_accuracy = tf.reduce_mean(fake_preds)
        d_accuracy = 0.5 * (real_accuracy + fake_accuracy)

        return {
            "d_loss": d_loss,
            "g_loss": g_loss,
            "d_accuracy": d_accuracy
        }
In [126]:
# === Callback to Save Best Generator ===
class SaveBestGenerator(tf.keras.callbacks.Callback):
    def __init__(self, save_path):
        super().__init__()
        self.save_path = save_path
        self.best_loss = float('inf')

    def on_epoch_end(self, epoch, logs=None):
        g_loss = logs.get('g_loss')
        if g_loss is not None and g_loss < self.best_loss:
            print(f"\nEpoch {epoch + 1}: Generator loss improved from {self.best_loss:.4f} to {g_loss:.4f}. Saving weights.")
            self.best_loss = g_loss
            self.model.generator.save_weights(self.save_path)

# === Callback to Print Images Every 250 Epochs ===
class PrintImagesEveryN(tf.keras.callbacks.Callback):
    def __init__(self, class_index, latent_dim, interval=250):
        super().__init__()
        self.class_index = class_index
        self.latent_dim = latent_dim
        self.interval = interval
        self.seed = tf.random.normal([10, latent_dim])

    def on_epoch_end(self, epoch, logs=None):
        if (epoch + 1) % self.interval == 0:
            generated_images = self.model.generator(self.seed, training=False)
            generated_images = 0.5 * generated_images + 0.5

            print(f"\nClass {self.class_index} — Epoch {epoch + 1} preview:")
            fig, axes = plt.subplots(1, 10, figsize=(20, 2))
            for i in range(10):
                ax = axes[i]
                ax.imshow(generated_images[i, :, :, 0], cmap='gray')
                ax.axis('off')
            plt.show()

# === Prepare Dataset Per Class ===
def prepare_class_datasets(images, labels, batch_size=128, num_classes=16):
    class_datasets = {}
    for c in range(num_classes):
        class_imgs = images[labels == c]
        dataset = tf.data.Dataset.from_tensor_slices(class_imgs) \
                               .shuffle(buffer_size=10000) \
                               .batch(batch_size) \
                               .prefetch(tf.data.AUTOTUNE)
        class_datasets[c] = dataset
    return class_datasets



class PrintAccuracy(tf.keras.callbacks.Callback):
    def on_epoch_end(self, epoch, logs=None):
        if logs and 'd_accuracy' in logs:
            print(f"Epoch {epoch + 1}: D Accuracy = {logs['d_accuracy']:.4f}")
In [128]:
# === Training ===

dcgan_models = {}
histories = {}

# Directory to save best weights
best_save_dir = "(2)16Models_saved_generators_epochs"
os.makedirs(best_save_dir, exist_ok=True)

for c in range(num_classes):
    print(f"Training DCGAN for class {c}...")

    generator = build_generator(latent_dim, channels=1)
    discriminator = build_discriminator(img_shape)

    dcgan = DCGANModel(generator, discriminator, latent_dim)
    dcgan.compile(
            g_optimizer=Adam(0.0002, beta_1=0.5),   # faster
            d_optimizer=Adam(0.00005, beta_1=0.5)   # slower
        )


    preview_callback = PrintImagesEveryN(class_index=c, latent_dim=latent_dim, interval=100)
    best_weight_path = os.path.join(best_save_dir, f"(2)best_generator_class_{c}.h5")
    save_best_callback = SaveBestGenerator(save_path=best_weight_path)
    accuracy_callback = PrintAccuracy()  

    history = dcgan.fit(
        class_datasets[c],
        epochs=epochs,
        callbacks=[preview_callback, save_best_callback, accuracy_callback]
    )

    dcgan_models[c] = dcgan
    histories[c] = history

# === Save final generator weights for all 16 classes ===
final_save_dir = "(2)16Models_saved_generators_epochs(last)"
os.makedirs(final_save_dir, exist_ok=True)

for class_idx, dcgan in dcgan_models.items():
    gen = dcgan.generator
    weight_path = os.path.join(final_save_dir, f"(2)final_generator_class_{class_idx}.h5")
    gen.save_weights(weight_path)
    print(f"Saved final generator weights for class {class_idx} to {weight_path}")
Training DCGAN for class 0...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.3408 - g_loss: 0.9324 - d_accuracy: 0.6164WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0172s vs `on_train_batch_end` time: 0.0238s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 1.1475 - g_loss: 1.1655 - d_accuracy: 0.7217
Epoch 1: Generator loss improved from inf to 1.1482. Saving weights.
Epoch 1: D Accuracy = 0.7206
27/27 [==============================] - 2s 34ms/step - d_loss: 1.1496 - g_loss: 1.1648 - d_accuracy: 0.7217
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0839 - g_loss: 1.3087 - d_accuracy: 0.7734Epoch 2: D Accuracy = 0.8382
27/27 [==============================] - 1s 32ms/step - d_loss: 1.0771 - g_loss: 1.3171 - d_accuracy: 0.7757
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7492 - g_loss: 1.8428 - d_accuracy: 0.9039Epoch 3: D Accuracy = 0.9706
27/27 [==============================] - 1s 32ms/step - d_loss: 0.7436 - g_loss: 1.8519 - d_accuracy: 0.9062
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5309 - g_loss: 2.7726 - d_accuracy: 0.9636Epoch 4: D Accuracy = 0.9853
27/27 [==============================] - 1s 32ms/step - d_loss: 0.5278 - g_loss: 2.7931 - d_accuracy: 0.9644
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4939 - g_loss: 3.4929 - d_accuracy: 0.9685
Epoch 5: Generator loss improved from 1.1482 to 0.4685. Saving weights.
Epoch 5: D Accuracy = 0.5882
27/27 [==============================] - 1s 34ms/step - d_loss: 0.5383 - g_loss: 3.3849 - d_accuracy: 0.9550
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 1.5197 - g_loss: 1.1571 - d_accuracy: 0.5818Epoch 6: D Accuracy = 0.5294
27/27 [==============================] - 1s 33ms/step - d_loss: 1.5215 - g_loss: 1.1462 - d_accuracy: 0.5799
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 1.5281 - g_loss: 0.9102 - d_accuracy: 0.5135Epoch 7: D Accuracy = 0.5368
27/27 [==============================] - 1s 32ms/step - d_loss: 1.5260 - g_loss: 0.9105 - d_accuracy: 0.5143
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4494 - g_loss: 0.8862 - d_accuracy: 0.5359Epoch 8: D Accuracy = 0.5441
27/27 [==============================] - 1s 32ms/step - d_loss: 1.4480 - g_loss: 0.8864 - d_accuracy: 0.5362
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4220 - g_loss: 0.8799 - d_accuracy: 0.5355Epoch 9: D Accuracy = 0.5294
27/27 [==============================] - 1s 32ms/step - d_loss: 1.4233 - g_loss: 0.8780 - d_accuracy: 0.5353
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4242 - g_loss: 0.8541 - d_accuracy: 0.5316Epoch 10: D Accuracy = 0.5294
27/27 [==============================] - 1s 33ms/step - d_loss: 1.4228 - g_loss: 0.8549 - d_accuracy: 0.5315
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4012 - g_loss: 0.8471 - d_accuracy: 0.5314Epoch 11: D Accuracy = 0.4559
27/27 [==============================] - 1s 33ms/step - d_loss: 1.4026 - g_loss: 0.8476 - d_accuracy: 0.5287
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3859 - g_loss: 0.8426 - d_accuracy: 0.5354Epoch 12: D Accuracy = 0.5662
27/27 [==============================] - 1s 33ms/step - d_loss: 1.3852 - g_loss: 0.8436 - d_accuracy: 0.5365
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3697 - g_loss: 0.8475 - d_accuracy: 0.5502Epoch 13: D Accuracy = 0.5588
27/27 [==============================] - 1s 33ms/step - d_loss: 1.3692 - g_loss: 0.8475 - d_accuracy: 0.5505
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3664 - g_loss: 0.8467 - d_accuracy: 0.5511Epoch 14: D Accuracy = 0.5368
27/27 [==============================] - 1s 33ms/step - d_loss: 1.3670 - g_loss: 0.8451 - d_accuracy: 0.5506
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3624 - g_loss: 0.8447 - d_accuracy: 0.5543Epoch 15: D Accuracy = 0.5515
27/27 [==============================] - 1s 33ms/step - d_loss: 1.3622 - g_loss: 0.8455 - d_accuracy: 0.5542
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3601 - g_loss: 0.8459 - d_accuracy: 0.5459Epoch 16: D Accuracy = 0.5882
27/27 [==============================] - 1s 33ms/step - d_loss: 1.3589 - g_loss: 0.8466 - d_accuracy: 0.5475
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3447 - g_loss: 0.8533 - d_accuracy: 0.5725Epoch 17: D Accuracy = 0.6250
27/27 [==============================] - 1s 33ms/step - d_loss: 1.3434 - g_loss: 0.8545 - d_accuracy: 0.5744
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3434 - g_loss: 0.8569 - d_accuracy: 0.5661Epoch 18: D Accuracy = 0.5735
27/27 [==============================] - 1s 33ms/step - d_loss: 1.3432 - g_loss: 0.8568 - d_accuracy: 0.5664
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3431 - g_loss: 0.8544 - d_accuracy: 0.5744Epoch 19: D Accuracy = 0.6176
27/27 [==============================] - 1s 33ms/step - d_loss: 1.3434 - g_loss: 0.8535 - d_accuracy: 0.5759
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3226 - g_loss: 0.8691 - d_accuracy: 0.5905Epoch 20: D Accuracy = 0.5294
27/27 [==============================] - 1s 33ms/step - d_loss: 1.3240 - g_loss: 0.8687 - d_accuracy: 0.5883
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3225 - g_loss: 0.8755 - d_accuracy: 0.5900Epoch 21: D Accuracy = 0.5662
27/27 [==============================] - 1s 33ms/step - d_loss: 1.3224 - g_loss: 0.8771 - d_accuracy: 0.5891
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3154 - g_loss: 0.8785 - d_accuracy: 0.6010Epoch 22: D Accuracy = 0.5441
27/27 [==============================] - 1s 33ms/step - d_loss: 1.3162 - g_loss: 0.8788 - d_accuracy: 0.5990
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3022 - g_loss: 0.8900 - d_accuracy: 0.6173Epoch 23: D Accuracy = 0.6985
27/27 [==============================] - 1s 33ms/step - d_loss: 1.3003 - g_loss: 0.8906 - d_accuracy: 0.6202
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2844 - g_loss: 0.9125 - d_accuracy: 0.6343Epoch 24: D Accuracy = 0.6618
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2834 - g_loss: 0.9133 - d_accuracy: 0.6353
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9184 - d_accuracy: 0.6267Epoch 25: D Accuracy = 0.5662
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2821 - g_loss: 0.9168 - d_accuracy: 0.6246
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2716 - g_loss: 0.9271 - d_accuracy: 0.6416Epoch 26: D Accuracy = 0.5882
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2726 - g_loss: 0.9282 - d_accuracy: 0.6397
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2515 - g_loss: 0.9478 - d_accuracy: 0.6590Epoch 27: D Accuracy = 0.6838
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2519 - g_loss: 0.9468 - d_accuracy: 0.6599
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2443 - g_loss: 0.9586 - d_accuracy: 0.6611Epoch 28: D Accuracy = 0.7279
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2422 - g_loss: 0.9615 - d_accuracy: 0.6635
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2332 - g_loss: 0.9796 - d_accuracy: 0.6665Epoch 29: D Accuracy = 0.6544
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2331 - g_loss: 0.9813 - d_accuracy: 0.6660
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2194 - g_loss: 0.9976 - d_accuracy: 0.6794Epoch 30: D Accuracy = 0.6691
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2194 - g_loss: 0.9992 - d_accuracy: 0.6791
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2181 - g_loss: 1.0009 - d_accuracy: 0.6770Epoch 31: D Accuracy = 0.6618
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2188 - g_loss: 0.9992 - d_accuracy: 0.6765
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2229 - g_loss: 1.0053 - d_accuracy: 0.6817Epoch 32: D Accuracy = 0.6765
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2245 - g_loss: 1.0048 - d_accuracy: 0.6816
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2257 - g_loss: 1.0042 - d_accuracy: 0.6767Epoch 33: D Accuracy = 0.6103
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2277 - g_loss: 1.0022 - d_accuracy: 0.6743
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2480 - g_loss: 0.9911 - d_accuracy: 0.6503Epoch 34: D Accuracy = 0.6912
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2468 - g_loss: 0.9934 - d_accuracy: 0.6518
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2407 - g_loss: 1.0022 - d_accuracy: 0.6683Epoch 35: D Accuracy = 0.6103
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2429 - g_loss: 1.0048 - d_accuracy: 0.6662
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2422 - g_loss: 1.0003 - d_accuracy: 0.6548Epoch 36: D Accuracy = 0.5735
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2444 - g_loss: 1.0038 - d_accuracy: 0.6519
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2315 - g_loss: 0.9987 - d_accuracy: 0.6679Epoch 37: D Accuracy = 0.6618
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2309 - g_loss: 0.9994 - d_accuracy: 0.6677
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2350 - g_loss: 1.0174 - d_accuracy: 0.6584Epoch 38: D Accuracy = 0.6250
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2362 - g_loss: 1.0168 - d_accuracy: 0.6572
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2393 - g_loss: 0.9970 - d_accuracy: 0.6634Epoch 39: D Accuracy = 0.6397
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2396 - g_loss: 0.9974 - d_accuracy: 0.6626
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2455 - g_loss: 1.0023 - d_accuracy: 0.6522Epoch 40: D Accuracy = 0.6103
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2453 - g_loss: 1.0054 - d_accuracy: 0.6507
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2380 - g_loss: 1.0054 - d_accuracy: 0.6625Epoch 41: D Accuracy = 0.6838
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2370 - g_loss: 1.0068 - d_accuracy: 0.6632
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2356 - g_loss: 1.0109 - d_accuracy: 0.6572Epoch 42: D Accuracy = 0.6691
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2352 - g_loss: 1.0106 - d_accuracy: 0.6576
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2318 - g_loss: 1.0125 - d_accuracy: 0.6614Epoch 43: D Accuracy = 0.6912
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2299 - g_loss: 1.0120 - d_accuracy: 0.6625
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2430 - g_loss: 1.0034 - d_accuracy: 0.6586Epoch 44: D Accuracy = 0.6029
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2447 - g_loss: 1.0010 - d_accuracy: 0.6566
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2588 - g_loss: 0.9933 - d_accuracy: 0.6497Epoch 45: D Accuracy = 0.7206
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2557 - g_loss: 0.9949 - d_accuracy: 0.6522
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2518 - g_loss: 0.9892 - d_accuracy: 0.6542Epoch 46: D Accuracy = 0.6912
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2508 - g_loss: 0.9868 - d_accuracy: 0.6555
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2480 - g_loss: 0.9958 - d_accuracy: 0.6610Epoch 47: D Accuracy = 0.6250
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2497 - g_loss: 0.9921 - d_accuracy: 0.6597
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2564 - g_loss: 0.9904 - d_accuracy: 0.6522Epoch 48: D Accuracy = 0.6838
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2553 - g_loss: 0.9958 - d_accuracy: 0.6533
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2602 - g_loss: 0.9857 - d_accuracy: 0.6457Epoch 49: D Accuracy = 0.6103
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2623 - g_loss: 0.9860 - d_accuracy: 0.6445
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2574 - g_loss: 0.9911 - d_accuracy: 0.6479Epoch 50: D Accuracy = 0.6765
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2562 - g_loss: 0.9937 - d_accuracy: 0.6489
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2605 - g_loss: 0.9885 - d_accuracy: 0.6481Epoch 51: D Accuracy = 0.6544
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2595 - g_loss: 0.9912 - d_accuracy: 0.6483
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2671 - g_loss: 0.9828 - d_accuracy: 0.6427Epoch 52: D Accuracy = 0.6250
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2670 - g_loss: 0.9879 - d_accuracy: 0.6420
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2628 - g_loss: 0.9821 - d_accuracy: 0.6456Epoch 53: D Accuracy = 0.5956
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2647 - g_loss: 0.9806 - d_accuracy: 0.6438
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2605 - g_loss: 0.9903 - d_accuracy: 0.6459Epoch 54: D Accuracy = 0.6544
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2590 - g_loss: 0.9916 - d_accuracy: 0.6462
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2660 - g_loss: 0.9784 - d_accuracy: 0.6442Epoch 55: D Accuracy = 0.7206
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2644 - g_loss: 0.9781 - d_accuracy: 0.6469
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2539 - g_loss: 0.9920 - d_accuracy: 0.6526Epoch 56: D Accuracy = 0.7059
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2512 - g_loss: 0.9949 - d_accuracy: 0.6545
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2507 - g_loss: 0.9885 - d_accuracy: 0.6502Epoch 57: D Accuracy = 0.6691
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2499 - g_loss: 0.9857 - d_accuracy: 0.6509
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2558 - g_loss: 0.9874 - d_accuracy: 0.6460Epoch 58: D Accuracy = 0.5956
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2581 - g_loss: 0.9869 - d_accuracy: 0.6442
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2445 - g_loss: 0.9921 - d_accuracy: 0.6556Epoch 59: D Accuracy = 0.6397
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2427 - g_loss: 0.9971 - d_accuracy: 0.6551
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2525 - g_loss: 0.9886 - d_accuracy: 0.6508Epoch 60: D Accuracy = 0.6544
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2530 - g_loss: 0.9897 - d_accuracy: 0.6510
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 0.9906 - d_accuracy: 0.6395Epoch 61: D Accuracy = 0.6618
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2594 - g_loss: 0.9896 - d_accuracy: 0.6403
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2500 - g_loss: 0.9914 - d_accuracy: 0.6535Epoch 62: D Accuracy = 0.6912
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2499 - g_loss: 0.9897 - d_accuracy: 0.6548
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2491 - g_loss: 0.9964 - d_accuracy: 0.6572Epoch 63: D Accuracy = 0.6397
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2482 - g_loss: 0.9972 - d_accuracy: 0.6566
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2560 - g_loss: 0.9928 - d_accuracy: 0.6480Epoch 64: D Accuracy = 0.6250
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2565 - g_loss: 0.9914 - d_accuracy: 0.6472
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9888 - d_accuracy: 0.6535Epoch 65: D Accuracy = 0.6176
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2602 - g_loss: 0.9854 - d_accuracy: 0.6522
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2644 - g_loss: 0.9887 - d_accuracy: 0.6417Epoch 66: D Accuracy = 0.6029
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2631 - g_loss: 0.9944 - d_accuracy: 0.6403
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2617 - g_loss: 0.9799 - d_accuracy: 0.6388Epoch 67: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2629 - g_loss: 0.9768 - d_accuracy: 0.6391
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2599 - g_loss: 0.9889 - d_accuracy: 0.6418Epoch 68: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2593 - g_loss: 0.9894 - d_accuracy: 0.6412
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2475 - g_loss: 0.9973 - d_accuracy: 0.6612Epoch 69: D Accuracy = 0.6176
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2506 - g_loss: 0.9968 - d_accuracy: 0.6596
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2609 - g_loss: 0.9804 - d_accuracy: 0.6443Epoch 70: D Accuracy = 0.6544
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2609 - g_loss: 0.9833 - d_accuracy: 0.6447
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2605 - g_loss: 0.9776 - d_accuracy: 0.6487Epoch 71: D Accuracy = 0.6912
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2609 - g_loss: 0.9742 - d_accuracy: 0.6502
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2573 - g_loss: 0.9892 - d_accuracy: 0.6520Epoch 72: D Accuracy = 0.7059
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2552 - g_loss: 0.9888 - d_accuracy: 0.6539
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 0.9834 - d_accuracy: 0.6484Epoch 73: D Accuracy = 0.6471
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2615 - g_loss: 0.9777 - d_accuracy: 0.6483
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2595 - g_loss: 0.9816 - d_accuracy: 0.6454Epoch 74: D Accuracy = 0.6103
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2605 - g_loss: 0.9805 - d_accuracy: 0.6442
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2721 - g_loss: 0.9710 - d_accuracy: 0.6409Epoch 75: D Accuracy = 0.6103
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2740 - g_loss: 0.9731 - d_accuracy: 0.6399
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2577 - g_loss: 0.9886 - d_accuracy: 0.6537Epoch 76: D Accuracy = 0.6029
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2593 - g_loss: 0.9902 - d_accuracy: 0.6519
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9756 - d_accuracy: 0.6352Epoch 77: D Accuracy = 0.6618
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2744 - g_loss: 0.9739 - d_accuracy: 0.6361
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2625 - g_loss: 0.9797 - d_accuracy: 0.6442Epoch 78: D Accuracy = 0.6544
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2632 - g_loss: 0.9809 - d_accuracy: 0.6445
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2701 - g_loss: 0.9747 - d_accuracy: 0.6403Epoch 79: D Accuracy = 0.6324
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2708 - g_loss: 0.9764 - d_accuracy: 0.6400
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2600 - g_loss: 0.9794 - d_accuracy: 0.6491Epoch 80: D Accuracy = 0.6397
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2600 - g_loss: 0.9765 - d_accuracy: 0.6488
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2643 - g_loss: 0.9865 - d_accuracy: 0.6447Epoch 81: D Accuracy = 0.6691
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2645 - g_loss: 0.9919 - d_accuracy: 0.6456
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2668 - g_loss: 0.9742 - d_accuracy: 0.6443Epoch 82: D Accuracy = 0.7059
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2650 - g_loss: 0.9734 - d_accuracy: 0.6465
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2751 - g_loss: 0.9759 - d_accuracy: 0.6340Epoch 83: D Accuracy = 0.6544
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2737 - g_loss: 0.9791 - d_accuracy: 0.6348
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2650 - g_loss: 0.9763 - d_accuracy: 0.6433Epoch 84: D Accuracy = 0.5809
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2667 - g_loss: 0.9734 - d_accuracy: 0.6411
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2688 - g_loss: 0.9748 - d_accuracy: 0.6403Epoch 85: D Accuracy = 0.6471
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2690 - g_loss: 0.9747 - d_accuracy: 0.6405
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2714 - g_loss: 0.9752 - d_accuracy: 0.6312Epoch 86: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2692 - g_loss: 0.9785 - d_accuracy: 0.6329
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2807 - g_loss: 0.9731 - d_accuracy: 0.6313Epoch 87: D Accuracy = 0.7132
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2773 - g_loss: 0.9780 - d_accuracy: 0.6342
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2808 - g_loss: 0.9710 - d_accuracy: 0.6270Epoch 88: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2817 - g_loss: 0.9689 - d_accuracy: 0.6272
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2802 - g_loss: 0.9706 - d_accuracy: 0.6350Epoch 89: D Accuracy = 0.6176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2804 - g_loss: 0.9686 - d_accuracy: 0.6344
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2826 - g_loss: 0.9675 - d_accuracy: 0.6291Epoch 90: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2829 - g_loss: 0.9709 - d_accuracy: 0.6289
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2769 - g_loss: 0.9684 - d_accuracy: 0.6343Epoch 91: D Accuracy = 0.6103
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2767 - g_loss: 0.9733 - d_accuracy: 0.6334
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2727 - g_loss: 0.9726 - d_accuracy: 0.6323Epoch 92: D Accuracy = 0.6691
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2713 - g_loss: 0.9732 - d_accuracy: 0.6336
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2796 - g_loss: 0.9672 - d_accuracy: 0.6302Epoch 93: D Accuracy = 0.5074
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2832 - g_loss: 0.9683 - d_accuracy: 0.6258
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2800 - g_loss: 0.9627 - d_accuracy: 0.6314Epoch 94: D Accuracy = 0.6250
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2788 - g_loss: 0.9612 - d_accuracy: 0.6311
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2772 - g_loss: 0.9697 - d_accuracy: 0.6335Epoch 95: D Accuracy = 0.5809
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2798 - g_loss: 0.9674 - d_accuracy: 0.6316
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2813 - g_loss: 0.9591 - d_accuracy: 0.6306Epoch 96: D Accuracy = 0.5735
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2822 - g_loss: 0.9594 - d_accuracy: 0.6286
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2762 - g_loss: 0.9691 - d_accuracy: 0.6392Epoch 97: D Accuracy = 0.6691
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2753 - g_loss: 0.9714 - d_accuracy: 0.6403
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2833 - g_loss: 0.9706 - d_accuracy: 0.6219Epoch 98: D Accuracy = 0.5809
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2833 - g_loss: 0.9722 - d_accuracy: 0.6205
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2766 - g_loss: 0.9661 - d_accuracy: 0.6319Epoch 99: D Accuracy = 0.6324
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2770 - g_loss: 0.9651 - d_accuracy: 0.6319
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2795 - g_loss: 0.9704 - d_accuracy: 0.6342
Class 0 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.5956
27/27 [==============================] - 1s 40ms/step - d_loss: 1.2809 - g_loss: 0.9724 - d_accuracy: 0.6328
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 0.9706 - d_accuracy: 0.6408Epoch 101: D Accuracy = 0.6912
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2702 - g_loss: 0.9696 - d_accuracy: 0.6426
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2749 - g_loss: 0.9648 - d_accuracy: 0.6419Epoch 102: D Accuracy = 0.6838
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2748 - g_loss: 0.9614 - d_accuracy: 0.6434
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9544 - d_accuracy: 0.6261Epoch 103: D Accuracy = 0.6544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2844 - g_loss: 0.9464 - d_accuracy: 0.6271
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2793 - g_loss: 0.9714 - d_accuracy: 0.6361Epoch 104: D Accuracy = 0.6618
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2778 - g_loss: 0.9753 - d_accuracy: 0.6370
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2888 - g_loss: 0.9497 - d_accuracy: 0.6290Epoch 105: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2893 - g_loss: 0.9451 - d_accuracy: 0.6296
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2746 - g_loss: 0.9672 - d_accuracy: 0.6256Epoch 106: D Accuracy = 0.5956
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2747 - g_loss: 0.9656 - d_accuracy: 0.6246
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2876 - g_loss: 0.9541 - d_accuracy: 0.6219Epoch 107: D Accuracy = 0.5882
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2899 - g_loss: 0.9527 - d_accuracy: 0.6207
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2845 - g_loss: 0.9581 - d_accuracy: 0.6262Epoch 108: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2827 - g_loss: 0.9583 - d_accuracy: 0.6280
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2923 - g_loss: 0.9526 - d_accuracy: 0.6253Epoch 109: D Accuracy = 0.6103
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2930 - g_loss: 0.9535 - d_accuracy: 0.6248
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2752 - g_loss: 0.9624 - d_accuracy: 0.6363Epoch 110: D Accuracy = 0.6103
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2765 - g_loss: 0.9584 - d_accuracy: 0.6354
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2857 - g_loss: 0.9615 - d_accuracy: 0.6234Epoch 111: D Accuracy = 0.5662
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2850 - g_loss: 0.9646 - d_accuracy: 0.6214
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2783 - g_loss: 0.9604 - d_accuracy: 0.6316Epoch 112: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2792 - g_loss: 0.9587 - d_accuracy: 0.6317
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2762 - g_loss: 0.9628 - d_accuracy: 0.6305Epoch 113: D Accuracy = 0.5441
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2799 - g_loss: 0.9587 - d_accuracy: 0.6275
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2854 - g_loss: 0.9571 - d_accuracy: 0.6265Epoch 114: D Accuracy = 0.5368
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2898 - g_loss: 0.9548 - d_accuracy: 0.6233
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2845 - g_loss: 0.9565 - d_accuracy: 0.6295Epoch 115: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2842 - g_loss: 0.9572 - d_accuracy: 0.6296
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9542 - d_accuracy: 0.6268Epoch 116: D Accuracy = 0.6029
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2817 - g_loss: 0.9522 - d_accuracy: 0.6259
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2795 - g_loss: 0.9600 - d_accuracy: 0.6262Epoch 117: D Accuracy = 0.5956
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2799 - g_loss: 0.9616 - d_accuracy: 0.6251
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2894 - g_loss: 0.9481 - d_accuracy: 0.6265Epoch 118: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2879 - g_loss: 0.9475 - d_accuracy: 0.6280
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2813 - g_loss: 0.9646 - d_accuracy: 0.6277Epoch 119: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2790 - g_loss: 0.9711 - d_accuracy: 0.6284
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2731 - g_loss: 0.9595 - d_accuracy: 0.6438Epoch 120: D Accuracy = 0.6397
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2725 - g_loss: 0.9593 - d_accuracy: 0.6436
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 0.9693 - d_accuracy: 0.6382Epoch 121: D Accuracy = 0.6176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2716 - g_loss: 0.9669 - d_accuracy: 0.6374
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2683 - g_loss: 0.9712 - d_accuracy: 0.6403Epoch 122: D Accuracy = 0.5956
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2691 - g_loss: 0.9705 - d_accuracy: 0.6387
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 0.9671 - d_accuracy: 0.6321Epoch 123: D Accuracy = 0.6103
27/27 [==============================] - 1s 33ms/step - d_loss: 1.2720 - g_loss: 0.9671 - d_accuracy: 0.6313
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2836 - g_loss: 0.9668 - d_accuracy: 0.6247Epoch 124: D Accuracy = 0.6103
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2838 - g_loss: 0.9739 - d_accuracy: 0.6242
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9514 - d_accuracy: 0.6275Epoch 125: D Accuracy = 0.5662
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2891 - g_loss: 0.9479 - d_accuracy: 0.6253
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2798 - g_loss: 0.9670 - d_accuracy: 0.6281Epoch 126: D Accuracy = 0.5809
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2802 - g_loss: 0.9702 - d_accuracy: 0.6265
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 0.9641 - d_accuracy: 0.6334Epoch 127: D Accuracy = 0.5735
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2738 - g_loss: 0.9627 - d_accuracy: 0.6312
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2742 - g_loss: 0.9601 - d_accuracy: 0.6303Epoch 128: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2732 - g_loss: 0.9588 - d_accuracy: 0.6316
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2777 - g_loss: 0.9642 - d_accuracy: 0.6340Epoch 129: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2764 - g_loss: 0.9622 - d_accuracy: 0.6358
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2841 - g_loss: 0.9626 - d_accuracy: 0.6292Epoch 130: D Accuracy = 0.5809
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2871 - g_loss: 0.9616 - d_accuracy: 0.6274
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2609 - g_loss: 0.9769 - d_accuracy: 0.6384Epoch 131: D Accuracy = 0.6985
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2583 - g_loss: 0.9774 - d_accuracy: 0.6406
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2672 - g_loss: 0.9724 - d_accuracy: 0.6334Epoch 132: D Accuracy = 0.6103
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2679 - g_loss: 0.9755 - d_accuracy: 0.6326
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9588 - d_accuracy: 0.6299Epoch 133: D Accuracy = 0.5515
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2807 - g_loss: 0.9569 - d_accuracy: 0.6271
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2758 - g_loss: 0.9727 - d_accuracy: 0.6257Epoch 134: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2745 - g_loss: 0.9743 - d_accuracy: 0.6255
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2801 - g_loss: 0.9541 - d_accuracy: 0.6254Epoch 135: D Accuracy = 0.6397
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2794 - g_loss: 0.9537 - d_accuracy: 0.6259
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2822 - g_loss: 0.9538 - d_accuracy: 0.6231Epoch 136: D Accuracy = 0.6176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2836 - g_loss: 0.9493 - d_accuracy: 0.6229
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2833 - g_loss: 0.9634 - d_accuracy: 0.6294Epoch 137: D Accuracy = 0.5441
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2851 - g_loss: 0.9633 - d_accuracy: 0.6263
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2637 - g_loss: 0.9675 - d_accuracy: 0.6405Epoch 138: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2639 - g_loss: 0.9641 - d_accuracy: 0.6415
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2896 - g_loss: 0.9608 - d_accuracy: 0.6164Epoch 139: D Accuracy = 0.5956
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2905 - g_loss: 0.9590 - d_accuracy: 0.6156
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2759 - g_loss: 0.9595 - d_accuracy: 0.6313Epoch 140: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2766 - g_loss: 0.9545 - d_accuracy: 0.6319
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2750 - g_loss: 0.9638 - d_accuracy: 0.6331Epoch 141: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2739 - g_loss: 0.9605 - d_accuracy: 0.6347
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2799 - g_loss: 0.9659 - d_accuracy: 0.6327Epoch 142: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2788 - g_loss: 0.9694 - d_accuracy: 0.6343
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2713 - g_loss: 0.9649 - d_accuracy: 0.6346Epoch 143: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2717 - g_loss: 0.9683 - d_accuracy: 0.6340
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2687 - g_loss: 0.9673 - d_accuracy: 0.6335Epoch 144: D Accuracy = 0.5221
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2718 - g_loss: 0.9619 - d_accuracy: 0.6295
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2879 - g_loss: 0.9489 - d_accuracy: 0.6188Epoch 145: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2886 - g_loss: 0.9447 - d_accuracy: 0.6206
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2736 - g_loss: 0.9636 - d_accuracy: 0.6335Epoch 146: D Accuracy = 0.5735
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2745 - g_loss: 0.9669 - d_accuracy: 0.6314
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2762 - g_loss: 0.9585 - d_accuracy: 0.6365Epoch 147: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2762 - g_loss: 0.9595 - d_accuracy: 0.6369
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2712 - g_loss: 0.9683 - d_accuracy: 0.6364Epoch 148: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2708 - g_loss: 0.9685 - d_accuracy: 0.6360
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2764 - g_loss: 0.9664 - d_accuracy: 0.6334Epoch 149: D Accuracy = 0.5662
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2795 - g_loss: 0.9679 - d_accuracy: 0.6310
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2754 - g_loss: 0.9602 - d_accuracy: 0.6308Epoch 150: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2786 - g_loss: 0.9541 - d_accuracy: 0.6306
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2659 - g_loss: 0.9722 - d_accuracy: 0.6367Epoch 151: D Accuracy = 0.6176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2666 - g_loss: 0.9723 - d_accuracy: 0.6361
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2794 - g_loss: 0.9611 - d_accuracy: 0.6267Epoch 152: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2787 - g_loss: 0.9592 - d_accuracy: 0.6274
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2729 - g_loss: 0.9668 - d_accuracy: 0.6304Epoch 153: D Accuracy = 0.5956
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2749 - g_loss: 0.9628 - d_accuracy: 0.6292
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2694 - g_loss: 0.9663 - d_accuracy: 0.6365Epoch 154: D Accuracy = 0.5956
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2705 - g_loss: 0.9654 - d_accuracy: 0.6350
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2664 - g_loss: 0.9694 - d_accuracy: 0.6361Epoch 155: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2660 - g_loss: 0.9656 - d_accuracy: 0.6360
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2885 - g_loss: 0.9581 - d_accuracy: 0.6229Epoch 156: D Accuracy = 0.6029
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2913 - g_loss: 0.9516 - d_accuracy: 0.6222
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2721 - g_loss: 0.9704 - d_accuracy: 0.6322Epoch 157: D Accuracy = 0.5882
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2731 - g_loss: 0.9686 - d_accuracy: 0.6306
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2745 - g_loss: 0.9611 - d_accuracy: 0.6283Epoch 158: D Accuracy = 0.5735
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2759 - g_loss: 0.9589 - d_accuracy: 0.6263
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2759 - g_loss: 0.9601 - d_accuracy: 0.6321Epoch 159: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2766 - g_loss: 0.9600 - d_accuracy: 0.6321
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2710 - g_loss: 0.9612 - d_accuracy: 0.6319Epoch 160: D Accuracy = 0.5735
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2728 - g_loss: 0.9580 - d_accuracy: 0.6298
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2703 - g_loss: 0.9638 - d_accuracy: 0.6389Epoch 161: D Accuracy = 0.6397
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2692 - g_loss: 0.9632 - d_accuracy: 0.6389
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2723 - g_loss: 0.9675 - d_accuracy: 0.6323Epoch 162: D Accuracy = 0.5882
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2735 - g_loss: 0.9717 - d_accuracy: 0.6307
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2715 - g_loss: 0.9624 - d_accuracy: 0.6360Epoch 163: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2703 - g_loss: 0.9638 - d_accuracy: 0.6358
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2685 - g_loss: 0.9632 - d_accuracy: 0.6306Epoch 164: D Accuracy = 0.6397
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2685 - g_loss: 0.9598 - d_accuracy: 0.6309
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2635 - g_loss: 0.9789 - d_accuracy: 0.6376Epoch 165: D Accuracy = 0.5662
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2657 - g_loss: 0.9764 - d_accuracy: 0.6350
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2629 - g_loss: 0.9703 - d_accuracy: 0.6474Epoch 166: D Accuracy = 0.6838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2623 - g_loss: 0.9672 - d_accuracy: 0.6487
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2720 - g_loss: 0.9704 - d_accuracy: 0.6337Epoch 167: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2721 - g_loss: 0.9662 - d_accuracy: 0.6336
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2777 - g_loss: 0.9633 - d_accuracy: 0.6312Epoch 168: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2791 - g_loss: 0.9561 - d_accuracy: 0.6310
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2617 - g_loss: 0.9779 - d_accuracy: 0.6404Epoch 169: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2603 - g_loss: 0.9823 - d_accuracy: 0.6414
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2725 - g_loss: 0.9636 - d_accuracy: 0.6412Epoch 170: D Accuracy = 0.5441
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2750 - g_loss: 0.9592 - d_accuracy: 0.6378
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2788 - g_loss: 0.9709 - d_accuracy: 0.6313Epoch 171: D Accuracy = 0.6103
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2791 - g_loss: 0.9742 - d_accuracy: 0.6305
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2756 - g_loss: 0.9576 - d_accuracy: 0.6268Epoch 172: D Accuracy = 0.5956
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2777 - g_loss: 0.9549 - d_accuracy: 0.6257
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2732 - g_loss: 0.9682 - d_accuracy: 0.6344Epoch 173: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2724 - g_loss: 0.9683 - d_accuracy: 0.6341
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2752 - g_loss: 0.9613 - d_accuracy: 0.6322Epoch 174: D Accuracy = 0.6397
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2756 - g_loss: 0.9611 - d_accuracy: 0.6325
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2616 - g_loss: 0.9742 - d_accuracy: 0.6451Epoch 175: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2614 - g_loss: 0.9746 - d_accuracy: 0.6446
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2600 - g_loss: 0.9802 - d_accuracy: 0.6429Epoch 176: D Accuracy = 0.6618
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2600 - g_loss: 0.9815 - d_accuracy: 0.6435
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2676 - g_loss: 0.9707 - d_accuracy: 0.6337Epoch 177: D Accuracy = 0.5588
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2696 - g_loss: 0.9691 - d_accuracy: 0.6310
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2696 - g_loss: 0.9632 - d_accuracy: 0.6436Epoch 178: D Accuracy = 0.6985
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2687 - g_loss: 0.9613 - d_accuracy: 0.6456
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2685 - g_loss: 0.9758 - d_accuracy: 0.6328Epoch 179: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2684 - g_loss: 0.9795 - d_accuracy: 0.6325
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2792 - g_loss: 0.9606 - d_accuracy: 0.6305Epoch 180: D Accuracy = 0.7059
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2779 - g_loss: 0.9633 - d_accuracy: 0.6331
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2591 - g_loss: 0.9747 - d_accuracy: 0.6445Epoch 181: D Accuracy = 0.7132
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2562 - g_loss: 0.9778 - d_accuracy: 0.6469
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2682 - g_loss: 0.9732 - d_accuracy: 0.6367Epoch 182: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2678 - g_loss: 0.9751 - d_accuracy: 0.6365
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2623 - g_loss: 0.9779 - d_accuracy: 0.6454Epoch 183: D Accuracy = 0.6912
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2606 - g_loss: 0.9768 - d_accuracy: 0.6470
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2761 - g_loss: 0.9704 - d_accuracy: 0.6292Epoch 184: D Accuracy = 0.6838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2749 - g_loss: 0.9683 - d_accuracy: 0.6312
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2580 - g_loss: 0.9755 - d_accuracy: 0.6443Epoch 185: D Accuracy = 0.6029
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2574 - g_loss: 0.9780 - d_accuracy: 0.6428
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2678 - g_loss: 0.9717 - d_accuracy: 0.6307Epoch 186: D Accuracy = 0.6618
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2660 - g_loss: 0.9712 - d_accuracy: 0.6318
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2719 - g_loss: 0.9673 - d_accuracy: 0.6438Epoch 187: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2685 - g_loss: 0.9714 - d_accuracy: 0.6476
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 0.9690 - d_accuracy: 0.6399Epoch 188: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2643 - g_loss: 0.9686 - d_accuracy: 0.6401
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2569 - g_loss: 0.9787 - d_accuracy: 0.6421Epoch 189: D Accuracy = 0.5515
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2585 - g_loss: 0.9783 - d_accuracy: 0.6389
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2509 - g_loss: 0.9844 - d_accuracy: 0.6481Epoch 190: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2509 - g_loss: 0.9810 - d_accuracy: 0.6507
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2618 - g_loss: 0.9813 - d_accuracy: 0.6397Epoch 191: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2623 - g_loss: 0.9813 - d_accuracy: 0.6395
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2703 - g_loss: 0.9739 - d_accuracy: 0.6346Epoch 192: D Accuracy = 0.6838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2691 - g_loss: 0.9732 - d_accuracy: 0.6363
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2656 - g_loss: 0.9727 - d_accuracy: 0.6408Epoch 193: D Accuracy = 0.6029
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2676 - g_loss: 0.9687 - d_accuracy: 0.6395
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2588 - g_loss: 0.9814 - d_accuracy: 0.6396Epoch 194: D Accuracy = 0.6397
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2594 - g_loss: 0.9797 - d_accuracy: 0.6396
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2533 - g_loss: 0.9837 - d_accuracy: 0.6452Epoch 195: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2541 - g_loss: 0.9843 - d_accuracy: 0.6448
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2525 - g_loss: 0.9855 - d_accuracy: 0.6454Epoch 196: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2523 - g_loss: 0.9856 - d_accuracy: 0.6447
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2644 - g_loss: 0.9763 - d_accuracy: 0.6358Epoch 197: D Accuracy = 0.6544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2640 - g_loss: 0.9768 - d_accuracy: 0.6364
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2512 - g_loss: 0.9854 - d_accuracy: 0.6469Epoch 198: D Accuracy = 0.6176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2524 - g_loss: 0.9836 - d_accuracy: 0.6458
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2441 - g_loss: 0.9972 - d_accuracy: 0.6499Epoch 199: D Accuracy = 0.6985
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2423 - g_loss: 1.0011 - d_accuracy: 0.6516
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2674 - g_loss: 0.9766 - d_accuracy: 0.6384
Class 0 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.6471
27/27 [==============================] - 1s 40ms/step - d_loss: 1.2669 - g_loss: 0.9800 - d_accuracy: 0.6387
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2664 - g_loss: 0.9714 - d_accuracy: 0.6385Epoch 201: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2682 - g_loss: 0.9647 - d_accuracy: 0.6380
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2565 - g_loss: 0.9776 - d_accuracy: 0.6436Epoch 202: D Accuracy = 0.6397
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2571 - g_loss: 0.9723 - d_accuracy: 0.6435
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2529 - g_loss: 0.9915 - d_accuracy: 0.6460Epoch 203: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2532 - g_loss: 0.9917 - d_accuracy: 0.6455
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2537 - g_loss: 0.9816 - d_accuracy: 0.6464Epoch 204: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2524 - g_loss: 0.9827 - d_accuracy: 0.6475
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2496 - g_loss: 0.9883 - d_accuracy: 0.6523Epoch 205: D Accuracy = 0.6912
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2485 - g_loss: 0.9916 - d_accuracy: 0.6537
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2539 - g_loss: 0.9812 - d_accuracy: 0.6500Epoch 206: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2552 - g_loss: 0.9783 - d_accuracy: 0.6494
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2603 - g_loss: 0.9822 - d_accuracy: 0.6415Epoch 207: D Accuracy = 0.6176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2605 - g_loss: 0.9850 - d_accuracy: 0.6407
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2508 - g_loss: 0.9864 - d_accuracy: 0.6472Epoch 208: D Accuracy = 0.5441
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2537 - g_loss: 0.9875 - d_accuracy: 0.6435
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2490 - g_loss: 0.9845 - d_accuracy: 0.6600Epoch 209: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2459 - g_loss: 0.9850 - d_accuracy: 0.6627
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2551 - g_loss: 0.9849 - d_accuracy: 0.6444Epoch 210: D Accuracy = 0.6838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2538 - g_loss: 0.9856 - d_accuracy: 0.6458
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2551 - g_loss: 0.9837 - d_accuracy: 0.6411Epoch 211: D Accuracy = 0.6103
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2578 - g_loss: 0.9773 - d_accuracy: 0.6400
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2583 - g_loss: 0.9830 - d_accuracy: 0.6443Epoch 212: D Accuracy = 0.6838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2577 - g_loss: 0.9847 - d_accuracy: 0.6457
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2424 - g_loss: 0.9912 - d_accuracy: 0.6492Epoch 213: D Accuracy = 0.6618
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2421 - g_loss: 0.9883 - d_accuracy: 0.6497
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2525 - g_loss: 0.9877 - d_accuracy: 0.6515Epoch 214: D Accuracy = 0.6838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2512 - g_loss: 0.9892 - d_accuracy: 0.6526
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2512 - g_loss: 0.9804 - d_accuracy: 0.6477Epoch 215: D Accuracy = 0.7059
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2487 - g_loss: 0.9785 - d_accuracy: 0.6498
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2545 - g_loss: 0.9862 - d_accuracy: 0.6470Epoch 216: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2516 - g_loss: 0.9932 - d_accuracy: 0.6478
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2561 - g_loss: 0.9780 - d_accuracy: 0.6423Epoch 217: D Accuracy = 0.5956
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2579 - g_loss: 0.9763 - d_accuracy: 0.6406
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2636 - g_loss: 0.9844 - d_accuracy: 0.6390Epoch 218: D Accuracy = 0.6397
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2650 - g_loss: 0.9872 - d_accuracy: 0.6390
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2499 - g_loss: 0.9837 - d_accuracy: 0.6479Epoch 219: D Accuracy = 0.6838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2469 - g_loss: 0.9849 - d_accuracy: 0.6492
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2567 - g_loss: 0.9889 - d_accuracy: 0.6417Epoch 220: D Accuracy = 0.6176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2561 - g_loss: 0.9930 - d_accuracy: 0.6408
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2517 - g_loss: 0.9806 - d_accuracy: 0.6480Epoch 221: D Accuracy = 0.6397
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2524 - g_loss: 0.9816 - d_accuracy: 0.6477
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2462 - g_loss: 0.9858 - d_accuracy: 0.6490Epoch 222: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2439 - g_loss: 0.9908 - d_accuracy: 0.6489
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2488 - g_loss: 0.9873 - d_accuracy: 0.6500Epoch 223: D Accuracy = 0.7500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2459 - g_loss: 0.9889 - d_accuracy: 0.6536
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2522 - g_loss: 0.9945 - d_accuracy: 0.6452Epoch 224: D Accuracy = 0.6029
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2531 - g_loss: 1.0021 - d_accuracy: 0.6437
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2392 - g_loss: 0.9869 - d_accuracy: 0.6564Epoch 225: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2396 - g_loss: 0.9832 - d_accuracy: 0.6571
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2475 - g_loss: 0.9899 - d_accuracy: 0.6560Epoch 226: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2463 - g_loss: 0.9882 - d_accuracy: 0.6565
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2454 - g_loss: 0.9857 - d_accuracy: 0.6492Epoch 227: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2423 - g_loss: 0.9858 - d_accuracy: 0.6523
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2441 - g_loss: 0.9968 - d_accuracy: 0.6509Epoch 228: D Accuracy = 0.5809
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2452 - g_loss: 0.9968 - d_accuracy: 0.6484
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2553 - g_loss: 0.9882 - d_accuracy: 0.6471Epoch 229: D Accuracy = 0.7721
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2513 - g_loss: 0.9897 - d_accuracy: 0.6515
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2419 - g_loss: 0.9973 - d_accuracy: 0.6523Epoch 230: D Accuracy = 0.6397
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2419 - g_loss: 1.0026 - d_accuracy: 0.6519
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2439 - g_loss: 0.9937 - d_accuracy: 0.6563Epoch 231: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2431 - g_loss: 0.9956 - d_accuracy: 0.6565
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2576 - g_loss: 0.9829 - d_accuracy: 0.6443Epoch 232: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2576 - g_loss: 0.9813 - d_accuracy: 0.6452
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2487 - g_loss: 0.9878 - d_accuracy: 0.6528Epoch 233: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2483 - g_loss: 0.9841 - d_accuracy: 0.6536
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2512 - g_loss: 0.9872 - d_accuracy: 0.6481Epoch 234: D Accuracy = 0.5662
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2550 - g_loss: 0.9817 - d_accuracy: 0.6452
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2515 - g_loss: 0.9957 - d_accuracy: 0.6508Epoch 235: D Accuracy = 0.6544
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2501 - g_loss: 1.0034 - d_accuracy: 0.6510
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2478 - g_loss: 0.9843 - d_accuracy: 0.6506Epoch 236: D Accuracy = 0.6471
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2476 - g_loss: 0.9846 - d_accuracy: 0.6504
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 0.9961 - d_accuracy: 0.6526Epoch 237: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2418 - g_loss: 0.9992 - d_accuracy: 0.6519
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2485 - g_loss: 0.9907 - d_accuracy: 0.6454Epoch 238: D Accuracy = 0.6176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2491 - g_loss: 0.9906 - d_accuracy: 0.6444
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2486 - g_loss: 0.9846 - d_accuracy: 0.6510Epoch 239: D Accuracy = 0.6544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2482 - g_loss: 0.9808 - d_accuracy: 0.6511
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2455 - g_loss: 0.9986 - d_accuracy: 0.6511Epoch 240: D Accuracy = 0.5809
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2479 - g_loss: 1.0037 - d_accuracy: 0.6486
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2419 - g_loss: 0.9911 - d_accuracy: 0.6537Epoch 241: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2450 - g_loss: 0.9881 - d_accuracy: 0.6514
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2482 - g_loss: 0.9928 - d_accuracy: 0.6541Epoch 242: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2474 - g_loss: 0.9905 - d_accuracy: 0.6547
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2501 - g_loss: 0.9875 - d_accuracy: 0.6553Epoch 243: D Accuracy = 0.5882
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2516 - g_loss: 0.9836 - d_accuracy: 0.6529
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2366 - g_loss: 0.9976 - d_accuracy: 0.6574Epoch 244: D Accuracy = 0.5809
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2398 - g_loss: 0.9965 - d_accuracy: 0.6546
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2626 - g_loss: 0.9763 - d_accuracy: 0.6400Epoch 245: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2645 - g_loss: 0.9761 - d_accuracy: 0.6381
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2579 - g_loss: 0.9850 - d_accuracy: 0.6364Epoch 246: D Accuracy = 0.5662
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2588 - g_loss: 0.9897 - d_accuracy: 0.6339
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2539 - g_loss: 0.9795 - d_accuracy: 0.6479Epoch 247: D Accuracy = 0.7206
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2525 - g_loss: 0.9764 - d_accuracy: 0.6505
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2412 - g_loss: 0.9927 - d_accuracy: 0.6569Epoch 248: D Accuracy = 0.6691
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2419 - g_loss: 0.9869 - d_accuracy: 0.6573
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2502 - g_loss: 1.0093 - d_accuracy: 0.6469Epoch 249: D Accuracy = 0.6103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2493 - g_loss: 1.0167 - d_accuracy: 0.6456
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2413 - g_loss: 0.9894 - d_accuracy: 0.6494Epoch 250: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2397 - g_loss: 0.9918 - d_accuracy: 0.6498
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2552 - g_loss: 0.9882 - d_accuracy: 0.6457Epoch 251: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2545 - g_loss: 0.9857 - d_accuracy: 0.6463
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2636 - g_loss: 0.9820 - d_accuracy: 0.6439Epoch 252: D Accuracy = 0.6397
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2625 - g_loss: 0.9825 - d_accuracy: 0.6438
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2351 - g_loss: 0.9997 - d_accuracy: 0.6601Epoch 253: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2364 - g_loss: 1.0009 - d_accuracy: 0.6596
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2559 - g_loss: 0.9860 - d_accuracy: 0.6431Epoch 254: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2537 - g_loss: 0.9859 - d_accuracy: 0.6445
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2478 - g_loss: 0.9883 - d_accuracy: 0.6513Epoch 255: D Accuracy = 0.6397
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2466 - g_loss: 0.9894 - d_accuracy: 0.6509
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2413 - g_loss: 1.0000 - d_accuracy: 0.6634Epoch 256: D Accuracy = 0.6397
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2422 - g_loss: 1.0016 - d_accuracy: 0.6626
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2463 - g_loss: 0.9860 - d_accuracy: 0.6560Epoch 257: D Accuracy = 0.7353
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2455 - g_loss: 0.9825 - d_accuracy: 0.6588
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2333 - g_loss: 1.0140 - d_accuracy: 0.6620Epoch 258: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2335 - g_loss: 1.0150 - d_accuracy: 0.6615
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2433 - g_loss: 0.9948 - d_accuracy: 0.6523Epoch 259: D Accuracy = 0.6397
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2441 - g_loss: 0.9977 - d_accuracy: 0.6519
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2421 - g_loss: 0.9945 - d_accuracy: 0.6553Epoch 260: D Accuracy = 0.6544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2418 - g_loss: 0.9931 - d_accuracy: 0.6553
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2330 - g_loss: 1.0066 - d_accuracy: 0.6660Epoch 261: D Accuracy = 0.7426
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2304 - g_loss: 1.0049 - d_accuracy: 0.6687
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2538 - g_loss: 0.9947 - d_accuracy: 0.6391Epoch 262: D Accuracy = 0.6618
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2526 - g_loss: 0.9926 - d_accuracy: 0.6399
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2356 - g_loss: 0.9962 - d_accuracy: 0.6555Epoch 263: D Accuracy = 0.6838
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2354 - g_loss: 0.9950 - d_accuracy: 0.6565
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2436 - g_loss: 1.0006 - d_accuracy: 0.6566Epoch 264: D Accuracy = 0.6765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2422 - g_loss: 1.0077 - d_accuracy: 0.6573
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2304 - g_loss: 1.0063 - d_accuracy: 0.6662Epoch 265: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2320 - g_loss: 1.0078 - d_accuracy: 0.6645
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2542 - g_loss: 0.9824 - d_accuracy: 0.6535Epoch 266: D Accuracy = 0.6397
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2554 - g_loss: 0.9794 - d_accuracy: 0.6530
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2409 - g_loss: 0.9912 - d_accuracy: 0.6566Epoch 267: D Accuracy = 0.7132
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2405 - g_loss: 0.9882 - d_accuracy: 0.6586
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2359 - g_loss: 1.0186 - d_accuracy: 0.6609Epoch 268: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2339 - g_loss: 1.0196 - d_accuracy: 0.6631
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2510 - g_loss: 0.9978 - d_accuracy: 0.6451Epoch 269: D Accuracy = 0.6324
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2490 - g_loss: 1.0026 - d_accuracy: 0.6446
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2469 - g_loss: 0.9944 - d_accuracy: 0.6482Epoch 270: D Accuracy = 0.6765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2464 - g_loss: 0.9941 - d_accuracy: 0.6492
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2379 - g_loss: 1.0003 - d_accuracy: 0.6606Epoch 271: D Accuracy = 0.6103
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2397 - g_loss: 0.9999 - d_accuracy: 0.6588
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2224 - g_loss: 1.0139 - d_accuracy: 0.6720Epoch 272: D Accuracy = 0.7574
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2203 - g_loss: 1.0152 - d_accuracy: 0.6751
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2444 - g_loss: 1.0036 - d_accuracy: 0.6542Epoch 273: D Accuracy = 0.7132
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2428 - g_loss: 1.0037 - d_accuracy: 0.6563
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2544 - g_loss: 0.9913 - d_accuracy: 0.6502Epoch 274: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2545 - g_loss: 0.9922 - d_accuracy: 0.6511
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2284 - g_loss: 1.0116 - d_accuracy: 0.6650Epoch 275: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2286 - g_loss: 1.0130 - d_accuracy: 0.6644
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2411 - g_loss: 1.0056 - d_accuracy: 0.6515Epoch 276: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2401 - g_loss: 1.0028 - d_accuracy: 0.6526
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2444 - g_loss: 0.9957 - d_accuracy: 0.6538Epoch 277: D Accuracy = 0.6912
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2434 - g_loss: 0.9932 - d_accuracy: 0.6551
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2325 - g_loss: 1.0111 - d_accuracy: 0.6578Epoch 278: D Accuracy = 0.6397
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2332 - g_loss: 1.0125 - d_accuracy: 0.6572
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2429 - g_loss: 0.9990 - d_accuracy: 0.6564Epoch 279: D Accuracy = 0.6324
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2454 - g_loss: 1.0032 - d_accuracy: 0.6555
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2383 - g_loss: 1.0007 - d_accuracy: 0.6622Epoch 280: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2393 - g_loss: 0.9984 - d_accuracy: 0.6611
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2408 - g_loss: 0.9998 - d_accuracy: 0.6517Epoch 281: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2403 - g_loss: 0.9968 - d_accuracy: 0.6515
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2360 - g_loss: 1.0138 - d_accuracy: 0.6535Epoch 282: D Accuracy = 0.6103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2370 - g_loss: 1.0123 - d_accuracy: 0.6520
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2357 - g_loss: 1.0110 - d_accuracy: 0.6588Epoch 283: D Accuracy = 0.6397
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2362 - g_loss: 1.0147 - d_accuracy: 0.6581
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2341 - g_loss: 1.0045 - d_accuracy: 0.6672Epoch 284: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2341 - g_loss: 1.0030 - d_accuracy: 0.6670
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2508 - g_loss: 1.0007 - d_accuracy: 0.6496Epoch 285: D Accuracy = 0.6397
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2520 - g_loss: 1.0006 - d_accuracy: 0.6492
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2452 - g_loss: 0.9935 - d_accuracy: 0.6487Epoch 286: D Accuracy = 0.7059
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2460 - g_loss: 0.9879 - d_accuracy: 0.6507
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2316 - g_loss: 1.0145 - d_accuracy: 0.6574Epoch 287: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2324 - g_loss: 1.0155 - d_accuracy: 0.6562
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2280 - g_loss: 1.0098 - d_accuracy: 0.6659Epoch 288: D Accuracy = 0.6544
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2273 - g_loss: 1.0141 - d_accuracy: 0.6655
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2200 - g_loss: 1.0115 - d_accuracy: 0.6698Epoch 289: D Accuracy = 0.7279
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2191 - g_loss: 1.0096 - d_accuracy: 0.6718
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2360 - g_loss: 1.0091 - d_accuracy: 0.6574Epoch 290: D Accuracy = 0.6397
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2369 - g_loss: 1.0150 - d_accuracy: 0.6567
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2367 - g_loss: 1.0029 - d_accuracy: 0.6551Epoch 291: D Accuracy = 0.5441
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2405 - g_loss: 1.0025 - d_accuracy: 0.6512
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2315 - g_loss: 1.0039 - d_accuracy: 0.6674Epoch 292: D Accuracy = 0.6912
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2308 - g_loss: 1.0035 - d_accuracy: 0.6682
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2353 - g_loss: 1.0172 - d_accuracy: 0.6522Epoch 293: D Accuracy = 0.5809
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2376 - g_loss: 1.0214 - d_accuracy: 0.6496
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2330 - g_loss: 1.0092 - d_accuracy: 0.6643Epoch 294: D Accuracy = 0.6912
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2319 - g_loss: 1.0150 - d_accuracy: 0.6653
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2313 - g_loss: 1.0114 - d_accuracy: 0.6543Epoch 295: D Accuracy = 0.6985
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2292 - g_loss: 1.0132 - d_accuracy: 0.6559
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2355 - g_loss: 1.0079 - d_accuracy: 0.6633Epoch 296: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2356 - g_loss: 1.0059 - d_accuracy: 0.6643
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2275 - g_loss: 1.0170 - d_accuracy: 0.6639Epoch 297: D Accuracy = 0.6838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2261 - g_loss: 1.0203 - d_accuracy: 0.6646
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2337 - g_loss: 1.0085 - d_accuracy: 0.6593Epoch 298: D Accuracy = 0.6838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2312 - g_loss: 1.0173 - d_accuracy: 0.6602
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2230 - g_loss: 1.0127 - d_accuracy: 0.6634Epoch 299: D Accuracy = 0.7132
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2214 - g_loss: 1.0128 - d_accuracy: 0.6652
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2406 - g_loss: 1.0046 - d_accuracy: 0.6538
Class 0 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.6029
27/27 [==============================] - 1s 41ms/step - d_loss: 1.2428 - g_loss: 0.9994 - d_accuracy: 0.6520
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2318 - g_loss: 1.0157 - d_accuracy: 0.6547Epoch 301: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2328 - g_loss: 1.0135 - d_accuracy: 0.6536
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2349 - g_loss: 1.0051 - d_accuracy: 0.6607Epoch 302: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2327 - g_loss: 1.0080 - d_accuracy: 0.6618
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2370 - g_loss: 1.0073 - d_accuracy: 0.6579Epoch 303: D Accuracy = 0.5956
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2404 - g_loss: 1.0055 - d_accuracy: 0.6557
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2248 - g_loss: 1.0172 - d_accuracy: 0.6680Epoch 304: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2219 - g_loss: 1.0203 - d_accuracy: 0.6711
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2346 - g_loss: 1.0054 - d_accuracy: 0.6639Epoch 305: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2354 - g_loss: 1.0086 - d_accuracy: 0.6633
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2265 - g_loss: 1.0173 - d_accuracy: 0.6680Epoch 306: D Accuracy = 0.6765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2255 - g_loss: 1.0201 - d_accuracy: 0.6683
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2280 - g_loss: 1.0111 - d_accuracy: 0.6618Epoch 307: D Accuracy = 0.7426
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2254 - g_loss: 1.0146 - d_accuracy: 0.6647
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2310 - g_loss: 1.0144 - d_accuracy: 0.6642Epoch 308: D Accuracy = 0.6985
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2308 - g_loss: 1.0131 - d_accuracy: 0.6654
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2220 - g_loss: 1.0209 - d_accuracy: 0.6658Epoch 309: D Accuracy = 0.7353
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2196 - g_loss: 1.0243 - d_accuracy: 0.6683
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2254 - g_loss: 1.0143 - d_accuracy: 0.6616Epoch 310: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2236 - g_loss: 1.0177 - d_accuracy: 0.6622
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2206 - g_loss: 1.0231 - d_accuracy: 0.6753Epoch 311: D Accuracy = 0.7279
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2175 - g_loss: 1.0246 - d_accuracy: 0.6771
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2427 - g_loss: 1.0110 - d_accuracy: 0.6530Epoch 312: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2438 - g_loss: 1.0063 - d_accuracy: 0.6533
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2275 - g_loss: 1.0110 - d_accuracy: 0.6684Epoch 313: D Accuracy = 0.6176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2281 - g_loss: 1.0118 - d_accuracy: 0.6666
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2307 - g_loss: 1.0130 - d_accuracy: 0.6573Epoch 314: D Accuracy = 0.6691
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2296 - g_loss: 1.0155 - d_accuracy: 0.6577
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2220 - g_loss: 1.0231 - d_accuracy: 0.6691Epoch 315: D Accuracy = 0.5588
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2254 - g_loss: 1.0256 - d_accuracy: 0.6652
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2424 - g_loss: 1.0220 - d_accuracy: 0.6543Epoch 316: D Accuracy = 0.7206
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2364 - g_loss: 1.0373 - d_accuracy: 0.6567
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2009 - g_loss: 1.0295 - d_accuracy: 0.6923Epoch 317: D Accuracy = 0.7574
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1989 - g_loss: 1.0299 - d_accuracy: 0.6946
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2269 - g_loss: 1.0211 - d_accuracy: 0.6614Epoch 318: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2239 - g_loss: 1.0291 - d_accuracy: 0.6628
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2175 - g_loss: 1.0207 - d_accuracy: 0.6721Epoch 319: D Accuracy = 0.7059
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2162 - g_loss: 1.0186 - d_accuracy: 0.6733
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2244 - g_loss: 1.0224 - d_accuracy: 0.6660Epoch 320: D Accuracy = 0.7426
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2217 - g_loss: 1.0231 - d_accuracy: 0.6687
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2313 - g_loss: 1.0197 - d_accuracy: 0.6608Epoch 321: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2306 - g_loss: 1.0177 - d_accuracy: 0.6611
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2243 - g_loss: 1.0229 - d_accuracy: 0.6685Epoch 322: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2248 - g_loss: 1.0218 - d_accuracy: 0.6670
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2346 - g_loss: 1.0196 - d_accuracy: 0.6634Epoch 323: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2352 - g_loss: 1.0251 - d_accuracy: 0.6636
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2237 - g_loss: 1.0161 - d_accuracy: 0.6752Epoch 324: D Accuracy = 0.7353
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2235 - g_loss: 1.0115 - d_accuracy: 0.6774
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2223 - g_loss: 1.0232 - d_accuracy: 0.6610Epoch 325: D Accuracy = 0.6544
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2219 - g_loss: 1.0226 - d_accuracy: 0.6607
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2301 - g_loss: 1.0211 - d_accuracy: 0.6664Epoch 326: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2289 - g_loss: 1.0249 - d_accuracy: 0.6668
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2239 - g_loss: 1.0305 - d_accuracy: 0.6680Epoch 327: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2229 - g_loss: 1.0351 - d_accuracy: 0.6678
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2169 - g_loss: 1.0290 - d_accuracy: 0.6729Epoch 328: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2164 - g_loss: 1.0280 - d_accuracy: 0.6735
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2207 - g_loss: 1.0281 - d_accuracy: 0.6685Epoch 329: D Accuracy = 0.6544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2221 - g_loss: 1.0268 - d_accuracy: 0.6680
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2235 - g_loss: 1.0249 - d_accuracy: 0.6737Epoch 330: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2236 - g_loss: 1.0260 - d_accuracy: 0.6732
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2198 - g_loss: 1.0200 - d_accuracy: 0.6645Epoch 331: D Accuracy = 0.6397
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2204 - g_loss: 1.0165 - d_accuracy: 0.6636
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2258 - g_loss: 1.0312 - d_accuracy: 0.6615Epoch 332: D Accuracy = 0.6103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2270 - g_loss: 1.0322 - d_accuracy: 0.6597
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2182 - g_loss: 1.0227 - d_accuracy: 0.6765Epoch 333: D Accuracy = 0.6397
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2194 - g_loss: 1.0200 - d_accuracy: 0.6752
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2212 - g_loss: 1.0291 - d_accuracy: 0.6656Epoch 334: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2198 - g_loss: 1.0311 - d_accuracy: 0.6666
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 1.0206 - d_accuracy: 0.6565Epoch 335: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2290 - g_loss: 1.0196 - d_accuracy: 0.6554
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2155 - g_loss: 1.0290 - d_accuracy: 0.6713Epoch 336: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2170 - g_loss: 1.0233 - d_accuracy: 0.6699
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 1.0244 - d_accuracy: 0.6599Epoch 337: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2298 - g_loss: 1.0234 - d_accuracy: 0.6586
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2359 - g_loss: 1.0277 - d_accuracy: 0.6543Epoch 338: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2348 - g_loss: 1.0233 - d_accuracy: 0.6550
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2297 - g_loss: 1.0186 - d_accuracy: 0.6587Epoch 339: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2305 - g_loss: 1.0244 - d_accuracy: 0.6575
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2117 - g_loss: 1.0312 - d_accuracy: 0.6807Epoch 340: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2105 - g_loss: 1.0346 - d_accuracy: 0.6813
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2152 - g_loss: 1.0285 - d_accuracy: 0.6752Epoch 341: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2150 - g_loss: 1.0328 - d_accuracy: 0.6760
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2155 - g_loss: 1.0291 - d_accuracy: 0.6736Epoch 342: D Accuracy = 0.6397
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2175 - g_loss: 1.0251 - d_accuracy: 0.6724
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2170 - g_loss: 1.0308 - d_accuracy: 0.6727Epoch 343: D Accuracy = 0.6397
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2170 - g_loss: 1.0300 - d_accuracy: 0.6715
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2216 - g_loss: 1.0164 - d_accuracy: 0.6690Epoch 344: D Accuracy = 0.7353
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2207 - g_loss: 1.0117 - d_accuracy: 0.6714
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2087 - g_loss: 1.0529 - d_accuracy: 0.6726Epoch 345: D Accuracy = 0.6176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2086 - g_loss: 1.0618 - d_accuracy: 0.6707
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2201 - g_loss: 1.0300 - d_accuracy: 0.6686Epoch 346: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2185 - g_loss: 1.0383 - d_accuracy: 0.6684
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2191 - g_loss: 1.0253 - d_accuracy: 0.6749Epoch 347: D Accuracy = 0.6397
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2180 - g_loss: 1.0331 - d_accuracy: 0.6736
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2041 - g_loss: 1.0395 - d_accuracy: 0.6863Epoch 348: D Accuracy = 0.7206
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1995 - g_loss: 1.0444 - d_accuracy: 0.6875
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2078 - g_loss: 1.0397 - d_accuracy: 0.6781Epoch 349: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2071 - g_loss: 1.0434 - d_accuracy: 0.6755
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2176 - g_loss: 1.0339 - d_accuracy: 0.6735Epoch 350: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2187 - g_loss: 1.0368 - d_accuracy: 0.6731
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2042 - g_loss: 1.0399 - d_accuracy: 0.6741Epoch 351: D Accuracy = 0.7206
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2036 - g_loss: 1.0382 - d_accuracy: 0.6758
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2133 - g_loss: 1.0385 - d_accuracy: 0.6758Epoch 352: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2130 - g_loss: 1.0406 - d_accuracy: 0.6742
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2073 - g_loss: 1.0334 - d_accuracy: 0.6838Epoch 353: D Accuracy = 0.7426
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2072 - g_loss: 1.0271 - d_accuracy: 0.6859
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2095 - g_loss: 1.0460 - d_accuracy: 0.6778Epoch 354: D Accuracy = 0.6103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2103 - g_loss: 1.0478 - d_accuracy: 0.6754
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2017 - g_loss: 1.0413 - d_accuracy: 0.6891Epoch 355: D Accuracy = 0.8015
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1982 - g_loss: 1.0430 - d_accuracy: 0.6931
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2107 - g_loss: 1.0372 - d_accuracy: 0.6764Epoch 356: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2102 - g_loss: 1.0364 - d_accuracy: 0.6769
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2028 - g_loss: 1.0419 - d_accuracy: 0.6798Epoch 357: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2049 - g_loss: 1.0428 - d_accuracy: 0.6779
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2134 - g_loss: 1.0344 - d_accuracy: 0.6763Epoch 358: D Accuracy = 0.7132
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2125 - g_loss: 1.0329 - d_accuracy: 0.6776
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2122 - g_loss: 1.0371 - d_accuracy: 0.6753Epoch 359: D Accuracy = 0.5956
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2161 - g_loss: 1.0338 - d_accuracy: 0.6724
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2058 - g_loss: 1.0454 - d_accuracy: 0.6811Epoch 360: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2052 - g_loss: 1.0500 - d_accuracy: 0.6799
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1944 - g_loss: 1.0494 - d_accuracy: 0.6809Epoch 361: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1939 - g_loss: 1.0543 - d_accuracy: 0.6807
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.0368 - d_accuracy: 0.6784Epoch 362: D Accuracy = 0.6397
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2076 - g_loss: 1.0391 - d_accuracy: 0.6770
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1993 - g_loss: 1.0477 - d_accuracy: 0.6792Epoch 363: D Accuracy = 0.6397
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1987 - g_loss: 1.0513 - d_accuracy: 0.6778
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2027 - g_loss: 1.0481 - d_accuracy: 0.6803Epoch 364: D Accuracy = 0.6176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2031 - g_loss: 1.0522 - d_accuracy: 0.6780
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2141 - g_loss: 1.0399 - d_accuracy: 0.6741Epoch 365: D Accuracy = 0.6618
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2132 - g_loss: 1.0396 - d_accuracy: 0.6737
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2119 - g_loss: 1.0362 - d_accuracy: 0.6791Epoch 366: D Accuracy = 0.7353
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2093 - g_loss: 1.0367 - d_accuracy: 0.6811
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2074 - g_loss: 1.0526 - d_accuracy: 0.6778Epoch 367: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2060 - g_loss: 1.0541 - d_accuracy: 0.6785
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2088 - g_loss: 1.0403 - d_accuracy: 0.6799Epoch 368: D Accuracy = 0.7132
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2075 - g_loss: 1.0417 - d_accuracy: 0.6811
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2058 - g_loss: 1.0534 - d_accuracy: 0.6785Epoch 369: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2103 - g_loss: 1.0571 - d_accuracy: 0.6752
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2142 - g_loss: 1.0372 - d_accuracy: 0.6730Epoch 370: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2171 - g_loss: 1.0342 - d_accuracy: 0.6711
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2051 - g_loss: 1.0446 - d_accuracy: 0.6802Epoch 371: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2044 - g_loss: 1.0452 - d_accuracy: 0.6809
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2113 - g_loss: 1.0523 - d_accuracy: 0.6685Epoch 372: D Accuracy = 0.7132
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2118 - g_loss: 1.0501 - d_accuracy: 0.6701
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1994 - g_loss: 1.0491 - d_accuracy: 0.6813Epoch 373: D Accuracy = 0.7868
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1956 - g_loss: 1.0513 - d_accuracy: 0.6851
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2137 - g_loss: 1.0385 - d_accuracy: 0.6713Epoch 374: D Accuracy = 0.6324
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2146 - g_loss: 1.0371 - d_accuracy: 0.6699
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2081 - g_loss: 1.0512 - d_accuracy: 0.6758Epoch 375: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2078 - g_loss: 1.0539 - d_accuracy: 0.6763
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2053 - g_loss: 1.0471 - d_accuracy: 0.6828Epoch 376: D Accuracy = 0.7647
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2041 - g_loss: 1.0428 - d_accuracy: 0.6858
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2023 - g_loss: 1.0543 - d_accuracy: 0.6822Epoch 377: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2032 - g_loss: 1.0546 - d_accuracy: 0.6817
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2119 - g_loss: 1.0342 - d_accuracy: 0.6785Epoch 378: D Accuracy = 0.7426
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2087 - g_loss: 1.0341 - d_accuracy: 0.6808
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2078 - g_loss: 1.0398 - d_accuracy: 0.6760Epoch 379: D Accuracy = 0.7132
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2044 - g_loss: 1.0410 - d_accuracy: 0.6773
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2082 - g_loss: 1.0473 - d_accuracy: 0.6748Epoch 380: D Accuracy = 0.6618
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2083 - g_loss: 1.0452 - d_accuracy: 0.6744
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1951 - g_loss: 1.0521 - d_accuracy: 0.6836Epoch 381: D Accuracy = 0.6838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1946 - g_loss: 1.0494 - d_accuracy: 0.6836
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1991 - g_loss: 1.0682 - d_accuracy: 0.6864Epoch 382: D Accuracy = 0.7059
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1996 - g_loss: 1.0653 - d_accuracy: 0.6871
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2126 - g_loss: 1.0426 - d_accuracy: 0.6737Epoch 383: D Accuracy = 0.6397
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2135 - g_loss: 1.0433 - d_accuracy: 0.6725
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1964 - g_loss: 1.0628 - d_accuracy: 0.6851Epoch 384: D Accuracy = 0.6765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1960 - g_loss: 1.0671 - d_accuracy: 0.6848
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2050 - g_loss: 1.0432 - d_accuracy: 0.6814Epoch 385: D Accuracy = 0.6397
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2078 - g_loss: 1.0417 - d_accuracy: 0.6799
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1903 - g_loss: 1.0584 - d_accuracy: 0.6893Epoch 386: D Accuracy = 0.7132
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1911 - g_loss: 1.0486 - d_accuracy: 0.6902
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.0542 - d_accuracy: 0.6793Epoch 387: D Accuracy = 0.7426
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2044 - g_loss: 1.0530 - d_accuracy: 0.6815
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1962 - g_loss: 1.0565 - d_accuracy: 0.6814Epoch 388: D Accuracy = 0.6544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1980 - g_loss: 1.0541 - d_accuracy: 0.6804
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2040 - g_loss: 1.0505 - d_accuracy: 0.6765Epoch 389: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2041 - g_loss: 1.0510 - d_accuracy: 0.6770
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2006 - g_loss: 1.0573 - d_accuracy: 0.6785Epoch 390: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2039 - g_loss: 1.0497 - d_accuracy: 0.6766
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2002 - g_loss: 1.0595 - d_accuracy: 0.6843Epoch 391: D Accuracy = 0.6324
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2001 - g_loss: 1.0630 - d_accuracy: 0.6824
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1988 - g_loss: 1.0542 - d_accuracy: 0.6772Epoch 392: D Accuracy = 0.6544
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2000 - g_loss: 1.0511 - d_accuracy: 0.6763
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1968 - g_loss: 1.0558 - d_accuracy: 0.6857Epoch 393: D Accuracy = 0.5956
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1981 - g_loss: 1.0576 - d_accuracy: 0.6825
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2032 - g_loss: 1.0510 - d_accuracy: 0.6814Epoch 394: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2040 - g_loss: 1.0454 - d_accuracy: 0.6813
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1943 - g_loss: 1.0639 - d_accuracy: 0.6819Epoch 395: D Accuracy = 0.7132
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1942 - g_loss: 1.0642 - d_accuracy: 0.6831
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1996 - g_loss: 1.0528 - d_accuracy: 0.6869Epoch 396: D Accuracy = 0.6397
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2007 - g_loss: 1.0569 - d_accuracy: 0.6852
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1934 - g_loss: 1.0615 - d_accuracy: 0.6849Epoch 397: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1926 - g_loss: 1.0626 - d_accuracy: 0.6849
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1943 - g_loss: 1.0669 - d_accuracy: 0.6869Epoch 398: D Accuracy = 0.6471
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1958 - g_loss: 1.0687 - d_accuracy: 0.6854
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1945 - g_loss: 1.0498 - d_accuracy: 0.6931Epoch 399: D Accuracy = 0.6544
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1966 - g_loss: 1.0465 - d_accuracy: 0.6917
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1852 - g_loss: 1.0725 - d_accuracy: 0.6932
Class 0 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.6471
27/27 [==============================] - 1s 41ms/step - d_loss: 1.1861 - g_loss: 1.0723 - d_accuracy: 0.6916
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1860 - g_loss: 1.0704 - d_accuracy: 0.6936Epoch 401: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1875 - g_loss: 1.0714 - d_accuracy: 0.6927
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1988 - g_loss: 1.0627 - d_accuracy: 0.6801Epoch 402: D Accuracy = 0.7059
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1976 - g_loss: 1.0650 - d_accuracy: 0.6810
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1939 - g_loss: 1.0645 - d_accuracy: 0.6860Epoch 403: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1951 - g_loss: 1.0715 - d_accuracy: 0.6841
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1830 - g_loss: 1.0730 - d_accuracy: 0.6969Epoch 404: D Accuracy = 0.6765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1839 - g_loss: 1.0757 - d_accuracy: 0.6962
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1972 - g_loss: 1.0560 - d_accuracy: 0.6768Epoch 405: D Accuracy = 0.6985
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1971 - g_loss: 1.0532 - d_accuracy: 0.6775
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1969 - g_loss: 1.0680 - d_accuracy: 0.6800Epoch 406: D Accuracy = 0.6103
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2006 - g_loss: 1.0670 - d_accuracy: 0.6775
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1891 - g_loss: 1.0617 - d_accuracy: 0.6955Epoch 407: D Accuracy = 0.6838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1906 - g_loss: 1.0520 - d_accuracy: 0.6950
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1896 - g_loss: 1.0758 - d_accuracy: 0.6886Epoch 408: D Accuracy = 0.7574
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1868 - g_loss: 1.0748 - d_accuracy: 0.6911
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1897 - g_loss: 1.0678 - d_accuracy: 0.6858Epoch 409: D Accuracy = 0.7206
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1904 - g_loss: 1.0658 - d_accuracy: 0.6871
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1905 - g_loss: 1.0715 - d_accuracy: 0.6874Epoch 410: D Accuracy = 0.6103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1929 - g_loss: 1.0787 - d_accuracy: 0.6846
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1782 - g_loss: 1.0683 - d_accuracy: 0.6986Epoch 411: D Accuracy = 0.7647
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1754 - g_loss: 1.0726 - d_accuracy: 0.7010
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1726 - g_loss: 1.0796 - d_accuracy: 0.7015Epoch 412: D Accuracy = 0.7206
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1713 - g_loss: 1.0831 - d_accuracy: 0.7021
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1857 - g_loss: 1.0657 - d_accuracy: 0.6923Epoch 413: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1843 - g_loss: 1.0650 - d_accuracy: 0.6943
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1867 - g_loss: 1.0765 - d_accuracy: 0.6867Epoch 414: D Accuracy = 0.6618
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1882 - g_loss: 1.0794 - d_accuracy: 0.6858
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1869 - g_loss: 1.0698 - d_accuracy: 0.6903Epoch 415: D Accuracy = 0.7132
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1858 - g_loss: 1.0704 - d_accuracy: 0.6912
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1986 - g_loss: 1.0696 - d_accuracy: 0.6879Epoch 416: D Accuracy = 0.6544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1989 - g_loss: 1.0776 - d_accuracy: 0.6867
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1821 - g_loss: 1.0763 - d_accuracy: 0.6934Epoch 417: D Accuracy = 0.6544
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1870 - g_loss: 1.0771 - d_accuracy: 0.6920
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1879 - g_loss: 1.0672 - d_accuracy: 0.6856Epoch 418: D Accuracy = 0.7721
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1854 - g_loss: 1.0682 - d_accuracy: 0.6887
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1827 - g_loss: 1.0822 - d_accuracy: 0.6847Epoch 419: D Accuracy = 0.6544
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1844 - g_loss: 1.0770 - d_accuracy: 0.6836
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1954 - g_loss: 1.0633 - d_accuracy: 0.6845Epoch 420: D Accuracy = 0.7132
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1953 - g_loss: 1.0591 - d_accuracy: 0.6856
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1840 - g_loss: 1.0717 - d_accuracy: 0.6923Epoch 421: D Accuracy = 0.6838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1846 - g_loss: 1.0734 - d_accuracy: 0.6920
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1823 - g_loss: 1.0732 - d_accuracy: 0.6938Epoch 422: D Accuracy = 0.7059
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1829 - g_loss: 1.0660 - d_accuracy: 0.6943
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1808 - g_loss: 1.0964 - d_accuracy: 0.6907Epoch 423: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1793 - g_loss: 1.1000 - d_accuracy: 0.6897
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1862 - g_loss: 1.0790 - d_accuracy: 0.6943Epoch 424: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1889 - g_loss: 1.0762 - d_accuracy: 0.6934
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1969 - g_loss: 1.0692 - d_accuracy: 0.6811Epoch 425: D Accuracy = 0.6544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1988 - g_loss: 1.0700 - d_accuracy: 0.6801
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1771 - g_loss: 1.0866 - d_accuracy: 0.6920Epoch 426: D Accuracy = 0.6691
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1787 - g_loss: 1.0831 - d_accuracy: 0.6912
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1768 - g_loss: 1.0821 - d_accuracy: 0.6954Epoch 427: D Accuracy = 0.6691
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1774 - g_loss: 1.0828 - d_accuracy: 0.6944
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1876 - g_loss: 1.0769 - d_accuracy: 0.6840Epoch 428: D Accuracy = 0.6544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1875 - g_loss: 1.0787 - d_accuracy: 0.6829
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1886 - g_loss: 1.0689 - d_accuracy: 0.6943Epoch 429: D Accuracy = 0.7574
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1873 - g_loss: 1.0688 - d_accuracy: 0.6965
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1779 - g_loss: 1.0855 - d_accuracy: 0.6904Epoch 430: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1747 - g_loss: 1.0876 - d_accuracy: 0.6907
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1701 - g_loss: 1.0885 - d_accuracy: 0.7006Epoch 431: D Accuracy = 0.7647
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1685 - g_loss: 1.0865 - d_accuracy: 0.7029
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1878 - g_loss: 1.0761 - d_accuracy: 0.6813Epoch 432: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1880 - g_loss: 1.0766 - d_accuracy: 0.6809
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1797 - g_loss: 1.0826 - d_accuracy: 0.6931Epoch 433: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1805 - g_loss: 1.0809 - d_accuracy: 0.6919
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1884 - g_loss: 1.0812 - d_accuracy: 0.6862Epoch 434: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1875 - g_loss: 1.0821 - d_accuracy: 0.6866
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1812 - g_loss: 1.0843 - d_accuracy: 0.6993Epoch 435: D Accuracy = 0.7132
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1805 - g_loss: 1.0850 - d_accuracy: 0.6998
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1831 - g_loss: 1.0828 - d_accuracy: 0.6924Epoch 436: D Accuracy = 0.6544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1835 - g_loss: 1.0851 - d_accuracy: 0.6910
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1755 - g_loss: 1.0828 - d_accuracy: 0.6932Epoch 437: D Accuracy = 0.7059
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1763 - g_loss: 1.0801 - d_accuracy: 0.6937
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1893 - g_loss: 1.0853 - d_accuracy: 0.6862Epoch 438: D Accuracy = 0.7279
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1885 - g_loss: 1.0866 - d_accuracy: 0.6877
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1590 - g_loss: 1.0982 - d_accuracy: 0.7126Epoch 439: D Accuracy = 0.6985
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1581 - g_loss: 1.1016 - d_accuracy: 0.7121
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1777 - g_loss: 1.0800 - d_accuracy: 0.6993Epoch 440: D Accuracy = 0.7647
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1749 - g_loss: 1.0762 - d_accuracy: 0.7017
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1787 - g_loss: 1.0872 - d_accuracy: 0.6920Epoch 441: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1783 - g_loss: 1.0865 - d_accuracy: 0.6915
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1828 - g_loss: 1.0801 - d_accuracy: 0.6921Epoch 442: D Accuracy = 0.7574
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1800 - g_loss: 1.0869 - d_accuracy: 0.6944
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1760 - g_loss: 1.0826 - d_accuracy: 0.6992Epoch 443: D Accuracy = 0.6397
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1791 - g_loss: 1.0790 - d_accuracy: 0.6971
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1666 - g_loss: 1.1013 - d_accuracy: 0.6991Epoch 444: D Accuracy = 0.7279
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1649 - g_loss: 1.1048 - d_accuracy: 0.7002
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1803 - g_loss: 1.0822 - d_accuracy: 0.6941Epoch 445: D Accuracy = 0.7279
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1777 - g_loss: 1.0841 - d_accuracy: 0.6953
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1785 - g_loss: 1.0834 - d_accuracy: 0.6954Epoch 446: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1790 - g_loss: 1.0825 - d_accuracy: 0.6955
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1790 - g_loss: 1.0881 - d_accuracy: 0.7022Epoch 447: D Accuracy = 0.6691
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1808 - g_loss: 1.0918 - d_accuracy: 0.7010
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1644 - g_loss: 1.0941 - d_accuracy: 0.7091Epoch 448: D Accuracy = 0.7426
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1642 - g_loss: 1.0908 - d_accuracy: 0.7103
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1823 - g_loss: 1.0790 - d_accuracy: 0.6944Epoch 449: D Accuracy = 0.7132
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1828 - g_loss: 1.0796 - d_accuracy: 0.6951
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1695 - g_loss: 1.0955 - d_accuracy: 0.7007Epoch 450: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1711 - g_loss: 1.0954 - d_accuracy: 0.7001
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1769 - g_loss: 1.0866 - d_accuracy: 0.6947Epoch 451: D Accuracy = 0.7132
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1769 - g_loss: 1.0772 - d_accuracy: 0.6953
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1635 - g_loss: 1.1068 - d_accuracy: 0.7015Epoch 452: D Accuracy = 0.7574
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1633 - g_loss: 1.1052 - d_accuracy: 0.7035
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1735 - g_loss: 1.0949 - d_accuracy: 0.7024Epoch 453: D Accuracy = 0.6324
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1763 - g_loss: 1.0963 - d_accuracy: 0.6999
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1734 - g_loss: 1.0862 - d_accuracy: 0.7012Epoch 454: D Accuracy = 0.7132
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1720 - g_loss: 1.0882 - d_accuracy: 0.7016
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1714 - g_loss: 1.0941 - d_accuracy: 0.6981Epoch 455: D Accuracy = 0.6176
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1745 - g_loss: 1.0947 - d_accuracy: 0.6952
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1681 - g_loss: 1.0997 - d_accuracy: 0.7092Epoch 456: D Accuracy = 0.6691
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1691 - g_loss: 1.0968 - d_accuracy: 0.7078
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1831 - g_loss: 1.0890 - d_accuracy: 0.6930Epoch 457: D Accuracy = 0.6324
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1861 - g_loss: 1.0901 - d_accuracy: 0.6908
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1717 - g_loss: 1.0921 - d_accuracy: 0.6963Epoch 458: D Accuracy = 0.6838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1722 - g_loss: 1.0915 - d_accuracy: 0.6959
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1621 - g_loss: 1.1071 - d_accuracy: 0.7045Epoch 459: D Accuracy = 0.6618
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1665 - g_loss: 1.1066 - d_accuracy: 0.7030
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1829 - g_loss: 1.0769 - d_accuracy: 0.6948Epoch 460: D Accuracy = 0.6471
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1846 - g_loss: 1.0743 - d_accuracy: 0.6931
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1735 - g_loss: 1.0931 - d_accuracy: 0.7000Epoch 461: D Accuracy = 0.6618
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1748 - g_loss: 1.0939 - d_accuracy: 0.6986
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1818 - g_loss: 1.0792 - d_accuracy: 0.6920Epoch 462: D Accuracy = 0.7426
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1783 - g_loss: 1.0800 - d_accuracy: 0.6938
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1571 - g_loss: 1.1074 - d_accuracy: 0.7090Epoch 463: D Accuracy = 0.7279
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1559 - g_loss: 1.1061 - d_accuracy: 0.7096
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1656 - g_loss: 1.1013 - d_accuracy: 0.7066Epoch 464: D Accuracy = 0.6985
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1659 - g_loss: 1.0983 - d_accuracy: 0.7063
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1697 - g_loss: 1.1027 - d_accuracy: 0.7020Epoch 465: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1719 - g_loss: 1.1016 - d_accuracy: 0.7008
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1708 - g_loss: 1.0964 - d_accuracy: 0.6991Epoch 466: D Accuracy = 0.7206
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1688 - g_loss: 1.1002 - d_accuracy: 0.6999
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1774 - g_loss: 1.0941 - d_accuracy: 0.6974Epoch 467: D Accuracy = 0.6397
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1802 - g_loss: 1.0978 - d_accuracy: 0.6954
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1586 - g_loss: 1.1014 - d_accuracy: 0.7076Epoch 468: D Accuracy = 0.7574
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1566 - g_loss: 1.1028 - d_accuracy: 0.7094
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1760 - g_loss: 1.0980 - d_accuracy: 0.6925Epoch 469: D Accuracy = 0.7132
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1761 - g_loss: 1.0978 - d_accuracy: 0.6932
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1726 - g_loss: 1.0923 - d_accuracy: 0.6996Epoch 470: D Accuracy = 0.7279
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1729 - g_loss: 1.0866 - d_accuracy: 0.7006
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1674 - g_loss: 1.1036 - d_accuracy: 0.7077Epoch 471: D Accuracy = 0.6985
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1684 - g_loss: 1.1061 - d_accuracy: 0.7074
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1628 - g_loss: 1.1020 - d_accuracy: 0.7151Epoch 472: D Accuracy = 0.7059
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1653 - g_loss: 1.0985 - d_accuracy: 0.7148
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1545 - g_loss: 1.1096 - d_accuracy: 0.7113Epoch 473: D Accuracy = 0.7868
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1510 - g_loss: 1.1095 - d_accuracy: 0.7140
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1636 - g_loss: 1.1125 - d_accuracy: 0.7013Epoch 474: D Accuracy = 0.7426
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1633 - g_loss: 1.1124 - d_accuracy: 0.7027
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1698 - g_loss: 1.1110 - d_accuracy: 0.6954Epoch 475: D Accuracy = 0.6324
27/27 [==============================] - 1s 39ms/step - d_loss: 1.1717 - g_loss: 1.1131 - d_accuracy: 0.6932
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1535 - g_loss: 1.1236 - d_accuracy: 0.7097Epoch 476: D Accuracy = 0.7426
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1527 - g_loss: 1.1194 - d_accuracy: 0.7108
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1603 - g_loss: 1.1067 - d_accuracy: 0.7074Epoch 477: D Accuracy = 0.7647
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1607 - g_loss: 1.0988 - d_accuracy: 0.7095
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1586 - g_loss: 1.1083 - d_accuracy: 0.7091Epoch 478: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1583 - g_loss: 1.1049 - d_accuracy: 0.7100
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1625 - g_loss: 1.1231 - d_accuracy: 0.7020Epoch 479: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1655 - g_loss: 1.1204 - d_accuracy: 0.6995
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1665 - g_loss: 1.1058 - d_accuracy: 0.7012Epoch 480: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1642 - g_loss: 1.1129 - d_accuracy: 0.7030
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1834 - g_loss: 1.0921 - d_accuracy: 0.6879Epoch 481: D Accuracy = 0.6397
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1848 - g_loss: 1.0897 - d_accuracy: 0.6862
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1573 - g_loss: 1.1145 - d_accuracy: 0.7119Epoch 482: D Accuracy = 0.6985
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1600 - g_loss: 1.1143 - d_accuracy: 0.7114
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1518 - g_loss: 1.1118 - d_accuracy: 0.7103Epoch 483: D Accuracy = 0.6618
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1523 - g_loss: 1.1109 - d_accuracy: 0.7085
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1462 - g_loss: 1.1254 - d_accuracy: 0.7123Epoch 484: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1456 - g_loss: 1.1274 - d_accuracy: 0.7126
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1534 - g_loss: 1.1304 - d_accuracy: 0.7129Epoch 485: D Accuracy = 0.6618
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1542 - g_loss: 1.1390 - d_accuracy: 0.7111
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1631 - g_loss: 1.1040 - d_accuracy: 0.7086Epoch 486: D Accuracy = 0.7647
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1631 - g_loss: 1.0982 - d_accuracy: 0.7106
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1516 - g_loss: 1.1369 - d_accuracy: 0.7091Epoch 487: D Accuracy = 0.7794
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1487 - g_loss: 1.1429 - d_accuracy: 0.7116
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1512 - g_loss: 1.1124 - d_accuracy: 0.7175Epoch 488: D Accuracy = 0.7353
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1503 - g_loss: 1.1106 - d_accuracy: 0.7181
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1559 - g_loss: 1.1112 - d_accuracy: 0.7021Epoch 489: D Accuracy = 0.7500
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1550 - g_loss: 1.1051 - d_accuracy: 0.7038
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1581 - g_loss: 1.1279 - d_accuracy: 0.7037Epoch 490: D Accuracy = 0.7059
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1575 - g_loss: 1.1306 - d_accuracy: 0.7037
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1575 - g_loss: 1.1097 - d_accuracy: 0.7117Epoch 491: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1585 - g_loss: 1.1128 - d_accuracy: 0.7107
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1631 - g_loss: 1.1091 - d_accuracy: 0.7018Epoch 492: D Accuracy = 0.6912
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1640 - g_loss: 1.1045 - d_accuracy: 0.7014
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1603 - g_loss: 1.1160 - d_accuracy: 0.7033Epoch 493: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1610 - g_loss: 1.1125 - d_accuracy: 0.7023
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1466 - g_loss: 1.1306 - d_accuracy: 0.7112Epoch 494: D Accuracy = 0.5809
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1506 - g_loss: 1.1272 - d_accuracy: 0.7065
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1463 - g_loss: 1.1298 - d_accuracy: 0.7162Epoch 495: D Accuracy = 0.7794
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1435 - g_loss: 1.1319 - d_accuracy: 0.7185
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1535 - g_loss: 1.1222 - d_accuracy: 0.7068Epoch 496: D Accuracy = 0.6544
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1554 - g_loss: 1.1212 - d_accuracy: 0.7049
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1497 - g_loss: 1.1281 - d_accuracy: 0.7041Epoch 497: D Accuracy = 0.7059
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1496 - g_loss: 1.1293 - d_accuracy: 0.7042
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1517 - g_loss: 1.1226 - d_accuracy: 0.7137Epoch 498: D Accuracy = 0.6912
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1529 - g_loss: 1.1200 - d_accuracy: 0.7129
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1538 - g_loss: 1.1270 - d_accuracy: 0.7103Epoch 499: D Accuracy = 0.6985
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1535 - g_loss: 1.1355 - d_accuracy: 0.7099
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1407 - g_loss: 1.1289 - d_accuracy: 0.7228
Class 0 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.7426
27/27 [==============================] - 1s 41ms/step - d_loss: 1.1382 - g_loss: 1.1327 - d_accuracy: 0.7235
Training DCGAN for class 1...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.4802 - g_loss: 0.8571 - d_accuracy: 0.5398WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0167s vs `on_train_batch_end` time: 0.0182s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 1.2309 - g_loss: 1.1177 - d_accuracy: 0.6914
Epoch 1: Generator loss improved from inf to 1.2485. Saving weights.
Epoch 1: D Accuracy = 0.6985
27/27 [==============================] - 2s 35ms/step - d_loss: 1.2304 - g_loss: 1.1223 - d_accuracy: 0.6916
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2536 - g_loss: 1.1807 - d_accuracy: 0.7056
Epoch 2: Generator loss improved from 1.2485 to 0.9366. Saving weights.
Epoch 2: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2622 - g_loss: 1.1720 - d_accuracy: 0.7020
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3406 - g_loss: 1.0114 - d_accuracy: 0.6260Epoch 3: D Accuracy = 0.5882
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3407 - g_loss: 1.0101 - d_accuracy: 0.6246
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3551 - g_loss: 0.9554 - d_accuracy: 0.5907
Epoch 4: Generator loss improved from 0.9366 to 0.8695. Saving weights.
Epoch 4: D Accuracy = 0.5515
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3575 - g_loss: 0.9523 - d_accuracy: 0.5893
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3966 - g_loss: 0.8969 - d_accuracy: 0.5598
Epoch 5: Generator loss improved from 0.8695 to 0.7807. Saving weights.
Epoch 5: D Accuracy = 0.4926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3983 - g_loss: 0.8928 - d_accuracy: 0.5574
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3987 - g_loss: 0.8826 - d_accuracy: 0.5510Epoch 6: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3969 - g_loss: 0.8839 - d_accuracy: 0.5528
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4042 - g_loss: 0.8516 - d_accuracy: 0.5335Epoch 7: D Accuracy = 0.5147
27/27 [==============================] - 1s 36ms/step - d_loss: 1.4042 - g_loss: 0.8499 - d_accuracy: 0.5329
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3862 - g_loss: 0.8426 - d_accuracy: 0.5440Epoch 8: D Accuracy = 0.5000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3865 - g_loss: 0.8423 - d_accuracy: 0.5424
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3750 - g_loss: 0.8445 - d_accuracy: 0.5570Epoch 9: D Accuracy = 0.5735
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3747 - g_loss: 0.8433 - d_accuracy: 0.5576
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3761 - g_loss: 0.8426 - d_accuracy: 0.5371Epoch 10: D Accuracy = 0.5809
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3752 - g_loss: 0.8450 - d_accuracy: 0.5387
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3655 - g_loss: 0.8393 - d_accuracy: 0.5483Epoch 11: D Accuracy = 0.5294
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3654 - g_loss: 0.8387 - d_accuracy: 0.5476
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3632 - g_loss: 0.8405 - d_accuracy: 0.5573Epoch 12: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3625 - g_loss: 0.8417 - d_accuracy: 0.5597
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3563 - g_loss: 0.8426 - d_accuracy: 0.5691Epoch 13: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3554 - g_loss: 0.8433 - d_accuracy: 0.5703
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3547 - g_loss: 0.8446 - d_accuracy: 0.5613Epoch 14: D Accuracy = 0.5809
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3533 - g_loss: 0.8449 - d_accuracy: 0.5620
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3550 - g_loss: 0.8420 - d_accuracy: 0.5645Epoch 15: D Accuracy = 0.6471
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3537 - g_loss: 0.8419 - d_accuracy: 0.5674
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3482 - g_loss: 0.8486 - d_accuracy: 0.5690Epoch 16: D Accuracy = 0.5662
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3478 - g_loss: 0.8502 - d_accuracy: 0.5689
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3441 - g_loss: 0.8503 - d_accuracy: 0.5682Epoch 17: D Accuracy = 0.5956
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3450 - g_loss: 0.8487 - d_accuracy: 0.5692
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3317 - g_loss: 0.8637 - d_accuracy: 0.5842Epoch 18: D Accuracy = 0.5662
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3329 - g_loss: 0.8646 - d_accuracy: 0.5835
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8616 - d_accuracy: 0.5853Epoch 19: D Accuracy = 0.5147
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3309 - g_loss: 0.8604 - d_accuracy: 0.5828
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3205 - g_loss: 0.8688 - d_accuracy: 0.5924Epoch 20: D Accuracy = 0.5882
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3206 - g_loss: 0.8693 - d_accuracy: 0.5922
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.8784 - d_accuracy: 0.6031Epoch 21: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3123 - g_loss: 0.8781 - d_accuracy: 0.6031
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3090 - g_loss: 0.8864 - d_accuracy: 0.6066Epoch 22: D Accuracy = 0.5809
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3106 - g_loss: 0.8848 - d_accuracy: 0.6057
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2977 - g_loss: 0.8951 - d_accuracy: 0.6182Epoch 23: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2975 - g_loss: 0.8946 - d_accuracy: 0.6182
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2869 - g_loss: 0.9095 - d_accuracy: 0.6197Epoch 24: D Accuracy = 0.6544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2858 - g_loss: 0.9087 - d_accuracy: 0.6210
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2732 - g_loss: 0.9278 - d_accuracy: 0.6465Epoch 25: D Accuracy = 0.6985
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2712 - g_loss: 0.9295 - d_accuracy: 0.6484
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2615 - g_loss: 0.9388 - d_accuracy: 0.6507Epoch 26: D Accuracy = 0.6544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2614 - g_loss: 0.9391 - d_accuracy: 0.6508
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2419 - g_loss: 0.9606 - d_accuracy: 0.6664Epoch 27: D Accuracy = 0.6985
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2395 - g_loss: 0.9625 - d_accuracy: 0.6675
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2382 - g_loss: 0.9703 - d_accuracy: 0.6732Epoch 28: D Accuracy = 0.6176
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2398 - g_loss: 0.9675 - d_accuracy: 0.6712
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2276 - g_loss: 0.9851 - d_accuracy: 0.6742Epoch 29: D Accuracy = 0.6985
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2270 - g_loss: 0.9842 - d_accuracy: 0.6750
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2256 - g_loss: 0.9979 - d_accuracy: 0.6798Epoch 30: D Accuracy = 0.7059
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2243 - g_loss: 0.9978 - d_accuracy: 0.6807
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2181 - g_loss: 1.0052 - d_accuracy: 0.6852Epoch 31: D Accuracy = 0.7279
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2180 - g_loss: 1.0048 - d_accuracy: 0.6868
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2202 - g_loss: 1.0078 - d_accuracy: 0.6806Epoch 32: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2219 - g_loss: 1.0068 - d_accuracy: 0.6794
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2196 - g_loss: 1.0101 - d_accuracy: 0.6851Epoch 33: D Accuracy = 0.7353
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2199 - g_loss: 1.0067 - d_accuracy: 0.6869
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2025 - g_loss: 1.0423 - d_accuracy: 0.6882Epoch 34: D Accuracy = 0.6985
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2004 - g_loss: 1.0487 - d_accuracy: 0.6886
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2116 - g_loss: 1.0255 - d_accuracy: 0.6824Epoch 35: D Accuracy = 0.6838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2124 - g_loss: 1.0229 - d_accuracy: 0.6825
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2017 - g_loss: 1.0459 - d_accuracy: 0.6878Epoch 36: D Accuracy = 0.6838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2012 - g_loss: 1.0507 - d_accuracy: 0.6877
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2070 - g_loss: 1.0352 - d_accuracy: 0.6874Epoch 37: D Accuracy = 0.7426
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2059 - g_loss: 1.0334 - d_accuracy: 0.6893
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2043 - g_loss: 1.0549 - d_accuracy: 0.6872Epoch 38: D Accuracy = 0.8015
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2011 - g_loss: 1.0563 - d_accuracy: 0.6913
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1962 - g_loss: 1.0569 - d_accuracy: 0.6912Epoch 39: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1962 - g_loss: 1.0513 - d_accuracy: 0.6915
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2066 - g_loss: 1.0510 - d_accuracy: 0.6844Epoch 40: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2074 - g_loss: 1.0489 - d_accuracy: 0.6836
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2113 - g_loss: 1.0555 - d_accuracy: 0.6804Epoch 41: D Accuracy = 0.7353
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2102 - g_loss: 1.0558 - d_accuracy: 0.6824
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2074 - g_loss: 1.0620 - d_accuracy: 0.6840Epoch 42: D Accuracy = 0.5735
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2104 - g_loss: 1.0649 - d_accuracy: 0.6801
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2131 - g_loss: 1.0564 - d_accuracy: 0.6793Epoch 43: D Accuracy = 0.7132
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2109 - g_loss: 1.0586 - d_accuracy: 0.6805
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2300 - g_loss: 1.0361 - d_accuracy: 0.6595Epoch 44: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2296 - g_loss: 1.0370 - d_accuracy: 0.6598
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2357 - g_loss: 1.0346 - d_accuracy: 0.6668Epoch 45: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2387 - g_loss: 1.0346 - d_accuracy: 0.6651
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2447 - g_loss: 1.0185 - d_accuracy: 0.6583Epoch 46: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2456 - g_loss: 1.0168 - d_accuracy: 0.6587
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2323 - g_loss: 1.0269 - d_accuracy: 0.6705Epoch 47: D Accuracy = 0.7868
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2281 - g_loss: 1.0263 - d_accuracy: 0.6746
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2635 - g_loss: 1.0225 - d_accuracy: 0.6468Epoch 48: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2653 - g_loss: 1.0241 - d_accuracy: 0.6452
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2505 - g_loss: 1.0157 - d_accuracy: 0.6478Epoch 49: D Accuracy = 0.6397
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2483 - g_loss: 1.0229 - d_accuracy: 0.6475
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2485 - g_loss: 1.0026 - d_accuracy: 0.6557Epoch 50: D Accuracy = 0.6544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2483 - g_loss: 0.9996 - d_accuracy: 0.6557
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2610 - g_loss: 1.0052 - d_accuracy: 0.6471Epoch 51: D Accuracy = 0.6397
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2621 - g_loss: 1.0031 - d_accuracy: 0.6468
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2507 - g_loss: 1.0069 - d_accuracy: 0.6517Epoch 52: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2505 - g_loss: 1.0051 - d_accuracy: 0.6523
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2674 - g_loss: 0.9948 - d_accuracy: 0.6444Epoch 53: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2666 - g_loss: 0.9902 - d_accuracy: 0.6453
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2585 - g_loss: 1.0076 - d_accuracy: 0.6455Epoch 54: D Accuracy = 0.6544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2575 - g_loss: 1.0107 - d_accuracy: 0.6458
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2768 - g_loss: 0.9818 - d_accuracy: 0.6342Epoch 55: D Accuracy = 0.6985
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2757 - g_loss: 0.9823 - d_accuracy: 0.6365
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2772 - g_loss: 0.9770 - d_accuracy: 0.6344Epoch 56: D Accuracy = 0.6765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2757 - g_loss: 0.9752 - d_accuracy: 0.6359
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2799 - g_loss: 0.9884 - d_accuracy: 0.6288Epoch 57: D Accuracy = 0.5515
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2819 - g_loss: 0.9910 - d_accuracy: 0.6260
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2720 - g_loss: 0.9849 - d_accuracy: 0.6400Epoch 58: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2719 - g_loss: 0.9882 - d_accuracy: 0.6395
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2842 - g_loss: 0.9757 - d_accuracy: 0.6257Epoch 59: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2838 - g_loss: 0.9709 - d_accuracy: 0.6259
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2776 - g_loss: 0.9802 - d_accuracy: 0.6288Epoch 60: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2787 - g_loss: 0.9803 - d_accuracy: 0.6279
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2785 - g_loss: 0.9746 - d_accuracy: 0.6318Epoch 61: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2772 - g_loss: 0.9747 - d_accuracy: 0.6337
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2998 - g_loss: 0.9644 - d_accuracy: 0.6097Epoch 62: D Accuracy = 0.6103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2988 - g_loss: 0.9670 - d_accuracy: 0.6097
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2929 - g_loss: 0.9555 - d_accuracy: 0.6165Epoch 63: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2928 - g_loss: 0.9557 - d_accuracy: 0.6160
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2979 - g_loss: 0.9540 - d_accuracy: 0.6157Epoch 64: D Accuracy = 0.5956
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2978 - g_loss: 0.9548 - d_accuracy: 0.6149
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2911 - g_loss: 0.9528 - d_accuracy: 0.6255Epoch 65: D Accuracy = 0.6103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2917 - g_loss: 0.9520 - d_accuracy: 0.6249
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2944 - g_loss: 0.9501 - d_accuracy: 0.6152Epoch 66: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2926 - g_loss: 0.9477 - d_accuracy: 0.6176
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2964 - g_loss: 0.9562 - d_accuracy: 0.6168Epoch 67: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2951 - g_loss: 0.9559 - d_accuracy: 0.6184
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2915 - g_loss: 0.9505 - d_accuracy: 0.6275Epoch 68: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2929 - g_loss: 0.9469 - d_accuracy: 0.6261
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2993 - g_loss: 0.9518 - d_accuracy: 0.6149Epoch 69: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2982 - g_loss: 0.9538 - d_accuracy: 0.6152
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3012 - g_loss: 0.9466 - d_accuracy: 0.6172Epoch 70: D Accuracy = 0.5588
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3024 - g_loss: 0.9496 - d_accuracy: 0.6151
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3087 - g_loss: 0.9346 - d_accuracy: 0.6166Epoch 71: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3071 - g_loss: 0.9347 - d_accuracy: 0.6172
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2900 - g_loss: 0.9503 - d_accuracy: 0.6219Epoch 72: D Accuracy = 0.6397
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2885 - g_loss: 0.9501 - d_accuracy: 0.6226
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3094 - g_loss: 0.9322 - d_accuracy: 0.6071Epoch 73: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3105 - g_loss: 0.9294 - d_accuracy: 0.6065
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3092 - g_loss: 0.9366 - d_accuracy: 0.6072Epoch 74: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3079 - g_loss: 0.9384 - d_accuracy: 0.6076
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2924 - g_loss: 0.9477 - d_accuracy: 0.6232Epoch 75: D Accuracy = 0.5956
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2953 - g_loss: 0.9463 - d_accuracy: 0.6222
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3056 - g_loss: 0.9348 - d_accuracy: 0.6103Epoch 76: D Accuracy = 0.5956
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3059 - g_loss: 0.9354 - d_accuracy: 0.6098
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3055 - g_loss: 0.9301 - d_accuracy: 0.6081Epoch 77: D Accuracy = 0.6103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3048 - g_loss: 0.9308 - d_accuracy: 0.6082
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2996 - g_loss: 0.9340 - d_accuracy: 0.6075Epoch 78: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2984 - g_loss: 0.9341 - d_accuracy: 0.6079
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3132 - g_loss: 0.9267 - d_accuracy: 0.6007Epoch 79: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3121 - g_loss: 0.9281 - d_accuracy: 0.6008
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3103 - g_loss: 0.9267 - d_accuracy: 0.6001Epoch 80: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3107 - g_loss: 0.9264 - d_accuracy: 0.6008
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3048 - g_loss: 0.9361 - d_accuracy: 0.6099Epoch 81: D Accuracy = 0.5956
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3056 - g_loss: 0.9365 - d_accuracy: 0.6094
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3090 - g_loss: 0.9284 - d_accuracy: 0.6072Epoch 82: D Accuracy = 0.5809
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3096 - g_loss: 0.9240 - d_accuracy: 0.6062
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.9330 - d_accuracy: 0.6008Epoch 83: D Accuracy = 0.5662
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3071 - g_loss: 0.9377 - d_accuracy: 0.5996
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3064 - g_loss: 0.9243 - d_accuracy: 0.6063Epoch 84: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3050 - g_loss: 0.9235 - d_accuracy: 0.6091
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3085 - g_loss: 0.9283 - d_accuracy: 0.6047Epoch 85: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3076 - g_loss: 0.9306 - d_accuracy: 0.6062
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3018 - g_loss: 0.9239 - d_accuracy: 0.6138Epoch 86: D Accuracy = 0.5882
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3035 - g_loss: 0.9218 - d_accuracy: 0.6129
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3077 - g_loss: 0.9257 - d_accuracy: 0.6027Epoch 87: D Accuracy = 0.5662
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3078 - g_loss: 0.9252 - d_accuracy: 0.6014
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2981 - g_loss: 0.9278 - d_accuracy: 0.6162Epoch 88: D Accuracy = 0.6103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3000 - g_loss: 0.9248 - d_accuracy: 0.6160
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3029 - g_loss: 0.9286 - d_accuracy: 0.6036Epoch 89: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3015 - g_loss: 0.9265 - d_accuracy: 0.6060
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3054 - g_loss: 0.9280 - d_accuracy: 0.6065Epoch 90: D Accuracy = 0.6176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3051 - g_loss: 0.9244 - d_accuracy: 0.6069
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3147 - g_loss: 0.9257 - d_accuracy: 0.6000Epoch 91: D Accuracy = 0.6176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3149 - g_loss: 0.9253 - d_accuracy: 0.6006
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3082 - g_loss: 0.9256 - d_accuracy: 0.5992Epoch 92: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3089 - g_loss: 0.9280 - d_accuracy: 0.5988
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2997 - g_loss: 0.9301 - d_accuracy: 0.6058Epoch 93: D Accuracy = 0.5956
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2998 - g_loss: 0.9290 - d_accuracy: 0.6055
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3013 - g_loss: 0.9297 - d_accuracy: 0.6102Epoch 94: D Accuracy = 0.5662
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3036 - g_loss: 0.9299 - d_accuracy: 0.6087
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3089 - g_loss: 0.9209 - d_accuracy: 0.5995Epoch 95: D Accuracy = 0.5662
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3083 - g_loss: 0.9221 - d_accuracy: 0.5983
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3047 - g_loss: 0.9295 - d_accuracy: 0.6033Epoch 96: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3014 - g_loss: 0.9329 - d_accuracy: 0.6057
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3042 - g_loss: 0.9260 - d_accuracy: 0.6067Epoch 97: D Accuracy = 0.6029
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3055 - g_loss: 0.9245 - d_accuracy: 0.6065
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3105 - g_loss: 0.9217 - d_accuracy: 0.5973Epoch 98: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3099 - g_loss: 0.9245 - d_accuracy: 0.5986
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3162 - g_loss: 0.9161 - d_accuracy: 0.5989Epoch 99: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3151 - g_loss: 0.9187 - d_accuracy: 0.6014
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3076 - g_loss: 0.9210 - d_accuracy: 0.6075
Class 1 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.5147
27/27 [==============================] - 1s 43ms/step - d_loss: 1.3113 - g_loss: 0.9190 - d_accuracy: 0.6041
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3067 - g_loss: 0.9249 - d_accuracy: 0.6017Epoch 101: D Accuracy = 0.6103
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3059 - g_loss: 0.9280 - d_accuracy: 0.6020
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3094 - g_loss: 0.9205 - d_accuracy: 0.5957Epoch 102: D Accuracy = 0.5515
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3094 - g_loss: 0.9200 - d_accuracy: 0.5941
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3175 - g_loss: 0.9166 - d_accuracy: 0.5933Epoch 103: D Accuracy = 0.5735
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3174 - g_loss: 0.9167 - d_accuracy: 0.5926
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3120 - g_loss: 0.9198 - d_accuracy: 0.6041Epoch 104: D Accuracy = 0.5956
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3127 - g_loss: 0.9190 - d_accuracy: 0.6038
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3037 - g_loss: 0.9209 - d_accuracy: 0.6050Epoch 105: D Accuracy = 0.5662
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3039 - g_loss: 0.9205 - d_accuracy: 0.6036
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2918 - g_loss: 0.9365 - d_accuracy: 0.6146Epoch 106: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2923 - g_loss: 0.9377 - d_accuracy: 0.6142
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3117 - g_loss: 0.9171 - d_accuracy: 0.6033Epoch 107: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3116 - g_loss: 0.9171 - d_accuracy: 0.6033
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3107 - g_loss: 0.9228 - d_accuracy: 0.5987Epoch 108: D Accuracy = 0.5515
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3118 - g_loss: 0.9251 - d_accuracy: 0.5970
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2968 - g_loss: 0.9316 - d_accuracy: 0.6169Epoch 109: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2957 - g_loss: 0.9330 - d_accuracy: 0.6172
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3062 - g_loss: 0.9224 - d_accuracy: 0.6027Epoch 110: D Accuracy = 0.6544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3039 - g_loss: 0.9225 - d_accuracy: 0.6045
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3107 - g_loss: 0.9208 - d_accuracy: 0.6009Epoch 111: D Accuracy = 0.5441
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3129 - g_loss: 0.9200 - d_accuracy: 0.5989
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3061 - g_loss: 0.9292 - d_accuracy: 0.5959Epoch 112: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3053 - g_loss: 0.9342 - d_accuracy: 0.5972
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3118 - g_loss: 0.9145 - d_accuracy: 0.5995Epoch 113: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3113 - g_loss: 0.9141 - d_accuracy: 0.6012
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3106 - g_loss: 0.9203 - d_accuracy: 0.6065Epoch 114: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3100 - g_loss: 0.9205 - d_accuracy: 0.6088
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3028 - g_loss: 0.9246 - d_accuracy: 0.6031Epoch 115: D Accuracy = 0.6324
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3014 - g_loss: 0.9282 - d_accuracy: 0.6042
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2984 - g_loss: 0.9282 - d_accuracy: 0.6087Epoch 116: D Accuracy = 0.6618
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2974 - g_loss: 0.9286 - d_accuracy: 0.6106
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3133 - g_loss: 0.9143 - d_accuracy: 0.5978Epoch 117: D Accuracy = 0.5662
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3125 - g_loss: 0.9138 - d_accuracy: 0.5967
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3103 - g_loss: 0.9143 - d_accuracy: 0.5988Epoch 118: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3107 - g_loss: 0.9135 - d_accuracy: 0.5997
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3105 - g_loss: 0.9216 - d_accuracy: 0.5983Epoch 119: D Accuracy = 0.5441
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3103 - g_loss: 0.9224 - d_accuracy: 0.5963
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2969 - g_loss: 0.9307 - d_accuracy: 0.6117Epoch 120: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2946 - g_loss: 0.9318 - d_accuracy: 0.6138
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3109 - g_loss: 0.9145 - d_accuracy: 0.6003Epoch 121: D Accuracy = 0.4926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3120 - g_loss: 0.9139 - d_accuracy: 0.5964
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3104 - g_loss: 0.9121 - d_accuracy: 0.5935Epoch 122: D Accuracy = 0.5294
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3120 - g_loss: 0.9091 - d_accuracy: 0.5912
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3083 - g_loss: 0.9183 - d_accuracy: 0.6028Epoch 123: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3062 - g_loss: 0.9193 - d_accuracy: 0.6044
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3083 - g_loss: 0.9161 - d_accuracy: 0.6007Epoch 124: D Accuracy = 0.6103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3082 - g_loss: 0.9151 - d_accuracy: 0.6011
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3102 - g_loss: 0.9163 - d_accuracy: 0.6027Epoch 125: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3080 - g_loss: 0.9178 - d_accuracy: 0.6038
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2992 - g_loss: 0.9243 - d_accuracy: 0.6073Epoch 126: D Accuracy = 0.5809
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3000 - g_loss: 0.9221 - d_accuracy: 0.6064
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3088 - g_loss: 0.9181 - d_accuracy: 0.6012Epoch 127: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3095 - g_loss: 0.9183 - d_accuracy: 0.6012
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2992 - g_loss: 0.9260 - d_accuracy: 0.6069Epoch 128: D Accuracy = 0.5735
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3003 - g_loss: 0.9262 - d_accuracy: 0.6057
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3040 - g_loss: 0.9254 - d_accuracy: 0.6077Epoch 129: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3051 - g_loss: 0.9237 - d_accuracy: 0.6075
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3032 - g_loss: 0.9231 - d_accuracy: 0.6065Epoch 130: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3045 - g_loss: 0.9236 - d_accuracy: 0.6064
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2994 - g_loss: 0.9240 - d_accuracy: 0.6068Epoch 131: D Accuracy = 0.5956
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2992 - g_loss: 0.9241 - d_accuracy: 0.6064
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2929 - g_loss: 0.9324 - d_accuracy: 0.6220Epoch 132: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2922 - g_loss: 0.9351 - d_accuracy: 0.6221
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3007 - g_loss: 0.9242 - d_accuracy: 0.6017Epoch 133: D Accuracy = 0.6103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3010 - g_loss: 0.9234 - d_accuracy: 0.6020
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2954 - g_loss: 0.9286 - d_accuracy: 0.6118Epoch 134: D Accuracy = 0.5956
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2960 - g_loss: 0.9290 - d_accuracy: 0.6112
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3067 - g_loss: 0.9142 - d_accuracy: 0.6051Epoch 135: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3061 - g_loss: 0.9135 - d_accuracy: 0.6045
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3054 - g_loss: 0.9253 - d_accuracy: 0.6026Epoch 136: D Accuracy = 0.5515
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3063 - g_loss: 0.9229 - d_accuracy: 0.6008
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2923 - g_loss: 0.9274 - d_accuracy: 0.6156Epoch 137: D Accuracy = 0.6324
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2923 - g_loss: 0.9251 - d_accuracy: 0.6162
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2900 - g_loss: 0.9391 - d_accuracy: 0.6160Epoch 138: D Accuracy = 0.6397
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2888 - g_loss: 0.9396 - d_accuracy: 0.6168
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3064 - g_loss: 0.9204 - d_accuracy: 0.6076
Epoch 139: Generator loss improved from 0.7807 to 0.7630. Saving weights.
Epoch 139: D Accuracy = 0.6397
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3073 - g_loss: 0.9148 - d_accuracy: 0.6088
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3151 - g_loss: 0.9159 - d_accuracy: 0.5974Epoch 140: D Accuracy = 0.5956
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3145 - g_loss: 0.9138 - d_accuracy: 0.5974
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2872 - g_loss: 0.9369 - d_accuracy: 0.6197Epoch 141: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2850 - g_loss: 0.9383 - d_accuracy: 0.6215
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3125 - g_loss: 0.9168 - d_accuracy: 0.5974Epoch 142: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3117 - g_loss: 0.9154 - d_accuracy: 0.5984
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3037 - g_loss: 0.9201 - d_accuracy: 0.6094Epoch 143: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3033 - g_loss: 0.9196 - d_accuracy: 0.6115
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3143 - g_loss: 0.9112 - d_accuracy: 0.6008Epoch 144: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3146 - g_loss: 0.9109 - d_accuracy: 0.6019
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3063 - g_loss: 0.9179 - d_accuracy: 0.6026Epoch 145: D Accuracy = 0.5441
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3090 - g_loss: 0.9159 - d_accuracy: 0.6005
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2924 - g_loss: 0.9279 - d_accuracy: 0.6129Epoch 146: D Accuracy = 0.5809
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2948 - g_loss: 0.9256 - d_accuracy: 0.6118
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3022 - g_loss: 0.9218 - d_accuracy: 0.6137Epoch 147: D Accuracy = 0.6103
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3015 - g_loss: 0.9193 - d_accuracy: 0.6136
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2962 - g_loss: 0.9293 - d_accuracy: 0.6058Epoch 148: D Accuracy = 0.6618
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2947 - g_loss: 0.9308 - d_accuracy: 0.6078
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3003 - g_loss: 0.9238 - d_accuracy: 0.6079Epoch 149: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2997 - g_loss: 0.9225 - d_accuracy: 0.6088
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2962 - g_loss: 0.9262 - d_accuracy: 0.6133Epoch 150: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2967 - g_loss: 0.9242 - d_accuracy: 0.6137
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2904 - g_loss: 0.9354 - d_accuracy: 0.6169Epoch 151: D Accuracy = 0.5735
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2928 - g_loss: 0.9338 - d_accuracy: 0.6153
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3019 - g_loss: 0.9223 - d_accuracy: 0.6074Epoch 152: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2992 - g_loss: 0.9259 - d_accuracy: 0.6101
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3021 - g_loss: 0.9187 - d_accuracy: 0.6085Epoch 153: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3021 - g_loss: 0.9165 - d_accuracy: 0.6091
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3041 - g_loss: 0.9228 - d_accuracy: 0.6011Epoch 154: D Accuracy = 0.6397
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3027 - g_loss: 0.9237 - d_accuracy: 0.6025
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2993 - g_loss: 0.9288 - d_accuracy: 0.6053Epoch 155: D Accuracy = 0.5662
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3011 - g_loss: 0.9293 - d_accuracy: 0.6039
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2989 - g_loss: 0.9237 - d_accuracy: 0.6073Epoch 156: D Accuracy = 0.5368
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3010 - g_loss: 0.9195 - d_accuracy: 0.6047
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2987 - g_loss: 0.9263 - d_accuracy: 0.6093Epoch 157: D Accuracy = 0.5956
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2984 - g_loss: 0.9290 - d_accuracy: 0.6088
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2992 - g_loss: 0.9211 - d_accuracy: 0.6100Epoch 158: D Accuracy = 0.5588
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3020 - g_loss: 0.9181 - d_accuracy: 0.6081
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3004 - g_loss: 0.9271 - d_accuracy: 0.6107Epoch 159: D Accuracy = 0.6029
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3014 - g_loss: 0.9280 - d_accuracy: 0.6105
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9264 - d_accuracy: 0.6052Epoch 160: D Accuracy = 0.5662
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3022 - g_loss: 0.9250 - d_accuracy: 0.6038
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3037 - g_loss: 0.9240 - d_accuracy: 0.6075Epoch 161: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3044 - g_loss: 0.9228 - d_accuracy: 0.6081
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3027 - g_loss: 0.9248 - d_accuracy: 0.6058Epoch 162: D Accuracy = 0.6176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3027 - g_loss: 0.9266 - d_accuracy: 0.6062
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2916 - g_loss: 0.9305 - d_accuracy: 0.6141Epoch 163: D Accuracy = 0.5956
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2928 - g_loss: 0.9264 - d_accuracy: 0.6134
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2898 - g_loss: 0.9321 - d_accuracy: 0.6183Epoch 164: D Accuracy = 0.6397
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2885 - g_loss: 0.9323 - d_accuracy: 0.6191
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2998 - g_loss: 0.9241 - d_accuracy: 0.6073Epoch 165: D Accuracy = 0.5809
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3008 - g_loss: 0.9215 - d_accuracy: 0.6064
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2978 - g_loss: 0.9285 - d_accuracy: 0.6144Epoch 166: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2965 - g_loss: 0.9319 - d_accuracy: 0.6148
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2943 - g_loss: 0.9305 - d_accuracy: 0.6159Epoch 167: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2944 - g_loss: 0.9271 - d_accuracy: 0.6162
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2964 - g_loss: 0.9308 - d_accuracy: 0.6092Epoch 168: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2953 - g_loss: 0.9360 - d_accuracy: 0.6098
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2870 - g_loss: 0.9323 - d_accuracy: 0.6215Epoch 169: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2869 - g_loss: 0.9313 - d_accuracy: 0.6217
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3030 - g_loss: 0.9241 - d_accuracy: 0.5997Epoch 170: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3009 - g_loss: 0.9260 - d_accuracy: 0.6006
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2966 - g_loss: 0.9257 - d_accuracy: 0.6129Epoch 171: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2977 - g_loss: 0.9223 - d_accuracy: 0.6125
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9365 - d_accuracy: 0.6167Epoch 172: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2897 - g_loss: 0.9357 - d_accuracy: 0.6162
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2932 - g_loss: 0.9326 - d_accuracy: 0.6160Epoch 173: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2923 - g_loss: 0.9331 - d_accuracy: 0.6164
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3022 - g_loss: 0.9207 - d_accuracy: 0.6043Epoch 174: D Accuracy = 0.5809
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3033 - g_loss: 0.9205 - d_accuracy: 0.6034
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2942 - g_loss: 0.9322 - d_accuracy: 0.6142
Epoch 175: Generator loss improved from 0.7630 to 0.7544. Saving weights.
Epoch 175: D Accuracy = 0.5368
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2973 - g_loss: 0.9258 - d_accuracy: 0.6114
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2909 - g_loss: 0.9328 - d_accuracy: 0.6157Epoch 176: D Accuracy = 0.6838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2885 - g_loss: 0.9367 - d_accuracy: 0.6182
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2905 - g_loss: 0.9313 - d_accuracy: 0.6160Epoch 177: D Accuracy = 0.6397
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2892 - g_loss: 0.9332 - d_accuracy: 0.6168
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2940 - g_loss: 0.9311 - d_accuracy: 0.6123Epoch 178: D Accuracy = 0.6103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2944 - g_loss: 0.9292 - d_accuracy: 0.6122
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2933 - g_loss: 0.9326 - d_accuracy: 0.6122Epoch 179: D Accuracy = 0.6397
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2932 - g_loss: 0.9289 - d_accuracy: 0.6132
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2952 - g_loss: 0.9322 - d_accuracy: 0.6159Epoch 180: D Accuracy = 0.6103
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2942 - g_loss: 0.9337 - d_accuracy: 0.6157
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2879 - g_loss: 0.9340 - d_accuracy: 0.6185Epoch 181: D Accuracy = 0.6176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2873 - g_loss: 0.9340 - d_accuracy: 0.6185
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2969 - g_loss: 0.9330 - d_accuracy: 0.6102Epoch 182: D Accuracy = 0.5882
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2975 - g_loss: 0.9360 - d_accuracy: 0.6094
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2966 - g_loss: 0.9252 - d_accuracy: 0.6133Epoch 183: D Accuracy = 0.6103
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2976 - g_loss: 0.9200 - d_accuracy: 0.6132
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2946 - g_loss: 0.9347 - d_accuracy: 0.6127Epoch 184: D Accuracy = 0.5809
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2955 - g_loss: 0.9335 - d_accuracy: 0.6115
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2940 - g_loss: 0.9296 - d_accuracy: 0.6150Epoch 185: D Accuracy = 0.6471
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2918 - g_loss: 0.9306 - d_accuracy: 0.6161
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2925 - g_loss: 0.9318 - d_accuracy: 0.6081Epoch 186: D Accuracy = 0.5662
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2939 - g_loss: 0.9305 - d_accuracy: 0.6066
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2851 - g_loss: 0.9385 - d_accuracy: 0.6228Epoch 187: D Accuracy = 0.5809
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2872 - g_loss: 0.9399 - d_accuracy: 0.6213
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2873 - g_loss: 0.9379 - d_accuracy: 0.6184Epoch 188: D Accuracy = 0.6544
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2861 - g_loss: 0.9390 - d_accuracy: 0.6197
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2913 - g_loss: 0.9367 - d_accuracy: 0.6139Epoch 189: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2898 - g_loss: 0.9398 - d_accuracy: 0.6159
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2756 - g_loss: 0.9418 - d_accuracy: 0.6229Epoch 190: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2740 - g_loss: 0.9445 - d_accuracy: 0.6238
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2931 - g_loss: 0.9275 - d_accuracy: 0.6144Epoch 191: D Accuracy = 0.6618
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2912 - g_loss: 0.9267 - d_accuracy: 0.6160
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2848 - g_loss: 0.9359 - d_accuracy: 0.6175Epoch 192: D Accuracy = 0.5735
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2855 - g_loss: 0.9366 - d_accuracy: 0.6159
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2854 - g_loss: 0.9376 - d_accuracy: 0.6210Epoch 193: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2846 - g_loss: 0.9375 - d_accuracy: 0.6204
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2955 - g_loss: 0.9349 - d_accuracy: 0.6144Epoch 194: D Accuracy = 0.6471
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2946 - g_loss: 0.9375 - d_accuracy: 0.6156
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2830 - g_loss: 0.9355 - d_accuracy: 0.6244Epoch 195: D Accuracy = 0.6397
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2816 - g_loss: 0.9370 - d_accuracy: 0.6249
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2749 - g_loss: 0.9452 - d_accuracy: 0.6295Epoch 196: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2739 - g_loss: 0.9415 - d_accuracy: 0.6312
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2952 - g_loss: 0.9312 - d_accuracy: 0.6109Epoch 197: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2968 - g_loss: 0.9299 - d_accuracy: 0.6106
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2860 - g_loss: 0.9406 - d_accuracy: 0.6203Epoch 198: D Accuracy = 0.5515
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2869 - g_loss: 0.9443 - d_accuracy: 0.6178
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2705 - g_loss: 0.9463 - d_accuracy: 0.6325Epoch 199: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2687 - g_loss: 0.9506 - d_accuracy: 0.6325
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2961 - g_loss: 0.9329 - d_accuracy: 0.6177
Class 1 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.5956
27/27 [==============================] - 1s 41ms/step - d_loss: 1.2963 - g_loss: 0.9307 - d_accuracy: 0.6169
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2870 - g_loss: 0.9404 - d_accuracy: 0.6147Epoch 201: D Accuracy = 0.5882
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2880 - g_loss: 0.9433 - d_accuracy: 0.6137
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2881 - g_loss: 0.9382 - d_accuracy: 0.6138Epoch 202: D Accuracy = 0.6544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2873 - g_loss: 0.9385 - d_accuracy: 0.6152
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2871 - g_loss: 0.9348 - d_accuracy: 0.6140Epoch 203: D Accuracy = 0.6838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2859 - g_loss: 0.9334 - d_accuracy: 0.6165
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2700 - g_loss: 0.9498 - d_accuracy: 0.6325Epoch 204: D Accuracy = 0.6324
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2705 - g_loss: 0.9486 - d_accuracy: 0.6325
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2910 - g_loss: 0.9428 - d_accuracy: 0.6139Epoch 205: D Accuracy = 0.5662
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2928 - g_loss: 0.9411 - d_accuracy: 0.6121
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2760 - g_loss: 0.9432 - d_accuracy: 0.6295Epoch 206: D Accuracy = 0.5147
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2800 - g_loss: 0.9415 - d_accuracy: 0.6254
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2843 - g_loss: 0.9403 - d_accuracy: 0.6231Epoch 207: D Accuracy = 0.5662
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2857 - g_loss: 0.9404 - d_accuracy: 0.6211
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2814 - g_loss: 0.9450 - d_accuracy: 0.6197Epoch 208: D Accuracy = 0.6103
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2823 - g_loss: 0.9491 - d_accuracy: 0.6193
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2899 - g_loss: 0.9327 - d_accuracy: 0.6201Epoch 209: D Accuracy = 0.5588
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2921 - g_loss: 0.9297 - d_accuracy: 0.6179
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2804 - g_loss: 0.9446 - d_accuracy: 0.6300Epoch 210: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2803 - g_loss: 0.9494 - d_accuracy: 0.6285
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2750 - g_loss: 0.9459 - d_accuracy: 0.6283Epoch 211: D Accuracy = 0.6985
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2726 - g_loss: 0.9488 - d_accuracy: 0.6308
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2742 - g_loss: 0.9484 - d_accuracy: 0.6256Epoch 212: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2741 - g_loss: 0.9450 - d_accuracy: 0.6256
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2785 - g_loss: 0.9420 - d_accuracy: 0.6342Epoch 213: D Accuracy = 0.6471
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2799 - g_loss: 0.9400 - d_accuracy: 0.6347
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2746 - g_loss: 0.9545 - d_accuracy: 0.6186Epoch 214: D Accuracy = 0.5735
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2747 - g_loss: 0.9573 - d_accuracy: 0.6170
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2746 - g_loss: 0.9499 - d_accuracy: 0.6283Epoch 215: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2750 - g_loss: 0.9472 - d_accuracy: 0.6289
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2816 - g_loss: 0.9451 - d_accuracy: 0.6194Epoch 216: D Accuracy = 0.5956
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2817 - g_loss: 0.9467 - d_accuracy: 0.6186
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2792 - g_loss: 0.9425 - d_accuracy: 0.6219Epoch 217: D Accuracy = 0.6103
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2783 - g_loss: 0.9413 - d_accuracy: 0.6214
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2801 - g_loss: 0.9494 - d_accuracy: 0.6174Epoch 218: D Accuracy = 0.5294
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2818 - g_loss: 0.9483 - d_accuracy: 0.6143
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2812 - g_loss: 0.9500 - d_accuracy: 0.6183Epoch 219: D Accuracy = 0.7279
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2788 - g_loss: 0.9541 - d_accuracy: 0.6222
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2808 - g_loss: 0.9404 - d_accuracy: 0.6229Epoch 220: D Accuracy = 0.7059
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2794 - g_loss: 0.9406 - d_accuracy: 0.6259
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2853 - g_loss: 0.9374 - d_accuracy: 0.6157Epoch 221: D Accuracy = 0.7059
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2832 - g_loss: 0.9362 - d_accuracy: 0.6189
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2745 - g_loss: 0.9519 - d_accuracy: 0.6261Epoch 222: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2746 - g_loss: 0.9538 - d_accuracy: 0.6269
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2750 - g_loss: 0.9458 - d_accuracy: 0.6312Epoch 223: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2729 - g_loss: 0.9452 - d_accuracy: 0.6334
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9461 - d_accuracy: 0.6177Epoch 224: D Accuracy = 0.5809
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2892 - g_loss: 0.9482 - d_accuracy: 0.6164
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2719 - g_loss: 0.9560 - d_accuracy: 0.6315Epoch 225: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2707 - g_loss: 0.9550 - d_accuracy: 0.6331
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2753 - g_loss: 0.9470 - d_accuracy: 0.6255Epoch 226: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2747 - g_loss: 0.9477 - d_accuracy: 0.6270
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2834 - g_loss: 0.9447 - d_accuracy: 0.6236Epoch 227: D Accuracy = 0.6471
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2835 - g_loss: 0.9424 - d_accuracy: 0.6245
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2647 - g_loss: 0.9605 - d_accuracy: 0.6336Epoch 228: D Accuracy = 0.5515
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2663 - g_loss: 0.9635 - d_accuracy: 0.6306
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2746 - g_loss: 0.9455 - d_accuracy: 0.6237Epoch 229: D Accuracy = 0.6838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2730 - g_loss: 0.9432 - d_accuracy: 0.6259
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2812 - g_loss: 0.9476 - d_accuracy: 0.6274Epoch 230: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2828 - g_loss: 0.9460 - d_accuracy: 0.6260
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2706 - g_loss: 0.9532 - d_accuracy: 0.6341Epoch 231: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2696 - g_loss: 0.9543 - d_accuracy: 0.6340
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2723 - g_loss: 0.9484 - d_accuracy: 0.6258Epoch 232: D Accuracy = 0.6103
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2732 - g_loss: 0.9482 - d_accuracy: 0.6252
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2730 - g_loss: 0.9540 - d_accuracy: 0.6313Epoch 233: D Accuracy = 0.6544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2722 - g_loss: 0.9525 - d_accuracy: 0.6321
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2596 - g_loss: 0.9638 - d_accuracy: 0.6377Epoch 234: D Accuracy = 0.5809
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2623 - g_loss: 0.9640 - d_accuracy: 0.6357
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2782 - g_loss: 0.9560 - d_accuracy: 0.6216Epoch 235: D Accuracy = 0.6691
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2770 - g_loss: 0.9543 - d_accuracy: 0.6233
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2745 - g_loss: 0.9575 - d_accuracy: 0.6359Epoch 236: D Accuracy = 0.6176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2757 - g_loss: 0.9616 - d_accuracy: 0.6352
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2795 - g_loss: 0.9419 - d_accuracy: 0.6291Epoch 237: D Accuracy = 0.6544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2782 - g_loss: 0.9408 - d_accuracy: 0.6300
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 0.9628 - d_accuracy: 0.6384Epoch 238: D Accuracy = 0.6029
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2688 - g_loss: 0.9647 - d_accuracy: 0.6371
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2638 - g_loss: 0.9629 - d_accuracy: 0.6362Epoch 239: D Accuracy = 0.5956
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2646 - g_loss: 0.9605 - d_accuracy: 0.6348
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2698 - g_loss: 0.9585 - d_accuracy: 0.6310Epoch 240: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2688 - g_loss: 0.9633 - d_accuracy: 0.6300
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2743 - g_loss: 0.9522 - d_accuracy: 0.6221Epoch 241: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2742 - g_loss: 0.9555 - d_accuracy: 0.6222
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2665 - g_loss: 0.9557 - d_accuracy: 0.6362Epoch 242: D Accuracy = 0.6544
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2667 - g_loss: 0.9558 - d_accuracy: 0.6369
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2719 - g_loss: 0.9508 - d_accuracy: 0.6369Epoch 243: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2733 - g_loss: 0.9482 - d_accuracy: 0.6357
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2708 - g_loss: 0.9566 - d_accuracy: 0.6288Epoch 244: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2723 - g_loss: 0.9588 - d_accuracy: 0.6274
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2725 - g_loss: 0.9556 - d_accuracy: 0.6279Epoch 245: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2716 - g_loss: 0.9602 - d_accuracy: 0.6297
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2663 - g_loss: 0.9529 - d_accuracy: 0.6354Epoch 246: D Accuracy = 0.5882
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2667 - g_loss: 0.9522 - d_accuracy: 0.6337
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 0.9596 - d_accuracy: 0.6330Epoch 247: D Accuracy = 0.6544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2665 - g_loss: 0.9615 - d_accuracy: 0.6338
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2693 - g_loss: 0.9555 - d_accuracy: 0.6325Epoch 248: D Accuracy = 0.5221
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2734 - g_loss: 0.9490 - d_accuracy: 0.6285
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2755 - g_loss: 0.9572 - d_accuracy: 0.6287Epoch 249: D Accuracy = 0.7059
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2727 - g_loss: 0.9594 - d_accuracy: 0.6315
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9595 - d_accuracy: 0.6407Epoch 250: D Accuracy = 0.7206
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2600 - g_loss: 0.9565 - d_accuracy: 0.6435
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2637 - g_loss: 0.9667 - d_accuracy: 0.6386Epoch 251: D Accuracy = 0.6324
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2652 - g_loss: 0.9632 - d_accuracy: 0.6384
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9642 - d_accuracy: 0.6293Epoch 252: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2646 - g_loss: 0.9661 - d_accuracy: 0.6294
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2678 - g_loss: 0.9632 - d_accuracy: 0.6296Epoch 253: D Accuracy = 0.5735
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2692 - g_loss: 0.9622 - d_accuracy: 0.6276
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2659 - g_loss: 0.9664 - d_accuracy: 0.6330Epoch 254: D Accuracy = 0.5956
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2664 - g_loss: 0.9681 - d_accuracy: 0.6317
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2607 - g_loss: 0.9672 - d_accuracy: 0.6396Epoch 255: D Accuracy = 0.6397
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2611 - g_loss: 0.9665 - d_accuracy: 0.6396
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2519 - g_loss: 0.9722 - d_accuracy: 0.6446Epoch 256: D Accuracy = 0.6765
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2505 - g_loss: 0.9757 - d_accuracy: 0.6457
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2529 - g_loss: 0.9755 - d_accuracy: 0.6506Epoch 257: D Accuracy = 0.6838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2511 - g_loss: 0.9754 - d_accuracy: 0.6518
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9680 - d_accuracy: 0.6400Epoch 258: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2598 - g_loss: 0.9699 - d_accuracy: 0.6402
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2695 - g_loss: 0.9602 - d_accuracy: 0.6319Epoch 259: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2701 - g_loss: 0.9611 - d_accuracy: 0.6319
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9587 - d_accuracy: 0.6355Epoch 260: D Accuracy = 0.7353
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2624 - g_loss: 0.9599 - d_accuracy: 0.6390
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2703 - g_loss: 0.9610 - d_accuracy: 0.6320Epoch 261: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2697 - g_loss: 0.9558 - d_accuracy: 0.6333
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2605 - g_loss: 0.9709 - d_accuracy: 0.6391Epoch 262: D Accuracy = 0.6176
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2603 - g_loss: 0.9706 - d_accuracy: 0.6383
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2573 - g_loss: 0.9749 - d_accuracy: 0.6407Epoch 263: D Accuracy = 0.6029
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2579 - g_loss: 0.9760 - d_accuracy: 0.6393
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 0.9554 - d_accuracy: 0.6312Epoch 264: D Accuracy = 0.5221
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2743 - g_loss: 0.9515 - d_accuracy: 0.6273
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2573 - g_loss: 0.9755 - d_accuracy: 0.6409Epoch 265: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2568 - g_loss: 0.9766 - d_accuracy: 0.6403
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2638 - g_loss: 0.9661 - d_accuracy: 0.6388Epoch 266: D Accuracy = 0.7059
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2622 - g_loss: 0.9684 - d_accuracy: 0.6412
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2580 - g_loss: 0.9710 - d_accuracy: 0.6444Epoch 267: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2569 - g_loss: 0.9705 - d_accuracy: 0.6456
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2505 - g_loss: 0.9782 - d_accuracy: 0.6498Epoch 268: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2512 - g_loss: 0.9768 - d_accuracy: 0.6481
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2568 - g_loss: 0.9722 - d_accuracy: 0.6492Epoch 269: D Accuracy = 0.5588
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2619 - g_loss: 0.9718 - d_accuracy: 0.6459
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 0.9616 - d_accuracy: 0.6406Epoch 270: D Accuracy = 0.6324
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2666 - g_loss: 0.9598 - d_accuracy: 0.6403
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2583 - g_loss: 0.9685 - d_accuracy: 0.6382Epoch 271: D Accuracy = 0.6103
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2594 - g_loss: 0.9624 - d_accuracy: 0.6372
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2616 - g_loss: 0.9680 - d_accuracy: 0.6399Epoch 272: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2598 - g_loss: 0.9692 - d_accuracy: 0.6412
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2683 - g_loss: 0.9572 - d_accuracy: 0.6345Epoch 273: D Accuracy = 0.6397
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2684 - g_loss: 0.9552 - d_accuracy: 0.6347
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2574 - g_loss: 0.9740 - d_accuracy: 0.6412Epoch 274: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2568 - g_loss: 0.9762 - d_accuracy: 0.6414
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2653 - g_loss: 0.9649 - d_accuracy: 0.6299Epoch 275: D Accuracy = 0.6471
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2650 - g_loss: 0.9632 - d_accuracy: 0.6305
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2611 - g_loss: 0.9680 - d_accuracy: 0.6405Epoch 276: D Accuracy = 0.6250
27/27 [==============================] - 1s 40ms/step - d_loss: 1.2620 - g_loss: 0.9630 - d_accuracy: 0.6399
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2587 - g_loss: 0.9757 - d_accuracy: 0.6392Epoch 277: D Accuracy = 0.6985
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2569 - g_loss: 0.9787 - d_accuracy: 0.6413
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2495 - g_loss: 0.9745 - d_accuracy: 0.6492Epoch 278: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2485 - g_loss: 0.9715 - d_accuracy: 0.6518
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2598 - g_loss: 0.9753 - d_accuracy: 0.6389Epoch 279: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2619 - g_loss: 0.9722 - d_accuracy: 0.6384
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9740 - d_accuracy: 0.6460Epoch 280: D Accuracy = 0.6838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2519 - g_loss: 0.9773 - d_accuracy: 0.6473
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2489 - g_loss: 0.9780 - d_accuracy: 0.6544Epoch 281: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2447 - g_loss: 0.9795 - d_accuracy: 0.6578
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2549 - g_loss: 0.9713 - d_accuracy: 0.6414Epoch 282: D Accuracy = 0.6618
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2548 - g_loss: 0.9698 - d_accuracy: 0.6421
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2556 - g_loss: 0.9756 - d_accuracy: 0.6420Epoch 283: D Accuracy = 0.6103
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2564 - g_loss: 0.9795 - d_accuracy: 0.6408
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2552 - g_loss: 0.9767 - d_accuracy: 0.6379Epoch 284: D Accuracy = 0.5662
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2570 - g_loss: 0.9750 - d_accuracy: 0.6353
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2494 - g_loss: 0.9850 - d_accuracy: 0.6462Epoch 285: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2501 - g_loss: 0.9879 - d_accuracy: 0.6462
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2454 - g_loss: 0.9819 - d_accuracy: 0.6503Epoch 286: D Accuracy = 0.6176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2468 - g_loss: 0.9838 - d_accuracy: 0.6492
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2601 - g_loss: 0.9740 - d_accuracy: 0.6342Epoch 287: D Accuracy = 0.5735
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2610 - g_loss: 0.9742 - d_accuracy: 0.6321
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2532 - g_loss: 0.9764 - d_accuracy: 0.6382Epoch 288: D Accuracy = 0.5368
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2557 - g_loss: 0.9787 - d_accuracy: 0.6346
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9735 - d_accuracy: 0.6443Epoch 289: D Accuracy = 0.7059
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2518 - g_loss: 0.9757 - d_accuracy: 0.6465
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2556 - g_loss: 0.9758 - d_accuracy: 0.6487Epoch 290: D Accuracy = 0.6176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2561 - g_loss: 0.9754 - d_accuracy: 0.6476
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2457 - g_loss: 0.9833 - d_accuracy: 0.6524Epoch 291: D Accuracy = 0.5956
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2480 - g_loss: 0.9844 - d_accuracy: 0.6504
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2528 - g_loss: 0.9814 - d_accuracy: 0.6379Epoch 292: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2505 - g_loss: 0.9853 - d_accuracy: 0.6388
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2495 - g_loss: 0.9864 - d_accuracy: 0.6473Epoch 293: D Accuracy = 0.6029
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2514 - g_loss: 0.9876 - d_accuracy: 0.6457
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2475 - g_loss: 0.9838 - d_accuracy: 0.6460Epoch 294: D Accuracy = 0.6029
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2489 - g_loss: 0.9835 - d_accuracy: 0.6445
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2405 - g_loss: 0.9874 - d_accuracy: 0.6574Epoch 295: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2406 - g_loss: 0.9900 - d_accuracy: 0.6565
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2404 - g_loss: 0.9901 - d_accuracy: 0.6516Epoch 296: D Accuracy = 0.7574
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2384 - g_loss: 0.9893 - d_accuracy: 0.6554
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2442 - g_loss: 0.9843 - d_accuracy: 0.6536Epoch 297: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2450 - g_loss: 0.9842 - d_accuracy: 0.6526
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2444 - g_loss: 0.9829 - d_accuracy: 0.6416Epoch 298: D Accuracy = 0.6838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2443 - g_loss: 0.9777 - d_accuracy: 0.6432
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2436 - g_loss: 0.9876 - d_accuracy: 0.6559Epoch 299: D Accuracy = 0.7059
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2429 - g_loss: 0.9904 - d_accuracy: 0.6577
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2341 - g_loss: 0.9936 - d_accuracy: 0.6558
Class 1 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.7132
27/27 [==============================] - 1s 40ms/step - d_loss: 1.2327 - g_loss: 0.9944 - d_accuracy: 0.6578
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2454 - g_loss: 0.9918 - d_accuracy: 0.6448Epoch 301: D Accuracy = 0.6176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2462 - g_loss: 0.9951 - d_accuracy: 0.6439
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2364 - g_loss: 0.9927 - d_accuracy: 0.6522Epoch 302: D Accuracy = 0.6397
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2380 - g_loss: 0.9883 - d_accuracy: 0.6517
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2440 - g_loss: 0.9933 - d_accuracy: 0.6461Epoch 303: D Accuracy = 0.5809
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2474 - g_loss: 0.9899 - d_accuracy: 0.6438
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2372 - g_loss: 0.9919 - d_accuracy: 0.6603Epoch 304: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2378 - g_loss: 0.9883 - d_accuracy: 0.6590
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2457 - g_loss: 0.9925 - d_accuracy: 0.6459Epoch 305: D Accuracy = 0.6765
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2467 - g_loss: 0.9902 - d_accuracy: 0.6470
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2456 - g_loss: 0.9869 - d_accuracy: 0.6503Epoch 306: D Accuracy = 0.6397
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2451 - g_loss: 0.9864 - d_accuracy: 0.6499
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2443 - g_loss: 0.9873 - d_accuracy: 0.6524Epoch 307: D Accuracy = 0.6103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2445 - g_loss: 0.9861 - d_accuracy: 0.6509
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2493 - g_loss: 0.9829 - d_accuracy: 0.6462Epoch 308: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2482 - g_loss: 0.9815 - d_accuracy: 0.6470
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2529 - g_loss: 0.9796 - d_accuracy: 0.6410Epoch 309: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2521 - g_loss: 0.9746 - d_accuracy: 0.6420
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2398 - g_loss: 0.9928 - d_accuracy: 0.6535Epoch 310: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2387 - g_loss: 0.9929 - d_accuracy: 0.6543
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2438 - g_loss: 0.9902 - d_accuracy: 0.6438Epoch 311: D Accuracy = 0.6103
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2440 - g_loss: 0.9939 - d_accuracy: 0.6426
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2409 - g_loss: 0.9881 - d_accuracy: 0.6528Epoch 312: D Accuracy = 0.6324
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2446 - g_loss: 0.9811 - d_accuracy: 0.6520
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2499 - g_loss: 0.9850 - d_accuracy: 0.6411Epoch 313: D Accuracy = 0.6691
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2495 - g_loss: 0.9817 - d_accuracy: 0.6421
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2415 - g_loss: 0.9972 - d_accuracy: 0.6528Epoch 314: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2414 - g_loss: 1.0040 - d_accuracy: 0.6515
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9823 - d_accuracy: 0.6442Epoch 315: D Accuracy = 0.5956
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2567 - g_loss: 0.9767 - d_accuracy: 0.6424
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2422 - g_loss: 0.9966 - d_accuracy: 0.6460Epoch 316: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2432 - g_loss: 0.9908 - d_accuracy: 0.6455
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2393 - g_loss: 1.0005 - d_accuracy: 0.6522Epoch 317: D Accuracy = 0.6912
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2381 - g_loss: 1.0036 - d_accuracy: 0.6536
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2377 - g_loss: 0.9935 - d_accuracy: 0.6504Epoch 318: D Accuracy = 0.6618
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2373 - g_loss: 0.9913 - d_accuracy: 0.6508
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2383 - g_loss: 0.9913 - d_accuracy: 0.6525Epoch 319: D Accuracy = 0.7353
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2365 - g_loss: 0.9890 - d_accuracy: 0.6555
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2444 - g_loss: 0.9912 - d_accuracy: 0.6515Epoch 320: D Accuracy = 0.6324
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2453 - g_loss: 0.9867 - d_accuracy: 0.6508
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2393 - g_loss: 0.9995 - d_accuracy: 0.6533Epoch 321: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2375 - g_loss: 1.0064 - d_accuracy: 0.6538
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2495 - g_loss: 0.9853 - d_accuracy: 0.6482Epoch 322: D Accuracy = 0.5515
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2554 - g_loss: 0.9786 - d_accuracy: 0.6447
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2415 - g_loss: 0.9947 - d_accuracy: 0.6480Epoch 323: D Accuracy = 0.6838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2390 - g_loss: 1.0013 - d_accuracy: 0.6493
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2370 - g_loss: 0.9945 - d_accuracy: 0.6607Epoch 324: D Accuracy = 0.6397
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2361 - g_loss: 0.9997 - d_accuracy: 0.6600
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2445 - g_loss: 0.9922 - d_accuracy: 0.6457Epoch 325: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2418 - g_loss: 0.9934 - d_accuracy: 0.6476
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2441 - g_loss: 0.9930 - d_accuracy: 0.6462Epoch 326: D Accuracy = 0.6691
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2447 - g_loss: 0.9900 - d_accuracy: 0.6470
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2291 - g_loss: 1.0061 - d_accuracy: 0.6623Epoch 327: D Accuracy = 0.7132
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2269 - g_loss: 1.0065 - d_accuracy: 0.6641
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2284 - g_loss: 1.0081 - d_accuracy: 0.6639Epoch 328: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2281 - g_loss: 1.0084 - d_accuracy: 0.6646
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2387 - g_loss: 1.0001 - d_accuracy: 0.6555Epoch 329: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2389 - g_loss: 1.0030 - d_accuracy: 0.6552
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2346 - g_loss: 0.9989 - d_accuracy: 0.6469Epoch 330: D Accuracy = 0.6765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2351 - g_loss: 0.9936 - d_accuracy: 0.6479
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2286 - g_loss: 1.0073 - d_accuracy: 0.6612Epoch 331: D Accuracy = 0.6103
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2293 - g_loss: 1.0104 - d_accuracy: 0.6594
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 1.0007 - d_accuracy: 0.6580Epoch 332: D Accuracy = 0.6985
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2268 - g_loss: 1.0022 - d_accuracy: 0.6594
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2316 - g_loss: 1.0071 - d_accuracy: 0.6621Epoch 333: D Accuracy = 0.6029
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2325 - g_loss: 1.0098 - d_accuracy: 0.6600
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 1.0038 - d_accuracy: 0.6549Epoch 334: D Accuracy = 0.7574
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2267 - g_loss: 1.0042 - d_accuracy: 0.6586
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2307 - g_loss: 1.0072 - d_accuracy: 0.6532Epoch 335: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2304 - g_loss: 1.0023 - d_accuracy: 0.6543
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2275 - g_loss: 1.0103 - d_accuracy: 0.6690Epoch 336: D Accuracy = 0.6618
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2275 - g_loss: 1.0084 - d_accuracy: 0.6688
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2365 - g_loss: 1.0020 - d_accuracy: 0.6593Epoch 337: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2390 - g_loss: 0.9962 - d_accuracy: 0.6581
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2226 - g_loss: 1.0070 - d_accuracy: 0.6686Epoch 338: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2228 - g_loss: 1.0038 - d_accuracy: 0.6705
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2333 - g_loss: 1.0071 - d_accuracy: 0.6646Epoch 339: D Accuracy = 0.6397
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2324 - g_loss: 1.0138 - d_accuracy: 0.6637
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2324 - g_loss: 1.0001 - d_accuracy: 0.6615Epoch 340: D Accuracy = 0.7426
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2304 - g_loss: 1.0026 - d_accuracy: 0.6644
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2229 - g_loss: 1.0188 - d_accuracy: 0.6667Epoch 341: D Accuracy = 0.7206
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2213 - g_loss: 1.0186 - d_accuracy: 0.6687
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2231 - g_loss: 1.0180 - d_accuracy: 0.6705Epoch 342: D Accuracy = 0.6544
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2242 - g_loss: 1.0159 - d_accuracy: 0.6699
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2230 - g_loss: 1.0137 - d_accuracy: 0.6658Epoch 343: D Accuracy = 0.5735
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2260 - g_loss: 1.0101 - d_accuracy: 0.6625
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2359 - g_loss: 1.0063 - d_accuracy: 0.6567Epoch 344: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2394 - g_loss: 1.0028 - d_accuracy: 0.6553
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2295 - g_loss: 1.0194 - d_accuracy: 0.6567Epoch 345: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2308 - g_loss: 1.0176 - d_accuracy: 0.6572
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2350 - g_loss: 1.0100 - d_accuracy: 0.6552Epoch 346: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2373 - g_loss: 1.0097 - d_accuracy: 0.6544
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2281 - g_loss: 1.0120 - d_accuracy: 0.6609Epoch 347: D Accuracy = 0.6765
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2273 - g_loss: 1.0108 - d_accuracy: 0.6615
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2305 - g_loss: 1.0126 - d_accuracy: 0.6549Epoch 348: D Accuracy = 0.7132
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2288 - g_loss: 1.0140 - d_accuracy: 0.6570
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2236 - g_loss: 1.0127 - d_accuracy: 0.6683Epoch 349: D Accuracy = 0.6765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2250 - g_loss: 1.0099 - d_accuracy: 0.6686
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2285 - g_loss: 1.0159 - d_accuracy: 0.6636Epoch 350: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2289 - g_loss: 1.0192 - d_accuracy: 0.6630
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2296 - g_loss: 1.0068 - d_accuracy: 0.6650Epoch 351: D Accuracy = 0.6544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2301 - g_loss: 1.0102 - d_accuracy: 0.6646
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2194 - g_loss: 1.0173 - d_accuracy: 0.6651Epoch 352: D Accuracy = 0.6029
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2207 - g_loss: 1.0186 - d_accuracy: 0.6629
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2339 - g_loss: 1.0084 - d_accuracy: 0.6552Epoch 353: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2343 - g_loss: 1.0040 - d_accuracy: 0.6554
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2165 - g_loss: 1.0305 - d_accuracy: 0.6655Epoch 354: D Accuracy = 0.6103
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2183 - g_loss: 1.0365 - d_accuracy: 0.6636
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2248 - g_loss: 1.0135 - d_accuracy: 0.6660Epoch 355: D Accuracy = 0.6691
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2245 - g_loss: 1.0148 - d_accuracy: 0.6661
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2250 - g_loss: 1.0155 - d_accuracy: 0.6622Epoch 356: D Accuracy = 0.6765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2239 - g_loss: 1.0204 - d_accuracy: 0.6627
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2197 - g_loss: 1.0202 - d_accuracy: 0.6620Epoch 357: D Accuracy = 0.6912
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2187 - g_loss: 1.0191 - d_accuracy: 0.6631
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2147 - g_loss: 1.0216 - d_accuracy: 0.6692Epoch 358: D Accuracy = 0.6544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2136 - g_loss: 1.0226 - d_accuracy: 0.6687
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2230 - g_loss: 1.0238 - d_accuracy: 0.6634Epoch 359: D Accuracy = 0.6103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2247 - g_loss: 1.0202 - d_accuracy: 0.6615
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2250 - g_loss: 1.0167 - d_accuracy: 0.6612Epoch 360: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2273 - g_loss: 1.0121 - d_accuracy: 0.6601
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2368 - g_loss: 1.0102 - d_accuracy: 0.6523Epoch 361: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2378 - g_loss: 1.0051 - d_accuracy: 0.6521
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2197 - g_loss: 1.0186 - d_accuracy: 0.6696Epoch 362: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2212 - g_loss: 1.0127 - d_accuracy: 0.6703
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2137 - g_loss: 1.0243 - d_accuracy: 0.6670Epoch 363: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2133 - g_loss: 1.0208 - d_accuracy: 0.6699
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2135 - g_loss: 1.0287 - d_accuracy: 0.6683Epoch 364: D Accuracy = 0.7353
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2109 - g_loss: 1.0303 - d_accuracy: 0.6707
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2199 - g_loss: 1.0253 - d_accuracy: 0.6714Epoch 365: D Accuracy = 0.6618
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2204 - g_loss: 1.0209 - d_accuracy: 0.6710
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2050 - g_loss: 1.0338 - d_accuracy: 0.6773Epoch 366: D Accuracy = 0.7132
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2029 - g_loss: 1.0320 - d_accuracy: 0.6786
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2123 - g_loss: 1.0373 - d_accuracy: 0.6709Epoch 367: D Accuracy = 0.6618
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2134 - g_loss: 1.0371 - d_accuracy: 0.6706
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2199 - g_loss: 1.0294 - d_accuracy: 0.6667Epoch 368: D Accuracy = 0.6691
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2180 - g_loss: 1.0302 - d_accuracy: 0.6668
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2115 - g_loss: 1.0291 - d_accuracy: 0.6727Epoch 369: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2117 - g_loss: 1.0319 - d_accuracy: 0.6718
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.0298 - d_accuracy: 0.6749Epoch 370: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2069 - g_loss: 1.0276 - d_accuracy: 0.6757
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2240 - g_loss: 1.0214 - d_accuracy: 0.6610Epoch 371: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2241 - g_loss: 1.0180 - d_accuracy: 0.6623
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2265 - g_loss: 1.0267 - d_accuracy: 0.6606Epoch 372: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2301 - g_loss: 1.0235 - d_accuracy: 0.6586
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2110 - g_loss: 1.0277 - d_accuracy: 0.6651Epoch 373: D Accuracy = 0.5956
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2130 - g_loss: 1.0267 - d_accuracy: 0.6627
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2160 - g_loss: 1.0283 - d_accuracy: 0.6642Epoch 374: D Accuracy = 0.6691
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2145 - g_loss: 1.0305 - d_accuracy: 0.6644
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2266 - g_loss: 1.0144 - d_accuracy: 0.6600Epoch 375: D Accuracy = 0.5735
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2278 - g_loss: 1.0116 - d_accuracy: 0.6569
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2136 - g_loss: 1.0409 - d_accuracy: 0.6721Epoch 376: D Accuracy = 0.6471
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2127 - g_loss: 1.0445 - d_accuracy: 0.6712
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2085 - g_loss: 1.0348 - d_accuracy: 0.6764Epoch 377: D Accuracy = 0.6765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2097 - g_loss: 1.0380 - d_accuracy: 0.6764
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2129 - g_loss: 1.0248 - d_accuracy: 0.6738Epoch 378: D Accuracy = 0.6544
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2113 - g_loss: 1.0284 - d_accuracy: 0.6731
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2159 - g_loss: 1.0244 - d_accuracy: 0.6745Epoch 379: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2156 - g_loss: 1.0212 - d_accuracy: 0.6748
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2020 - g_loss: 1.0379 - d_accuracy: 0.6815Epoch 380: D Accuracy = 0.7353
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1992 - g_loss: 1.0377 - d_accuracy: 0.6834
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2078 - g_loss: 1.0383 - d_accuracy: 0.6731Epoch 381: D Accuracy = 0.6618
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2076 - g_loss: 1.0457 - d_accuracy: 0.6727
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2156 - g_loss: 1.0320 - d_accuracy: 0.6738Epoch 382: D Accuracy = 0.6176
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2162 - g_loss: 1.0373 - d_accuracy: 0.6718
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2287 - g_loss: 1.0110 - d_accuracy: 0.6593Epoch 383: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2283 - g_loss: 1.0062 - d_accuracy: 0.6599
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1996 - g_loss: 1.0387 - d_accuracy: 0.6806Epoch 384: D Accuracy = 0.7132
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1979 - g_loss: 1.0381 - d_accuracy: 0.6818
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1983 - g_loss: 1.0463 - d_accuracy: 0.6824Epoch 385: D Accuracy = 0.6985
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1972 - g_loss: 1.0502 - d_accuracy: 0.6830
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2085 - g_loss: 1.0362 - d_accuracy: 0.6737Epoch 386: D Accuracy = 0.7059
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2072 - g_loss: 1.0340 - d_accuracy: 0.6749
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2074 - g_loss: 1.0407 - d_accuracy: 0.6790Epoch 387: D Accuracy = 0.6912
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2075 - g_loss: 1.0397 - d_accuracy: 0.6794
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2149 - g_loss: 1.0355 - d_accuracy: 0.6704Epoch 388: D Accuracy = 0.7206
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2128 - g_loss: 1.0411 - d_accuracy: 0.6721
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1985 - g_loss: 1.0479 - d_accuracy: 0.6865Epoch 389: D Accuracy = 0.7426
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1966 - g_loss: 1.0477 - d_accuracy: 0.6885
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2046 - g_loss: 1.0408 - d_accuracy: 0.6774Epoch 390: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2038 - g_loss: 1.0446 - d_accuracy: 0.6774
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2072 - g_loss: 1.0402 - d_accuracy: 0.6734Epoch 391: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2073 - g_loss: 1.0460 - d_accuracy: 0.6725
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1975 - g_loss: 1.0468 - d_accuracy: 0.6835Epoch 392: D Accuracy = 0.7132
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1971 - g_loss: 1.0507 - d_accuracy: 0.6846
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2169 - g_loss: 1.0302 - d_accuracy: 0.6683Epoch 393: D Accuracy = 0.6103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2186 - g_loss: 1.0296 - d_accuracy: 0.6662
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2038 - g_loss: 1.0448 - d_accuracy: 0.6710Epoch 394: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2041 - g_loss: 1.0451 - d_accuracy: 0.6696
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2067 - g_loss: 1.0327 - d_accuracy: 0.6730Epoch 395: D Accuracy = 0.7206
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2049 - g_loss: 1.0324 - d_accuracy: 0.6747
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2090 - g_loss: 1.0467 - d_accuracy: 0.6745Epoch 396: D Accuracy = 0.7353
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2089 - g_loss: 1.0467 - d_accuracy: 0.6767
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1954 - g_loss: 1.0467 - d_accuracy: 0.6766Epoch 397: D Accuracy = 0.6618
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1975 - g_loss: 1.0437 - d_accuracy: 0.6760
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2041 - g_loss: 1.0496 - d_accuracy: 0.6738Epoch 398: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2039 - g_loss: 1.0565 - d_accuracy: 0.6718
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1978 - g_loss: 1.0456 - d_accuracy: 0.6818Epoch 399: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1998 - g_loss: 1.0450 - d_accuracy: 0.6806
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1991 - g_loss: 1.0533 - d_accuracy: 0.6803
Class 1 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.6618
27/27 [==============================] - 1s 48ms/step - d_loss: 1.2012 - g_loss: 1.0494 - d_accuracy: 0.6797
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2045 - g_loss: 1.0531 - d_accuracy: 0.6785Epoch 401: D Accuracy = 0.6544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2054 - g_loss: 1.0584 - d_accuracy: 0.6776
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1981 - g_loss: 1.0463 - d_accuracy: 0.6766Epoch 402: D Accuracy = 0.6912
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1975 - g_loss: 1.0463 - d_accuracy: 0.6772
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2011 - g_loss: 1.0518 - d_accuracy: 0.6768Epoch 403: D Accuracy = 0.7059
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2015 - g_loss: 1.0537 - d_accuracy: 0.6778
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2026 - g_loss: 1.0440 - d_accuracy: 0.6745Epoch 404: D Accuracy = 0.7500
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1992 - g_loss: 1.0451 - d_accuracy: 0.6772
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2039 - g_loss: 1.0509 - d_accuracy: 0.6743Epoch 405: D Accuracy = 0.6838
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2039 - g_loss: 1.0526 - d_accuracy: 0.6747
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1981 - g_loss: 1.0475 - d_accuracy: 0.6838Epoch 406: D Accuracy = 0.6765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1981 - g_loss: 1.0452 - d_accuracy: 0.6835
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2156 - g_loss: 1.0404 - d_accuracy: 0.6671Epoch 407: D Accuracy = 0.6985
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2159 - g_loss: 1.0432 - d_accuracy: 0.6682
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2040 - g_loss: 1.0460 - d_accuracy: 0.6773Epoch 408: D Accuracy = 0.5809
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2068 - g_loss: 1.0473 - d_accuracy: 0.6739
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2020 - g_loss: 1.0546 - d_accuracy: 0.6762Epoch 409: D Accuracy = 0.6103
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2034 - g_loss: 1.0589 - d_accuracy: 0.6739
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1938 - g_loss: 1.0548 - d_accuracy: 0.6850Epoch 410: D Accuracy = 0.6397
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1943 - g_loss: 1.0610 - d_accuracy: 0.6834
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1942 - g_loss: 1.0510 - d_accuracy: 0.6786Epoch 411: D Accuracy = 0.6985
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1935 - g_loss: 1.0479 - d_accuracy: 0.6794
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1910 - g_loss: 1.0634 - d_accuracy: 0.6884Epoch 412: D Accuracy = 0.6176
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1945 - g_loss: 1.0618 - d_accuracy: 0.6859
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1877 - g_loss: 1.0629 - d_accuracy: 0.6864Epoch 413: D Accuracy = 0.6544
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1880 - g_loss: 1.0694 - d_accuracy: 0.6853
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1935 - g_loss: 1.0554 - d_accuracy: 0.6831Epoch 414: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1930 - g_loss: 1.0550 - d_accuracy: 0.6844
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1902 - g_loss: 1.0583 - d_accuracy: 0.6860Epoch 415: D Accuracy = 0.7059
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1913 - g_loss: 1.0529 - d_accuracy: 0.6867
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1909 - g_loss: 1.0588 - d_accuracy: 0.6913Epoch 416: D Accuracy = 0.6912
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1912 - g_loss: 1.0622 - d_accuracy: 0.6913
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1947 - g_loss: 1.0586 - d_accuracy: 0.6847Epoch 417: D Accuracy = 0.6544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1954 - g_loss: 1.0622 - d_accuracy: 0.6836
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1880 - g_loss: 1.0652 - d_accuracy: 0.6935Epoch 418: D Accuracy = 0.7353
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1852 - g_loss: 1.0659 - d_accuracy: 0.6950
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1987 - g_loss: 1.0535 - d_accuracy: 0.6797Epoch 419: D Accuracy = 0.6765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1976 - g_loss: 1.0540 - d_accuracy: 0.6796
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2061 - g_loss: 1.0473 - d_accuracy: 0.6763Epoch 420: D Accuracy = 0.6471
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2083 - g_loss: 1.0421 - d_accuracy: 0.6753
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1900 - g_loss: 1.0652 - d_accuracy: 0.6873Epoch 421: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1911 - g_loss: 1.0639 - d_accuracy: 0.6864
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1950 - g_loss: 1.0616 - d_accuracy: 0.6844Epoch 422: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1963 - g_loss: 1.0617 - d_accuracy: 0.6831
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1821 - g_loss: 1.0702 - d_accuracy: 0.6909Epoch 423: D Accuracy = 0.7868
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1796 - g_loss: 1.0687 - d_accuracy: 0.6943
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1946 - g_loss: 1.0593 - d_accuracy: 0.6845Epoch 424: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1956 - g_loss: 1.0629 - d_accuracy: 0.6816
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1896 - g_loss: 1.0608 - d_accuracy: 0.6838Epoch 425: D Accuracy = 0.6176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1922 - g_loss: 1.0623 - d_accuracy: 0.6814
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1893 - g_loss: 1.0685 - d_accuracy: 0.6876Epoch 426: D Accuracy = 0.7206
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1896 - g_loss: 1.0667 - d_accuracy: 0.6887
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1900 - g_loss: 1.0682 - d_accuracy: 0.6848Epoch 427: D Accuracy = 0.6544
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1932 - g_loss: 1.0656 - d_accuracy: 0.6837
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1857 - g_loss: 1.0621 - d_accuracy: 0.6869Epoch 428: D Accuracy = 0.7721
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1840 - g_loss: 1.0578 - d_accuracy: 0.6899
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1854 - g_loss: 1.0708 - d_accuracy: 0.6907Epoch 429: D Accuracy = 0.6985
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1852 - g_loss: 1.0684 - d_accuracy: 0.6909
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1882 - g_loss: 1.0640 - d_accuracy: 0.6858Epoch 430: D Accuracy = 0.5956
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1907 - g_loss: 1.0597 - d_accuracy: 0.6826
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1871 - g_loss: 1.0696 - d_accuracy: 0.6888Epoch 431: D Accuracy = 0.6838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1878 - g_loss: 1.0687 - d_accuracy: 0.6886
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2010 - g_loss: 1.0569 - d_accuracy: 0.6808Epoch 432: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2027 - g_loss: 1.0598 - d_accuracy: 0.6789
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1802 - g_loss: 1.0716 - d_accuracy: 0.6914Epoch 433: D Accuracy = 0.6912
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1799 - g_loss: 1.0731 - d_accuracy: 0.6914
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1835 - g_loss: 1.0737 - d_accuracy: 0.6854Epoch 434: D Accuracy = 0.7132
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1810 - g_loss: 1.0769 - d_accuracy: 0.6864
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1829 - g_loss: 1.0710 - d_accuracy: 0.6925Epoch 435: D Accuracy = 0.6691
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1826 - g_loss: 1.0717 - d_accuracy: 0.6916
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1822 - g_loss: 1.0741 - d_accuracy: 0.6897Epoch 436: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1822 - g_loss: 1.0724 - d_accuracy: 0.6897
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1865 - g_loss: 1.0757 - d_accuracy: 0.6837Epoch 437: D Accuracy = 0.7132
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1831 - g_loss: 1.0839 - d_accuracy: 0.6847
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1928 - g_loss: 1.0669 - d_accuracy: 0.6821Epoch 438: D Accuracy = 0.6397
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1970 - g_loss: 1.0616 - d_accuracy: 0.6806
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1923 - g_loss: 1.0704 - d_accuracy: 0.6858Epoch 439: D Accuracy = 0.6912
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1902 - g_loss: 1.0762 - d_accuracy: 0.6859
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1902 - g_loss: 1.0760 - d_accuracy: 0.6881Epoch 440: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1895 - g_loss: 1.0776 - d_accuracy: 0.6884
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1974 - g_loss: 1.0706 - d_accuracy: 0.6784Epoch 441: D Accuracy = 0.6985
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1975 - g_loss: 1.0699 - d_accuracy: 0.6791
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1867 - g_loss: 1.0707 - d_accuracy: 0.6925Epoch 442: D Accuracy = 0.7794
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1827 - g_loss: 1.0732 - d_accuracy: 0.6956
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1875 - g_loss: 1.0728 - d_accuracy: 0.6883Epoch 443: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1892 - g_loss: 1.0734 - d_accuracy: 0.6868
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1897 - g_loss: 1.0702 - d_accuracy: 0.6832Epoch 444: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1898 - g_loss: 1.0667 - d_accuracy: 0.6827
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1808 - g_loss: 1.0807 - d_accuracy: 0.6873Epoch 445: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1821 - g_loss: 1.0832 - d_accuracy: 0.6859
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1998 - g_loss: 1.0530 - d_accuracy: 0.6750Epoch 446: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2009 - g_loss: 1.0483 - d_accuracy: 0.6747
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1738 - g_loss: 1.0849 - d_accuracy: 0.7028Epoch 447: D Accuracy = 0.7574
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1720 - g_loss: 1.0834 - d_accuracy: 0.7048
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1754 - g_loss: 1.0873 - d_accuracy: 0.6926Epoch 448: D Accuracy = 0.6765
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1753 - g_loss: 1.0883 - d_accuracy: 0.6920
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1767 - g_loss: 1.0828 - d_accuracy: 0.6902Epoch 449: D Accuracy = 0.6471
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1782 - g_loss: 1.0845 - d_accuracy: 0.6887
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1788 - g_loss: 1.0699 - d_accuracy: 0.6935Epoch 450: D Accuracy = 0.7721
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1766 - g_loss: 1.0705 - d_accuracy: 0.6963
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1745 - g_loss: 1.0851 - d_accuracy: 0.6962Epoch 451: D Accuracy = 0.7426
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1722 - g_loss: 1.0881 - d_accuracy: 0.6979
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1945 - g_loss: 1.0735 - d_accuracy: 0.6837Epoch 452: D Accuracy = 0.7132
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1933 - g_loss: 1.0754 - d_accuracy: 0.6847
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1655 - g_loss: 1.0894 - d_accuracy: 0.7064Epoch 453: D Accuracy = 0.7132
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1646 - g_loss: 1.0880 - d_accuracy: 0.7066
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1830 - g_loss: 1.0734 - d_accuracy: 0.6885Epoch 454: D Accuracy = 0.6912
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1823 - g_loss: 1.0731 - d_accuracy: 0.6886
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1697 - g_loss: 1.0938 - d_accuracy: 0.6990Epoch 455: D Accuracy = 0.6985
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1694 - g_loss: 1.0940 - d_accuracy: 0.6990
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1690 - g_loss: 1.0973 - d_accuracy: 0.6936Epoch 456: D Accuracy = 0.6912
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1695 - g_loss: 1.0976 - d_accuracy: 0.6935
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1806 - g_loss: 1.0821 - d_accuracy: 0.6901Epoch 457: D Accuracy = 0.6324
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1837 - g_loss: 1.0771 - d_accuracy: 0.6880
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1810 - g_loss: 1.0799 - d_accuracy: 0.6943Epoch 458: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1817 - g_loss: 1.0816 - d_accuracy: 0.6918
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1875 - g_loss: 1.0727 - d_accuracy: 0.6843Epoch 459: D Accuracy = 0.5662
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1921 - g_loss: 1.0719 - d_accuracy: 0.6801
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1744 - g_loss: 1.0848 - d_accuracy: 0.7004Epoch 460: D Accuracy = 0.6691
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1747 - g_loss: 1.0844 - d_accuracy: 0.6993
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1680 - g_loss: 1.0985 - d_accuracy: 0.7013Epoch 461: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1714 - g_loss: 1.1003 - d_accuracy: 0.6983
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1688 - g_loss: 1.0889 - d_accuracy: 0.6962Epoch 462: D Accuracy = 0.6176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1711 - g_loss: 1.0839 - d_accuracy: 0.6934
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1667 - g_loss: 1.0881 - d_accuracy: 0.7010Epoch 463: D Accuracy = 0.6618
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1682 - g_loss: 1.0855 - d_accuracy: 0.6996
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1819 - g_loss: 1.0777 - d_accuracy: 0.6940Epoch 464: D Accuracy = 0.6985
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1823 - g_loss: 1.0718 - d_accuracy: 0.6941
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1687 - g_loss: 1.0972 - d_accuracy: 0.7003Epoch 465: D Accuracy = 0.7868
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1658 - g_loss: 1.0984 - d_accuracy: 0.7034
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1694 - g_loss: 1.0982 - d_accuracy: 0.7000Epoch 466: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1709 - g_loss: 1.0966 - d_accuracy: 0.7007
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1729 - g_loss: 1.0966 - d_accuracy: 0.6896Epoch 467: D Accuracy = 0.6029
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1743 - g_loss: 1.1022 - d_accuracy: 0.6865
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1697 - g_loss: 1.0950 - d_accuracy: 0.6993Epoch 468: D Accuracy = 0.6985
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1692 - g_loss: 1.0939 - d_accuracy: 0.6993
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1678 - g_loss: 1.1055 - d_accuracy: 0.6963Epoch 469: D Accuracy = 0.6471
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1686 - g_loss: 1.1094 - d_accuracy: 0.6945
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1662 - g_loss: 1.1000 - d_accuracy: 0.7004Epoch 470: D Accuracy = 0.6985
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1668 - g_loss: 1.1061 - d_accuracy: 0.7003
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1746 - g_loss: 1.0875 - d_accuracy: 0.6962Epoch 471: D Accuracy = 0.7353
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1724 - g_loss: 1.0883 - d_accuracy: 0.6976
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1808 - g_loss: 1.0943 - d_accuracy: 0.6880Epoch 472: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1851 - g_loss: 1.0967 - d_accuracy: 0.6845
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1749 - g_loss: 1.0952 - d_accuracy: 0.6906Epoch 473: D Accuracy = 0.6471
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1753 - g_loss: 1.1006 - d_accuracy: 0.6891
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1750 - g_loss: 1.0882 - d_accuracy: 0.6912Epoch 474: D Accuracy = 0.7206
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1746 - g_loss: 1.0863 - d_accuracy: 0.6922
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1681 - g_loss: 1.1058 - d_accuracy: 0.7005Epoch 475: D Accuracy = 0.8088
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1652 - g_loss: 1.1073 - d_accuracy: 0.7044
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1722 - g_loss: 1.1016 - d_accuracy: 0.6916Epoch 476: D Accuracy = 0.7132
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1718 - g_loss: 1.1004 - d_accuracy: 0.6924
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1681 - g_loss: 1.0959 - d_accuracy: 0.7011Epoch 477: D Accuracy = 0.7353
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1670 - g_loss: 1.0895 - d_accuracy: 0.7024
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1534 - g_loss: 1.1190 - d_accuracy: 0.7069Epoch 478: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1492 - g_loss: 1.1304 - d_accuracy: 0.7084
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1559 - g_loss: 1.1047 - d_accuracy: 0.7133Epoch 479: D Accuracy = 0.8088
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1532 - g_loss: 1.1039 - d_accuracy: 0.7167
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1668 - g_loss: 1.1049 - d_accuracy: 0.6969Epoch 480: D Accuracy = 0.7721
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1636 - g_loss: 1.1083 - d_accuracy: 0.6995
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1632 - g_loss: 1.1110 - d_accuracy: 0.6951Epoch 481: D Accuracy = 0.7059
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1621 - g_loss: 1.1190 - d_accuracy: 0.6955
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1587 - g_loss: 1.1073 - d_accuracy: 0.7068Epoch 482: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1592 - g_loss: 1.1130 - d_accuracy: 0.7052
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1632 - g_loss: 1.1023 - d_accuracy: 0.7039Epoch 483: D Accuracy = 0.7426
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1623 - g_loss: 1.1002 - d_accuracy: 0.7053
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1562 - g_loss: 1.1154 - d_accuracy: 0.6996Epoch 484: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1602 - g_loss: 1.1158 - d_accuracy: 0.6956
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1696 - g_loss: 1.1046 - d_accuracy: 0.6948Epoch 485: D Accuracy = 0.7426
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1678 - g_loss: 1.1082 - d_accuracy: 0.6965
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1624 - g_loss: 1.1080 - d_accuracy: 0.6955Epoch 486: D Accuracy = 0.6765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1633 - g_loss: 1.1059 - d_accuracy: 0.6948
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1664 - g_loss: 1.1051 - d_accuracy: 0.6947Epoch 487: D Accuracy = 0.7059
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1659 - g_loss: 1.1038 - d_accuracy: 0.6951
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1573 - g_loss: 1.1163 - d_accuracy: 0.7041Epoch 488: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1577 - g_loss: 1.1133 - d_accuracy: 0.7034
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1473 - g_loss: 1.1282 - d_accuracy: 0.7092Epoch 489: D Accuracy = 0.6985
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1467 - g_loss: 1.1307 - d_accuracy: 0.7088
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1669 - g_loss: 1.1079 - d_accuracy: 0.6984Epoch 490: D Accuracy = 0.6544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1710 - g_loss: 1.1064 - d_accuracy: 0.6969
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1575 - g_loss: 1.1119 - d_accuracy: 0.7021Epoch 491: D Accuracy = 0.6324
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1596 - g_loss: 1.1176 - d_accuracy: 0.6996
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1663 - g_loss: 1.1062 - d_accuracy: 0.6943Epoch 492: D Accuracy = 0.6838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1661 - g_loss: 1.1035 - d_accuracy: 0.6939
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1710 - g_loss: 1.1050 - d_accuracy: 0.6949Epoch 493: D Accuracy = 0.6838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1708 - g_loss: 1.1074 - d_accuracy: 0.6945
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1627 - g_loss: 1.1063 - d_accuracy: 0.7047Epoch 494: D Accuracy = 0.6838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1632 - g_loss: 1.1068 - d_accuracy: 0.7040
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1531 - g_loss: 1.1226 - d_accuracy: 0.7082Epoch 495: D Accuracy = 0.6838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1518 - g_loss: 1.1278 - d_accuracy: 0.7073
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1513 - g_loss: 1.1276 - d_accuracy: 0.7061Epoch 496: D Accuracy = 0.6691
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1532 - g_loss: 1.1345 - d_accuracy: 0.7047
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1625 - g_loss: 1.1197 - d_accuracy: 0.6988Epoch 497: D Accuracy = 0.7353
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1599 - g_loss: 1.1235 - d_accuracy: 0.7001
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1588 - g_loss: 1.1145 - d_accuracy: 0.7063Epoch 498: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1609 - g_loss: 1.1140 - d_accuracy: 0.7053
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1661 - g_loss: 1.1103 - d_accuracy: 0.6991Epoch 499: D Accuracy = 0.6838
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1666 - g_loss: 1.1090 - d_accuracy: 0.6985
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1526 - g_loss: 1.1186 - d_accuracy: 0.7095
Class 1 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.7279
27/27 [==============================] - 1s 41ms/step - d_loss: 1.1530 - g_loss: 1.1165 - d_accuracy: 0.7102
Training DCGAN for class 2...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.5292 - g_loss: 0.8825 - d_accuracy: 0.5242WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0164s vs `on_train_batch_end` time: 0.0187s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 1.0894 - g_loss: 1.2750 - d_accuracy: 0.7545
Epoch 1: Generator loss improved from inf to 1.5355. Saving weights.
Epoch 1: D Accuracy = 0.8786
27/27 [==============================] - 2s 36ms/step - d_loss: 1.0801 - g_loss: 1.2843 - d_accuracy: 0.7589
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6382 - g_loss: 2.2302 - d_accuracy: 0.9349Epoch 2: D Accuracy = 0.9429
27/27 [==============================] - 1s 34ms/step - d_loss: 0.6348 - g_loss: 2.2465 - d_accuracy: 0.9352
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6287 - g_loss: 2.9021 - d_accuracy: 0.9183
Epoch 3: Generator loss improved from 1.5355 to 1.3840. Saving weights.
Epoch 3: D Accuracy = 0.7429
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6477 - g_loss: 2.8478 - d_accuracy: 0.9120
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1663 - g_loss: 1.3593 - d_accuracy: 0.7258Epoch 4: D Accuracy = 0.7714
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1618 - g_loss: 1.3655 - d_accuracy: 0.7274
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9604 - g_loss: 1.5604 - d_accuracy: 0.8084Epoch 5: D Accuracy = 0.8357
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9590 - g_loss: 1.5548 - d_accuracy: 0.8094
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7436 - g_loss: 2.0290 - d_accuracy: 0.8945Epoch 6: D Accuracy = 0.8786
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7446 - g_loss: 2.0346 - d_accuracy: 0.8939
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6041 - g_loss: 2.6206 - d_accuracy: 0.9409Epoch 7: D Accuracy = 0.9286
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6036 - g_loss: 2.6347 - d_accuracy: 0.9405
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7999 - g_loss: 2.2633 - d_accuracy: 0.8709Epoch 8: D Accuracy = 0.9786
27/27 [==============================] - 1s 37ms/step - d_loss: 0.7894 - g_loss: 2.2879 - d_accuracy: 0.8747
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7524 - g_loss: 2.7148 - d_accuracy: 0.8757
Epoch 9: Generator loss improved from 1.3840 to 1.1727. Saving weights.
Epoch 9: D Accuracy = 0.6000
27/27 [==============================] - 1s 38ms/step - d_loss: 0.7780 - g_loss: 2.6598 - d_accuracy: 0.8658
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.6341 - g_loss: 1.0384 - d_accuracy: 0.5305
Epoch 10: Generator loss improved from 1.1727 to 0.8790. Saving weights.
Epoch 10: D Accuracy = 0.5071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.6337 - g_loss: 1.0327 - d_accuracy: 0.5297
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4173 - g_loss: 1.0238 - d_accuracy: 0.5816Epoch 11: D Accuracy = 0.5929
27/27 [==============================] - 1s 34ms/step - d_loss: 1.4177 - g_loss: 1.0247 - d_accuracy: 0.5820
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3822 - g_loss: 0.9727 - d_accuracy: 0.5880Epoch 12: D Accuracy = 0.6143
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3797 - g_loss: 0.9726 - d_accuracy: 0.5889
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3307 - g_loss: 0.9797 - d_accuracy: 0.6072Epoch 13: D Accuracy = 0.6143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3287 - g_loss: 0.9802 - d_accuracy: 0.6075
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3351 - g_loss: 0.9561 - d_accuracy: 0.5986Epoch 14: D Accuracy = 0.5643
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3361 - g_loss: 0.9563 - d_accuracy: 0.5974
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.9411 - d_accuracy: 0.6015Epoch 15: D Accuracy = 0.6000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3355 - g_loss: 0.9445 - d_accuracy: 0.6015
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3335 - g_loss: 0.9226 - d_accuracy: 0.5945
Epoch 16: Generator loss improved from 0.8790 to 0.8395. Saving weights.
Epoch 16: D Accuracy = 0.5714
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3344 - g_loss: 0.9196 - d_accuracy: 0.5937
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3152 - g_loss: 0.9331 - d_accuracy: 0.6042Epoch 17: D Accuracy = 0.5643
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3160 - g_loss: 0.9326 - d_accuracy: 0.6028
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3004 - g_loss: 0.9415 - d_accuracy: 0.6162Epoch 18: D Accuracy = 0.6571
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2988 - g_loss: 0.9450 - d_accuracy: 0.6177
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2790 - g_loss: 0.9634 - d_accuracy: 0.6327Epoch 19: D Accuracy = 0.6214
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2803 - g_loss: 0.9629 - d_accuracy: 0.6323
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2655 - g_loss: 0.9762 - d_accuracy: 0.6466Epoch 20: D Accuracy = 0.6571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2648 - g_loss: 0.9762 - d_accuracy: 0.6470
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2505 - g_loss: 0.9985 - d_accuracy: 0.6499Epoch 21: D Accuracy = 0.6643
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2492 - g_loss: 1.0005 - d_accuracy: 0.6504
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2434 - g_loss: 1.0109 - d_accuracy: 0.6629Epoch 22: D Accuracy = 0.6714
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2435 - g_loss: 1.0126 - d_accuracy: 0.6632
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2262 - g_loss: 1.0322 - d_accuracy: 0.6677Epoch 23: D Accuracy = 0.6929
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2253 - g_loss: 1.0362 - d_accuracy: 0.6686
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2057 - g_loss: 1.0506 - d_accuracy: 0.6879Epoch 24: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2087 - g_loss: 1.0473 - d_accuracy: 0.6847
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1710 - g_loss: 1.0960 - d_accuracy: 0.7028Epoch 25: D Accuracy = 0.7071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1692 - g_loss: 1.0967 - d_accuracy: 0.7030
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1634 - g_loss: 1.1221 - d_accuracy: 0.7058Epoch 26: D Accuracy = 0.7214
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1615 - g_loss: 1.1275 - d_accuracy: 0.7064
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1379 - g_loss: 1.1614 - d_accuracy: 0.7227Epoch 27: D Accuracy = 0.6857
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1391 - g_loss: 1.1631 - d_accuracy: 0.7214
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1152 - g_loss: 1.1824 - d_accuracy: 0.7349Epoch 28: D Accuracy = 0.7357
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1159 - g_loss: 1.1826 - d_accuracy: 0.7349
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0961 - g_loss: 1.2268 - d_accuracy: 0.7442Epoch 29: D Accuracy = 0.7643
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0946 - g_loss: 1.2293 - d_accuracy: 0.7449
Epoch 30/500
26/27 [===========================>..] - ETA: 0s - d_loss: 1.0932 - g_loss: 1.2421 - d_accuracy: 0.7455Epoch 30: D Accuracy = 0.7143
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0945 - g_loss: 1.2472 - d_accuracy: 0.7433
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0964 - g_loss: 1.2584 - d_accuracy: 0.7362Epoch 31: D Accuracy = 0.8000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0949 - g_loss: 1.2572 - d_accuracy: 0.7385
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1067 - g_loss: 1.2448 - d_accuracy: 0.7354Epoch 32: D Accuracy = 0.8000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1031 - g_loss: 1.2494 - d_accuracy: 0.7377
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1048 - g_loss: 1.2500 - d_accuracy: 0.7379Epoch 33: D Accuracy = 0.8071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1021 - g_loss: 1.2546 - d_accuracy: 0.7404
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1166 - g_loss: 1.2684 - d_accuracy: 0.7197Epoch 34: D Accuracy = 0.6571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1159 - g_loss: 1.2838 - d_accuracy: 0.7174
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1062 - g_loss: 1.2516 - d_accuracy: 0.7367Epoch 35: D Accuracy = 0.7571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1041 - g_loss: 1.2525 - d_accuracy: 0.7374
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1223 - g_loss: 1.2375 - d_accuracy: 0.7335Epoch 36: D Accuracy = 0.7857
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1219 - g_loss: 1.2333 - d_accuracy: 0.7354
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1289 - g_loss: 1.2348 - d_accuracy: 0.7212Epoch 37: D Accuracy = 0.7071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1295 - g_loss: 1.2397 - d_accuracy: 0.7207
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1339 - g_loss: 1.2087 - d_accuracy: 0.7240Epoch 38: D Accuracy = 0.7286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1345 - g_loss: 1.2031 - d_accuracy: 0.7242
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1522 - g_loss: 1.2105 - d_accuracy: 0.7062Epoch 39: D Accuracy = 0.6929
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1564 - g_loss: 1.1980 - d_accuracy: 0.7057
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1536 - g_loss: 1.1958 - d_accuracy: 0.7048Epoch 40: D Accuracy = 0.7214
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1512 - g_loss: 1.2050 - d_accuracy: 0.7054
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1827 - g_loss: 1.1659 - d_accuracy: 0.6879Epoch 41: D Accuracy = 0.7143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1832 - g_loss: 1.1623 - d_accuracy: 0.6889
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1821 - g_loss: 1.1524 - d_accuracy: 0.6889Epoch 42: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1810 - g_loss: 1.1613 - d_accuracy: 0.6875
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2003 - g_loss: 1.1336 - d_accuracy: 0.6871Epoch 43: D Accuracy = 0.6929
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1991 - g_loss: 1.1359 - d_accuracy: 0.6873
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1855 - g_loss: 1.1350 - d_accuracy: 0.6879Epoch 44: D Accuracy = 0.6857
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1864 - g_loss: 1.1342 - d_accuracy: 0.6878
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2109 - g_loss: 1.1222 - d_accuracy: 0.6782Epoch 45: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2090 - g_loss: 1.1299 - d_accuracy: 0.6771
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2058 - g_loss: 1.1131 - d_accuracy: 0.6808Epoch 46: D Accuracy = 0.6357
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2087 - g_loss: 1.1067 - d_accuracy: 0.6792
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2233 - g_loss: 1.1084 - d_accuracy: 0.6747Epoch 47: D Accuracy = 0.6857
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2232 - g_loss: 1.1088 - d_accuracy: 0.6751
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2243 - g_loss: 1.0931 - d_accuracy: 0.6747Epoch 48: D Accuracy = 0.6929
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2267 - g_loss: 1.0893 - d_accuracy: 0.6753
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2165 - g_loss: 1.0926 - d_accuracy: 0.6723Epoch 49: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2164 - g_loss: 1.0958 - d_accuracy: 0.6725
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2142 - g_loss: 1.0999 - d_accuracy: 0.6744Epoch 50: D Accuracy = 0.6429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2171 - g_loss: 1.0965 - d_accuracy: 0.6733
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2156 - g_loss: 1.0857 - d_accuracy: 0.6742Epoch 51: D Accuracy = 0.6357
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2185 - g_loss: 1.0815 - d_accuracy: 0.6728
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2307 - g_loss: 1.0844 - d_accuracy: 0.6675Epoch 52: D Accuracy = 0.5929
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2361 - g_loss: 1.0769 - d_accuracy: 0.6648
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2148 - g_loss: 1.0947 - d_accuracy: 0.6728Epoch 53: D Accuracy = 0.6643
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2161 - g_loss: 1.1001 - d_accuracy: 0.6724
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2386 - g_loss: 1.0658 - d_accuracy: 0.6587Epoch 54: D Accuracy = 0.6214
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2394 - g_loss: 1.0600 - d_accuracy: 0.6574
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2275 - g_loss: 1.0710 - d_accuracy: 0.6674Epoch 55: D Accuracy = 0.6643
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2264 - g_loss: 1.0732 - d_accuracy: 0.6673
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2281 - g_loss: 1.0596 - d_accuracy: 0.6708Epoch 56: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2272 - g_loss: 1.0586 - d_accuracy: 0.6711
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2497 - g_loss: 1.0538 - d_accuracy: 0.6526Epoch 57: D Accuracy = 0.6714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2491 - g_loss: 1.0526 - d_accuracy: 0.6533
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2315 - g_loss: 1.0605 - d_accuracy: 0.6661Epoch 58: D Accuracy = 0.6929
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2309 - g_loss: 1.0642 - d_accuracy: 0.6671
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2375 - g_loss: 1.0562 - d_accuracy: 0.6597Epoch 59: D Accuracy = 0.6786
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2370 - g_loss: 1.0567 - d_accuracy: 0.6604
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2461 - g_loss: 1.0487 - d_accuracy: 0.6545Epoch 60: D Accuracy = 0.7214
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2453 - g_loss: 1.0426 - d_accuracy: 0.6569
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2410 - g_loss: 1.0488 - d_accuracy: 0.6498Epoch 61: D Accuracy = 0.6143
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2429 - g_loss: 1.0456 - d_accuracy: 0.6485
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2569 - g_loss: 1.0394 - d_accuracy: 0.6484Epoch 62: D Accuracy = 0.6286
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2590 - g_loss: 1.0349 - d_accuracy: 0.6477
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2484 - g_loss: 1.0355 - d_accuracy: 0.6506Epoch 63: D Accuracy = 0.6214
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2480 - g_loss: 1.0355 - d_accuracy: 0.6496
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2531 - g_loss: 1.0429 - d_accuracy: 0.6535Epoch 64: D Accuracy = 0.6571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2528 - g_loss: 1.0407 - d_accuracy: 0.6537
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2574 - g_loss: 1.0379 - d_accuracy: 0.6456Epoch 65: D Accuracy = 0.6571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2552 - g_loss: 1.0384 - d_accuracy: 0.6460
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2633 - g_loss: 1.0210 - d_accuracy: 0.6434Epoch 66: D Accuracy = 0.6571
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2631 - g_loss: 1.0209 - d_accuracy: 0.6439
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2624 - g_loss: 1.0235 - d_accuracy: 0.6466Epoch 67: D Accuracy = 0.6929
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2627 - g_loss: 1.0211 - d_accuracy: 0.6483
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 1.0154 - d_accuracy: 0.6461Epoch 68: D Accuracy = 0.7143
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2649 - g_loss: 1.0128 - d_accuracy: 0.6485
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2729 - g_loss: 1.0079 - d_accuracy: 0.6372Epoch 69: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2750 - g_loss: 1.0040 - d_accuracy: 0.6361
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2627 - g_loss: 1.0193 - d_accuracy: 0.6490Epoch 70: D Accuracy = 0.7071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2619 - g_loss: 1.0207 - d_accuracy: 0.6511
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2625 - g_loss: 1.0076 - d_accuracy: 0.6429Epoch 71: D Accuracy = 0.6500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2631 - g_loss: 1.0065 - d_accuracy: 0.6431
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2701 - g_loss: 1.0066 - d_accuracy: 0.6429Epoch 72: D Accuracy = 0.6643
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2697 - g_loss: 1.0075 - d_accuracy: 0.6437
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2670 - g_loss: 1.0128 - d_accuracy: 0.6384Epoch 73: D Accuracy = 0.6071
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2686 - g_loss: 1.0079 - d_accuracy: 0.6373
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2681 - g_loss: 1.0083 - d_accuracy: 0.6367Epoch 74: D Accuracy = 0.5929
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2694 - g_loss: 1.0081 - d_accuracy: 0.6351
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2724 - g_loss: 0.9968 - d_accuracy: 0.6316Epoch 75: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2729 - g_loss: 0.9943 - d_accuracy: 0.6305
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 1.0103 - d_accuracy: 0.6336Epoch 76: D Accuracy = 0.7214
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2683 - g_loss: 1.0133 - d_accuracy: 0.6368
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2891 - g_loss: 0.9930 - d_accuracy: 0.6324Epoch 77: D Accuracy = 0.6214
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2915 - g_loss: 0.9887 - d_accuracy: 0.6320
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2782 - g_loss: 0.9919 - d_accuracy: 0.6228Epoch 78: D Accuracy = 0.5571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2802 - g_loss: 0.9881 - d_accuracy: 0.6204
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2796 - g_loss: 0.9927 - d_accuracy: 0.6274Epoch 79: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2806 - g_loss: 0.9905 - d_accuracy: 0.6264
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2826 - g_loss: 0.9957 - d_accuracy: 0.6208Epoch 80: D Accuracy = 0.6357
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2822 - g_loss: 0.9969 - d_accuracy: 0.6213
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2794 - g_loss: 0.9879 - d_accuracy: 0.6317
Epoch 81: Generator loss improved from 0.8395 to 0.7640. Saving weights.
Epoch 81: D Accuracy = 0.6214
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2826 - g_loss: 0.9799 - d_accuracy: 0.6313
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2810 - g_loss: 0.9964 - d_accuracy: 0.6300Epoch 82: D Accuracy = 0.6500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2805 - g_loss: 0.9963 - d_accuracy: 0.6307
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9863 - d_accuracy: 0.6335Epoch 83: D Accuracy = 0.6000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2782 - g_loss: 0.9875 - d_accuracy: 0.6323
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2814 - g_loss: 0.9799 - d_accuracy: 0.6316Epoch 84: D Accuracy = 0.6429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2815 - g_loss: 0.9794 - d_accuracy: 0.6320
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2769 - g_loss: 0.9854 - d_accuracy: 0.6237Epoch 85: D Accuracy = 0.5786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2784 - g_loss: 0.9826 - d_accuracy: 0.6221
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2773 - g_loss: 0.9924 - d_accuracy: 0.6331Epoch 86: D Accuracy = 0.5429
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2805 - g_loss: 0.9966 - d_accuracy: 0.6299
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2880 - g_loss: 0.9829 - d_accuracy: 0.6294Epoch 87: D Accuracy = 0.6429
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2881 - g_loss: 0.9808 - d_accuracy: 0.6299
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2832 - g_loss: 0.9909 - d_accuracy: 0.6218Epoch 88: D Accuracy = 0.6286
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2838 - g_loss: 0.9938 - d_accuracy: 0.6220
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2815 - g_loss: 0.9804 - d_accuracy: 0.6292Epoch 89: D Accuracy = 0.5929
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2817 - g_loss: 0.9796 - d_accuracy: 0.6279
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2970 - g_loss: 0.9693 - d_accuracy: 0.6204Epoch 90: D Accuracy = 0.5357
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2999 - g_loss: 0.9621 - d_accuracy: 0.6174
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3008 - g_loss: 0.9763 - d_accuracy: 0.6106Epoch 91: D Accuracy = 0.6571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2980 - g_loss: 0.9797 - d_accuracy: 0.6122
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2893 - g_loss: 0.9808 - d_accuracy: 0.6170Epoch 92: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2901 - g_loss: 0.9846 - d_accuracy: 0.6164
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2796 - g_loss: 0.9826 - d_accuracy: 0.6279Epoch 93: D Accuracy = 0.6571
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2787 - g_loss: 0.9859 - d_accuracy: 0.6290
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9666 - d_accuracy: 0.6293Epoch 94: D Accuracy = 0.6429
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2879 - g_loss: 0.9650 - d_accuracy: 0.6298
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2891 - g_loss: 0.9783 - d_accuracy: 0.6148Epoch 95: D Accuracy = 0.6357
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2881 - g_loss: 0.9788 - d_accuracy: 0.6156
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2926 - g_loss: 0.9740 - d_accuracy: 0.6207Epoch 96: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2928 - g_loss: 0.9764 - d_accuracy: 0.6200
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2802 - g_loss: 0.9789 - d_accuracy: 0.6274Epoch 97: D Accuracy = 0.5643
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2833 - g_loss: 0.9760 - d_accuracy: 0.6251
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2934 - g_loss: 0.9685 - d_accuracy: 0.6167Epoch 98: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2939 - g_loss: 0.9631 - d_accuracy: 0.6163
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3047 - g_loss: 0.9628 - d_accuracy: 0.6094Epoch 99: D Accuracy = 0.6500
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3044 - g_loss: 0.9579 - d_accuracy: 0.6109
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2876 - g_loss: 0.9760 - d_accuracy: 0.6216
Class 2 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.6571
27/27 [==============================] - 1s 45ms/step - d_loss: 1.2871 - g_loss: 0.9740 - d_accuracy: 0.6228
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2785 - g_loss: 0.9735 - d_accuracy: 0.6324Epoch 101: D Accuracy = 0.6286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2780 - g_loss: 0.9753 - d_accuracy: 0.6322
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2973 - g_loss: 0.9667 - d_accuracy: 0.6171Epoch 102: D Accuracy = 0.6500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2975 - g_loss: 0.9660 - d_accuracy: 0.6183
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2914 - g_loss: 0.9648 - d_accuracy: 0.6212Epoch 103: D Accuracy = 0.6357
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2891 - g_loss: 0.9714 - d_accuracy: 0.6217
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2898 - g_loss: 0.9647 - d_accuracy: 0.6174Epoch 104: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2894 - g_loss: 0.9662 - d_accuracy: 0.6170
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2845 - g_loss: 0.9741 - d_accuracy: 0.6274Epoch 105: D Accuracy = 0.6143
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2859 - g_loss: 0.9782 - d_accuracy: 0.6269
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2952 - g_loss: 0.9622 - d_accuracy: 0.6178Epoch 106: D Accuracy = 0.5857
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2971 - g_loss: 0.9593 - d_accuracy: 0.6166
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2783 - g_loss: 0.9787 - d_accuracy: 0.6285Epoch 107: D Accuracy = 0.6714
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2773 - g_loss: 0.9786 - d_accuracy: 0.6300
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2982 - g_loss: 0.9678 - d_accuracy: 0.6116Epoch 108: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2990 - g_loss: 0.9718 - d_accuracy: 0.6114
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2971 - g_loss: 0.9585 - d_accuracy: 0.6155Epoch 109: D Accuracy = 0.6929
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2950 - g_loss: 0.9592 - d_accuracy: 0.6183
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9677 - d_accuracy: 0.6229Epoch 110: D Accuracy = 0.5929
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2893 - g_loss: 0.9703 - d_accuracy: 0.6219
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2936 - g_loss: 0.9628 - d_accuracy: 0.6182Epoch 111: D Accuracy = 0.5714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2954 - g_loss: 0.9630 - d_accuracy: 0.6166
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9681 - d_accuracy: 0.6214Epoch 112: D Accuracy = 0.5929
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2897 - g_loss: 0.9686 - d_accuracy: 0.6203
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2935 - g_loss: 0.9553 - d_accuracy: 0.6231Epoch 113: D Accuracy = 0.6643
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2921 - g_loss: 0.9564 - d_accuracy: 0.6246
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2934 - g_loss: 0.9626 - d_accuracy: 0.6122Epoch 114: D Accuracy = 0.5929
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2946 - g_loss: 0.9645 - d_accuracy: 0.6115
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3060 - g_loss: 0.9504 - d_accuracy: 0.6049Epoch 115: D Accuracy = 0.6214
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3052 - g_loss: 0.9490 - d_accuracy: 0.6055
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2914 - g_loss: 0.9648 - d_accuracy: 0.6208Epoch 116: D Accuracy = 0.5429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2946 - g_loss: 0.9692 - d_accuracy: 0.6180
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3114 - g_loss: 0.9514 - d_accuracy: 0.6007Epoch 117: D Accuracy = 0.5071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3138 - g_loss: 0.9547 - d_accuracy: 0.5973
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2996 - g_loss: 0.9546 - d_accuracy: 0.6034Epoch 118: D Accuracy = 0.5214
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3027 - g_loss: 0.9525 - d_accuracy: 0.6004
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2859 - g_loss: 0.9576 - d_accuracy: 0.6287Epoch 119: D Accuracy = 0.6286
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2859 - g_loss: 0.9593 - d_accuracy: 0.6287
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2951 - g_loss: 0.9603 - d_accuracy: 0.6182Epoch 120: D Accuracy = 0.6143
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2958 - g_loss: 0.9569 - d_accuracy: 0.6181
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2935 - g_loss: 0.9606 - d_accuracy: 0.6212Epoch 121: D Accuracy = 0.6357
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2911 - g_loss: 0.9673 - d_accuracy: 0.6217
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2953 - g_loss: 0.9549 - d_accuracy: 0.6209Epoch 122: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2965 - g_loss: 0.9591 - d_accuracy: 0.6201
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3034 - g_loss: 0.9438 - d_accuracy: 0.6086Epoch 123: D Accuracy = 0.6357
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3029 - g_loss: 0.9421 - d_accuracy: 0.6096
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2817 - g_loss: 0.9657 - d_accuracy: 0.6263Epoch 124: D Accuracy = 0.6286
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2824 - g_loss: 0.9655 - d_accuracy: 0.6264
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2906 - g_loss: 0.9597 - d_accuracy: 0.6201Epoch 125: D Accuracy = 0.5714
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2933 - g_loss: 0.9582 - d_accuracy: 0.6184
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3010 - g_loss: 0.9536 - d_accuracy: 0.6059Epoch 126: D Accuracy = 0.6643
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2991 - g_loss: 0.9571 - d_accuracy: 0.6080
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3051 - g_loss: 0.9506 - d_accuracy: 0.6019Epoch 127: D Accuracy = 0.6214
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3060 - g_loss: 0.9525 - d_accuracy: 0.6026
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2905 - g_loss: 0.9551 - d_accuracy: 0.6235Epoch 128: D Accuracy = 0.6357
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2903 - g_loss: 0.9558 - d_accuracy: 0.6240
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2871 - g_loss: 0.9536 - d_accuracy: 0.6201Epoch 129: D Accuracy = 0.6571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2872 - g_loss: 0.9521 - d_accuracy: 0.6214
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2927 - g_loss: 0.9562 - d_accuracy: 0.6162Epoch 130: D Accuracy = 0.6214
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2927 - g_loss: 0.9551 - d_accuracy: 0.6164
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2971 - g_loss: 0.9605 - d_accuracy: 0.6125Epoch 131: D Accuracy = 0.6786
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2964 - g_loss: 0.9610 - d_accuracy: 0.6149
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2915 - g_loss: 0.9587 - d_accuracy: 0.6221Epoch 132: D Accuracy = 0.5357
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2931 - g_loss: 0.9578 - d_accuracy: 0.6190
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2837 - g_loss: 0.9622 - d_accuracy: 0.6193Epoch 133: D Accuracy = 0.5714
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2837 - g_loss: 0.9624 - d_accuracy: 0.6175
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2898 - g_loss: 0.9569 - d_accuracy: 0.6217Epoch 134: D Accuracy = 0.6071
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2898 - g_loss: 0.9541 - d_accuracy: 0.6212
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3035 - g_loss: 0.9511 - d_accuracy: 0.6127Epoch 135: D Accuracy = 0.5929
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3032 - g_loss: 0.9518 - d_accuracy: 0.6120
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3014 - g_loss: 0.9518 - d_accuracy: 0.6065Epoch 136: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3009 - g_loss: 0.9534 - d_accuracy: 0.6066
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2935 - g_loss: 0.9560 - d_accuracy: 0.6153Epoch 137: D Accuracy = 0.6286
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2917 - g_loss: 0.9576 - d_accuracy: 0.6158
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3033 - g_loss: 0.9471 - d_accuracy: 0.6133Epoch 138: D Accuracy = 0.6214
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3013 - g_loss: 0.9536 - d_accuracy: 0.6136
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3029 - g_loss: 0.9477 - d_accuracy: 0.6096Epoch 139: D Accuracy = 0.5929
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3035 - g_loss: 0.9472 - d_accuracy: 0.6090
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2974 - g_loss: 0.9507 - d_accuracy: 0.6095Epoch 140: D Accuracy = 0.6214
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2970 - g_loss: 0.9531 - d_accuracy: 0.6100
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2933 - g_loss: 0.9505 - d_accuracy: 0.6140Epoch 141: D Accuracy = 0.6286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2926 - g_loss: 0.9507 - d_accuracy: 0.6145
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3005 - g_loss: 0.9512 - d_accuracy: 0.6156Epoch 142: D Accuracy = 0.6357
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2985 - g_loss: 0.9531 - d_accuracy: 0.6163
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3034 - g_loss: 0.9492 - d_accuracy: 0.6057Epoch 143: D Accuracy = 0.5571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3050 - g_loss: 0.9506 - d_accuracy: 0.6040
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2926 - g_loss: 0.9511 - d_accuracy: 0.6234Epoch 144: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2900 - g_loss: 0.9546 - d_accuracy: 0.6262
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2864 - g_loss: 0.9527 - d_accuracy: 0.6231Epoch 145: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2850 - g_loss: 0.9530 - d_accuracy: 0.6251
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2976 - g_loss: 0.9520 - d_accuracy: 0.6152Epoch 146: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2963 - g_loss: 0.9516 - d_accuracy: 0.6182
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3024 - g_loss: 0.9481 - d_accuracy: 0.6120Epoch 147: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3026 - g_loss: 0.9479 - d_accuracy: 0.6119
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2992 - g_loss: 0.9510 - d_accuracy: 0.6139Epoch 148: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2979 - g_loss: 0.9547 - d_accuracy: 0.6152
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2968 - g_loss: 0.9532 - d_accuracy: 0.6125Epoch 149: D Accuracy = 0.5571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2989 - g_loss: 0.9519 - d_accuracy: 0.6105
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3007 - g_loss: 0.9532 - d_accuracy: 0.6081Epoch 150: D Accuracy = 0.6214
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3008 - g_loss: 0.9551 - d_accuracy: 0.6086
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2963 - g_loss: 0.9481 - d_accuracy: 0.6148Epoch 151: D Accuracy = 0.5571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3000 - g_loss: 0.9440 - d_accuracy: 0.6128
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2863 - g_loss: 0.9615 - d_accuracy: 0.6151Epoch 152: D Accuracy = 0.6143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2859 - g_loss: 0.9609 - d_accuracy: 0.6150
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2938 - g_loss: 0.9566 - d_accuracy: 0.6151Epoch 153: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2951 - g_loss: 0.9595 - d_accuracy: 0.6148
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9553 - d_accuracy: 0.6164Epoch 154: D Accuracy = 0.5929
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2897 - g_loss: 0.9566 - d_accuracy: 0.6156
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2962 - g_loss: 0.9508 - d_accuracy: 0.6118Epoch 155: D Accuracy = 0.5857
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2952 - g_loss: 0.9549 - d_accuracy: 0.6109
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2967 - g_loss: 0.9488 - d_accuracy: 0.6075Epoch 156: D Accuracy = 0.6214
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2967 - g_loss: 0.9481 - d_accuracy: 0.6080
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2927 - g_loss: 0.9505 - d_accuracy: 0.6168Epoch 157: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2933 - g_loss: 0.9513 - d_accuracy: 0.6162
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2990 - g_loss: 0.9518 - d_accuracy: 0.6109Epoch 158: D Accuracy = 0.5929
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3020 - g_loss: 0.9467 - d_accuracy: 0.6103
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2975 - g_loss: 0.9501 - d_accuracy: 0.6133Epoch 159: D Accuracy = 0.5429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2992 - g_loss: 0.9497 - d_accuracy: 0.6108
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2850 - g_loss: 0.9635 - d_accuracy: 0.6189Epoch 160: D Accuracy = 0.5786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2861 - g_loss: 0.9596 - d_accuracy: 0.6175
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2977 - g_loss: 0.9531 - d_accuracy: 0.6107Epoch 161: D Accuracy = 0.6143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2981 - g_loss: 0.9512 - d_accuracy: 0.6108
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2942 - g_loss: 0.9528 - d_accuracy: 0.6189Epoch 162: D Accuracy = 0.5857
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2933 - g_loss: 0.9576 - d_accuracy: 0.6177
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2921 - g_loss: 0.9505 - d_accuracy: 0.6169Epoch 163: D Accuracy = 0.6357
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2900 - g_loss: 0.9573 - d_accuracy: 0.6175
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3019 - g_loss: 0.9391 - d_accuracy: 0.6110Epoch 164: D Accuracy = 0.6071
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3013 - g_loss: 0.9390 - d_accuracy: 0.6109
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2971 - g_loss: 0.9488 - d_accuracy: 0.6124Epoch 165: D Accuracy = 0.6786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2940 - g_loss: 0.9477 - d_accuracy: 0.6147
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9587 - d_accuracy: 0.6193Epoch 166: D Accuracy = 0.6286
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2831 - g_loss: 0.9578 - d_accuracy: 0.6197
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2982 - g_loss: 0.9499 - d_accuracy: 0.6131Epoch 167: D Accuracy = 0.6286
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2994 - g_loss: 0.9492 - d_accuracy: 0.6137
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2925 - g_loss: 0.9516 - d_accuracy: 0.6157Epoch 168: D Accuracy = 0.5500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2942 - g_loss: 0.9500 - d_accuracy: 0.6134
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2936 - g_loss: 0.9542 - d_accuracy: 0.6167Epoch 169: D Accuracy = 0.6429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2923 - g_loss: 0.9593 - d_accuracy: 0.6176
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2879 - g_loss: 0.9529 - d_accuracy: 0.6175Epoch 170: D Accuracy = 0.5643
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2901 - g_loss: 0.9486 - d_accuracy: 0.6156
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2946 - g_loss: 0.9549 - d_accuracy: 0.6153Epoch 171: D Accuracy = 0.6786
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2925 - g_loss: 0.9550 - d_accuracy: 0.6175
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2895 - g_loss: 0.9531 - d_accuracy: 0.6189Epoch 172: D Accuracy = 0.5143
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2923 - g_loss: 0.9525 - d_accuracy: 0.6151
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3070 - g_loss: 0.9467 - d_accuracy: 0.5997Epoch 173: D Accuracy = 0.5857
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3086 - g_loss: 0.9489 - d_accuracy: 0.5992
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2930 - g_loss: 0.9479 - d_accuracy: 0.6194Epoch 174: D Accuracy = 0.6000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2935 - g_loss: 0.9460 - d_accuracy: 0.6188
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2927 - g_loss: 0.9507 - d_accuracy: 0.6209Epoch 175: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2940 - g_loss: 0.9455 - d_accuracy: 0.6204
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2991 - g_loss: 0.9455 - d_accuracy: 0.6110Epoch 176: D Accuracy = 0.6286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2988 - g_loss: 0.9456 - d_accuracy: 0.6116
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2934 - g_loss: 0.9478 - d_accuracy: 0.6092Epoch 177: D Accuracy = 0.6286
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2918 - g_loss: 0.9479 - d_accuracy: 0.6099
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2912 - g_loss: 0.9574 - d_accuracy: 0.6165Epoch 178: D Accuracy = 0.5786
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2909 - g_loss: 0.9634 - d_accuracy: 0.6151
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2879 - g_loss: 0.9556 - d_accuracy: 0.6218Epoch 179: D Accuracy = 0.5929
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2892 - g_loss: 0.9556 - d_accuracy: 0.6208
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2981 - g_loss: 0.9457 - d_accuracy: 0.6128Epoch 180: D Accuracy = 0.6000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2962 - g_loss: 0.9498 - d_accuracy: 0.6123
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2900 - g_loss: 0.9590 - d_accuracy: 0.6157Epoch 181: D Accuracy = 0.5571
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2903 - g_loss: 0.9679 - d_accuracy: 0.6136
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2970 - g_loss: 0.9446 - d_accuracy: 0.6157Epoch 182: D Accuracy = 0.5857
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2995 - g_loss: 0.9435 - d_accuracy: 0.6147
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2939 - g_loss: 0.9524 - d_accuracy: 0.6152Epoch 183: D Accuracy = 0.5857
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2963 - g_loss: 0.9488 - d_accuracy: 0.6141
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2957 - g_loss: 0.9524 - d_accuracy: 0.6068Epoch 184: D Accuracy = 0.5857
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2945 - g_loss: 0.9573 - d_accuracy: 0.6060
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3033 - g_loss: 0.9382 - d_accuracy: 0.6061Epoch 185: D Accuracy = 0.6429
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3019 - g_loss: 0.9399 - d_accuracy: 0.6074
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2848 - g_loss: 0.9619 - d_accuracy: 0.6225Epoch 186: D Accuracy = 0.6071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2838 - g_loss: 0.9663 - d_accuracy: 0.6219
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2886 - g_loss: 0.9487 - d_accuracy: 0.6205Epoch 187: D Accuracy = 0.6714
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2867 - g_loss: 0.9506 - d_accuracy: 0.6223
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2870 - g_loss: 0.9586 - d_accuracy: 0.6166Epoch 188: D Accuracy = 0.7143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2841 - g_loss: 0.9579 - d_accuracy: 0.6201
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2825 - g_loss: 0.9572 - d_accuracy: 0.6288Epoch 189: D Accuracy = 0.6214
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2822 - g_loss: 0.9622 - d_accuracy: 0.6285
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2916 - g_loss: 0.9513 - d_accuracy: 0.6137Epoch 190: D Accuracy = 0.6357
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2912 - g_loss: 0.9496 - d_accuracy: 0.6145
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2886 - g_loss: 0.9517 - d_accuracy: 0.6159Epoch 191: D Accuracy = 0.6071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2884 - g_loss: 0.9554 - d_accuracy: 0.6156
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2872 - g_loss: 0.9537 - d_accuracy: 0.6155Epoch 192: D Accuracy = 0.6071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2864 - g_loss: 0.9536 - d_accuracy: 0.6152
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2860 - g_loss: 0.9560 - d_accuracy: 0.6207Epoch 193: D Accuracy = 0.6000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2866 - g_loss: 0.9566 - d_accuracy: 0.6200
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2823 - g_loss: 0.9588 - d_accuracy: 0.6258Epoch 194: D Accuracy = 0.5929
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2832 - g_loss: 0.9589 - d_accuracy: 0.6247
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2840 - g_loss: 0.9581 - d_accuracy: 0.6237Epoch 195: D Accuracy = 0.6786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2832 - g_loss: 0.9576 - d_accuracy: 0.6256
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2846 - g_loss: 0.9577 - d_accuracy: 0.6299Epoch 196: D Accuracy = 0.5357
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2870 - g_loss: 0.9580 - d_accuracy: 0.6266
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2725 - g_loss: 0.9677 - d_accuracy: 0.6284Epoch 197: D Accuracy = 0.5643
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2718 - g_loss: 0.9733 - d_accuracy: 0.6261
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2765 - g_loss: 0.9594 - d_accuracy: 0.6266Epoch 198: D Accuracy = 0.6500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2739 - g_loss: 0.9652 - d_accuracy: 0.6275
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2826 - g_loss: 0.9601 - d_accuracy: 0.6286Epoch 199: D Accuracy = 0.6571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2820 - g_loss: 0.9624 - d_accuracy: 0.6297
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2802 - g_loss: 0.9615 - d_accuracy: 0.6215
Class 2 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.5929
27/27 [==============================] - 1s 44ms/step - d_loss: 1.2811 - g_loss: 0.9620 - d_accuracy: 0.6205
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2953 - g_loss: 0.9509 - d_accuracy: 0.6160Epoch 201: D Accuracy = 0.6286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2970 - g_loss: 0.9454 - d_accuracy: 0.6165
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2920 - g_loss: 0.9532 - d_accuracy: 0.6158Epoch 202: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2932 - g_loss: 0.9493 - d_accuracy: 0.6155
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2834 - g_loss: 0.9632 - d_accuracy: 0.6196Epoch 203: D Accuracy = 0.6286
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2807 - g_loss: 0.9642 - d_accuracy: 0.6200
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9666 - d_accuracy: 0.6249Epoch 204: D Accuracy = 0.6571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2803 - g_loss: 0.9663 - d_accuracy: 0.6260
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2717 - g_loss: 0.9647 - d_accuracy: 0.6317Epoch 205: D Accuracy = 0.5786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2725 - g_loss: 0.9635 - d_accuracy: 0.6298
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2854 - g_loss: 0.9585 - d_accuracy: 0.6218Epoch 206: D Accuracy = 0.6714
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2839 - g_loss: 0.9586 - d_accuracy: 0.6236
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2815 - g_loss: 0.9589 - d_accuracy: 0.6226Epoch 207: D Accuracy = 0.7214
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2779 - g_loss: 0.9607 - d_accuracy: 0.6262
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2761 - g_loss: 0.9652 - d_accuracy: 0.6254Epoch 208: D Accuracy = 0.5857
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2771 - g_loss: 0.9614 - d_accuracy: 0.6240
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2743 - g_loss: 0.9628 - d_accuracy: 0.6264Epoch 209: D Accuracy = 0.6714
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2731 - g_loss: 0.9649 - d_accuracy: 0.6280
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2887 - g_loss: 0.9510 - d_accuracy: 0.6140Epoch 210: D Accuracy = 0.5714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2894 - g_loss: 0.9500 - d_accuracy: 0.6125
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2757 - g_loss: 0.9665 - d_accuracy: 0.6238Epoch 211: D Accuracy = 0.6286
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2748 - g_loss: 0.9677 - d_accuracy: 0.6240
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2785 - g_loss: 0.9705 - d_accuracy: 0.6307Epoch 212: D Accuracy = 0.6214
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2792 - g_loss: 0.9781 - d_accuracy: 0.6303
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2803 - g_loss: 0.9553 - d_accuracy: 0.6228Epoch 213: D Accuracy = 0.6357
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2803 - g_loss: 0.9534 - d_accuracy: 0.6233
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2771 - g_loss: 0.9648 - d_accuracy: 0.6276Epoch 214: D Accuracy = 0.6143
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2784 - g_loss: 0.9633 - d_accuracy: 0.6272
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2682 - g_loss: 0.9660 - d_accuracy: 0.6378Epoch 215: D Accuracy = 0.6429
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2674 - g_loss: 0.9657 - d_accuracy: 0.6380
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2760 - g_loss: 0.9633 - d_accuracy: 0.6347Epoch 216: D Accuracy = 0.5714
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2798 - g_loss: 0.9615 - d_accuracy: 0.6325
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2764 - g_loss: 0.9591 - d_accuracy: 0.6360Epoch 217: D Accuracy = 0.6571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2771 - g_loss: 0.9578 - d_accuracy: 0.6368
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2757 - g_loss: 0.9598 - d_accuracy: 0.6297Epoch 218: D Accuracy = 0.5929
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2764 - g_loss: 0.9615 - d_accuracy: 0.6284
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9765 - d_accuracy: 0.6400Epoch 219: D Accuracy = 0.6357
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2636 - g_loss: 0.9749 - d_accuracy: 0.6399
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2644 - g_loss: 0.9692 - d_accuracy: 0.6407Epoch 220: D Accuracy = 0.6143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2654 - g_loss: 0.9690 - d_accuracy: 0.6397
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2729 - g_loss: 0.9746 - d_accuracy: 0.6398Epoch 221: D Accuracy = 0.7071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2710 - g_loss: 0.9727 - d_accuracy: 0.6422
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2781 - g_loss: 0.9717 - d_accuracy: 0.6241Epoch 222: D Accuracy = 0.5571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2799 - g_loss: 0.9783 - d_accuracy: 0.6217
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2681 - g_loss: 0.9706 - d_accuracy: 0.6377Epoch 223: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2670 - g_loss: 0.9651 - d_accuracy: 0.6392
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2698 - g_loss: 0.9687 - d_accuracy: 0.6314Epoch 224: D Accuracy = 0.6929
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2690 - g_loss: 0.9678 - d_accuracy: 0.6336
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2819 - g_loss: 0.9687 - d_accuracy: 0.6236Epoch 225: D Accuracy = 0.6071
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2848 - g_loss: 0.9644 - d_accuracy: 0.6230
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9646 - d_accuracy: 0.6200Epoch 226: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2796 - g_loss: 0.9696 - d_accuracy: 0.6211
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2724 - g_loss: 0.9705 - d_accuracy: 0.6375Epoch 227: D Accuracy = 0.6786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2722 - g_loss: 0.9685 - d_accuracy: 0.6390
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2580 - g_loss: 0.9824 - d_accuracy: 0.6447Epoch 228: D Accuracy = 0.6286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2576 - g_loss: 0.9794 - d_accuracy: 0.6441
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2757 - g_loss: 0.9784 - d_accuracy: 0.6309Epoch 229: D Accuracy = 0.5143
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2785 - g_loss: 0.9816 - d_accuracy: 0.6267
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2694 - g_loss: 0.9714 - d_accuracy: 0.6322Epoch 230: D Accuracy = 0.6286
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2690 - g_loss: 0.9731 - d_accuracy: 0.6321
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2737 - g_loss: 0.9688 - d_accuracy: 0.6300Epoch 231: D Accuracy = 0.6571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2720 - g_loss: 0.9684 - d_accuracy: 0.6309
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2564 - g_loss: 0.9859 - d_accuracy: 0.6445Epoch 232: D Accuracy = 0.7143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2537 - g_loss: 0.9853 - d_accuracy: 0.6470
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2657 - g_loss: 0.9751 - d_accuracy: 0.6373Epoch 233: D Accuracy = 0.5500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2681 - g_loss: 0.9702 - d_accuracy: 0.6342
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2538 - g_loss: 0.9875 - d_accuracy: 0.6399Epoch 234: D Accuracy = 0.6286
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2531 - g_loss: 0.9911 - d_accuracy: 0.6395
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9774 - d_accuracy: 0.6338Epoch 235: D Accuracy = 0.6286
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2650 - g_loss: 0.9801 - d_accuracy: 0.6336
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2651 - g_loss: 0.9813 - d_accuracy: 0.6356Epoch 236: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2664 - g_loss: 0.9812 - d_accuracy: 0.6346
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2720 - g_loss: 0.9744 - d_accuracy: 0.6302Epoch 237: D Accuracy = 0.5571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2751 - g_loss: 0.9723 - d_accuracy: 0.6275
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2726 - g_loss: 0.9656 - d_accuracy: 0.6306Epoch 238: D Accuracy = 0.6429
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2730 - g_loss: 0.9607 - d_accuracy: 0.6310
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2609 - g_loss: 0.9816 - d_accuracy: 0.6411Epoch 239: D Accuracy = 0.6214
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2613 - g_loss: 0.9801 - d_accuracy: 0.6404
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2708 - g_loss: 0.9714 - d_accuracy: 0.6295Epoch 240: D Accuracy = 0.6214
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2715 - g_loss: 0.9663 - d_accuracy: 0.6292
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2667 - g_loss: 0.9793 - d_accuracy: 0.6351Epoch 241: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2691 - g_loss: 0.9780 - d_accuracy: 0.6338
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2627 - g_loss: 0.9804 - d_accuracy: 0.6412Epoch 242: D Accuracy = 0.6357
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2611 - g_loss: 0.9880 - d_accuracy: 0.6410
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2535 - g_loss: 0.9815 - d_accuracy: 0.6471Epoch 243: D Accuracy = 0.6429
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2523 - g_loss: 0.9845 - d_accuracy: 0.6469
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2619 - g_loss: 0.9724 - d_accuracy: 0.6363Epoch 244: D Accuracy = 0.6643
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2611 - g_loss: 0.9740 - d_accuracy: 0.6373
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2647 - g_loss: 0.9821 - d_accuracy: 0.6343Epoch 245: D Accuracy = 0.6214
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2638 - g_loss: 0.9824 - d_accuracy: 0.6338
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2687 - g_loss: 0.9816 - d_accuracy: 0.6389Epoch 246: D Accuracy = 0.6143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2710 - g_loss: 0.9842 - d_accuracy: 0.6380
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2500 - g_loss: 0.9878 - d_accuracy: 0.6489Epoch 247: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2442 - g_loss: 0.9933 - d_accuracy: 0.6525
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9762 - d_accuracy: 0.6354Epoch 248: D Accuracy = 0.5857
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2633 - g_loss: 0.9728 - d_accuracy: 0.6336
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2592 - g_loss: 0.9837 - d_accuracy: 0.6399Epoch 249: D Accuracy = 0.5929
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2601 - g_loss: 0.9792 - d_accuracy: 0.6382
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2574 - g_loss: 0.9865 - d_accuracy: 0.6486Epoch 250: D Accuracy = 0.7357
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2554 - g_loss: 0.9880 - d_accuracy: 0.6517
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2536 - g_loss: 0.9889 - d_accuracy: 0.6418Epoch 251: D Accuracy = 0.6643
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2532 - g_loss: 0.9861 - d_accuracy: 0.6426
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2583 - g_loss: 0.9816 - d_accuracy: 0.6420Epoch 252: D Accuracy = 0.6929
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2562 - g_loss: 0.9786 - d_accuracy: 0.6438
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 0.9769 - d_accuracy: 0.6276Epoch 253: D Accuracy = 0.7143
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2673 - g_loss: 0.9783 - d_accuracy: 0.6307
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2581 - g_loss: 0.9862 - d_accuracy: 0.6427Epoch 254: D Accuracy = 0.6071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2586 - g_loss: 0.9875 - d_accuracy: 0.6414
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2646 - g_loss: 0.9822 - d_accuracy: 0.6314Epoch 255: D Accuracy = 0.5643
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2671 - g_loss: 0.9811 - d_accuracy: 0.6290
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2774 - g_loss: 0.9770 - d_accuracy: 0.6289Epoch 256: D Accuracy = 0.6357
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2784 - g_loss: 0.9732 - d_accuracy: 0.6291
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2574 - g_loss: 0.9893 - d_accuracy: 0.6471Epoch 257: D Accuracy = 0.6857
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2543 - g_loss: 0.9947 - d_accuracy: 0.6484
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 0.9750 - d_accuracy: 0.6336Epoch 258: D Accuracy = 0.5786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2689 - g_loss: 0.9714 - d_accuracy: 0.6316
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2567 - g_loss: 0.9868 - d_accuracy: 0.6473Epoch 259: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2561 - g_loss: 0.9883 - d_accuracy: 0.6474
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2457 - g_loss: 0.9883 - d_accuracy: 0.6526Epoch 260: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2480 - g_loss: 0.9851 - d_accuracy: 0.6507
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2539 - g_loss: 0.9951 - d_accuracy: 0.6394Epoch 261: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2539 - g_loss: 1.0001 - d_accuracy: 0.6380
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2612 - g_loss: 0.9826 - d_accuracy: 0.6356Epoch 262: D Accuracy = 0.5786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2628 - g_loss: 0.9875 - d_accuracy: 0.6335
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2509 - g_loss: 0.9900 - d_accuracy: 0.6521Epoch 263: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2506 - g_loss: 0.9900 - d_accuracy: 0.6520
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2682 - g_loss: 0.9787 - d_accuracy: 0.6340Epoch 264: D Accuracy = 0.5786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2677 - g_loss: 0.9842 - d_accuracy: 0.6320
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2483 - g_loss: 0.9978 - d_accuracy: 0.6488Epoch 265: D Accuracy = 0.6071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2494 - g_loss: 0.9976 - d_accuracy: 0.6473
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2465 - g_loss: 1.0044 - d_accuracy: 0.6462Epoch 266: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2472 - g_loss: 1.0102 - d_accuracy: 0.6446
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2554 - g_loss: 0.9923 - d_accuracy: 0.6414Epoch 267: D Accuracy = 0.6429
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2553 - g_loss: 0.9959 - d_accuracy: 0.6415
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2425 - g_loss: 0.9957 - d_accuracy: 0.6556Epoch 268: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2441 - g_loss: 0.9917 - d_accuracy: 0.6554
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2464 - g_loss: 0.9983 - d_accuracy: 0.6470Epoch 269: D Accuracy = 0.6143
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2464 - g_loss: 1.0040 - d_accuracy: 0.6459
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2465 - g_loss: 0.9998 - d_accuracy: 0.6502Epoch 270: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2488 - g_loss: 0.9950 - d_accuracy: 0.6487
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2397 - g_loss: 0.9983 - d_accuracy: 0.6539Epoch 271: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2395 - g_loss: 0.9939 - d_accuracy: 0.6548
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2591 - g_loss: 0.9970 - d_accuracy: 0.6426Epoch 272: D Accuracy = 0.5500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2638 - g_loss: 0.9979 - d_accuracy: 0.6393
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2672 - g_loss: 0.9861 - d_accuracy: 0.6371Epoch 273: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2674 - g_loss: 0.9918 - d_accuracy: 0.6360
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2508 - g_loss: 0.9996 - d_accuracy: 0.6503Epoch 274: D Accuracy = 0.6214
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2522 - g_loss: 1.0005 - d_accuracy: 0.6493
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2462 - g_loss: 1.0025 - d_accuracy: 0.6498Epoch 275: D Accuracy = 0.6929
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2452 - g_loss: 1.0018 - d_accuracy: 0.6513
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2426 - g_loss: 0.9984 - d_accuracy: 0.6519Epoch 276: D Accuracy = 0.5857
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2446 - g_loss: 0.9955 - d_accuracy: 0.6495
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2481 - g_loss: 0.9967 - d_accuracy: 0.6434Epoch 277: D Accuracy = 0.6500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2479 - g_loss: 0.9946 - d_accuracy: 0.6437
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2487 - g_loss: 0.9953 - d_accuracy: 0.6496Epoch 278: D Accuracy = 0.6571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2484 - g_loss: 0.9968 - d_accuracy: 0.6499
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2374 - g_loss: 1.0055 - d_accuracy: 0.6551Epoch 279: D Accuracy = 0.6714
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2367 - g_loss: 1.0024 - d_accuracy: 0.6557
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2470 - g_loss: 1.0033 - d_accuracy: 0.6504Epoch 280: D Accuracy = 0.6071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2470 - g_loss: 1.0069 - d_accuracy: 0.6488
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2473 - g_loss: 1.0042 - d_accuracy: 0.6480Epoch 281: D Accuracy = 0.6571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2473 - g_loss: 1.0073 - d_accuracy: 0.6484
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2472 - g_loss: 0.9916 - d_accuracy: 0.6482Epoch 282: D Accuracy = 0.7071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2442 - g_loss: 0.9928 - d_accuracy: 0.6503
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2409 - g_loss: 1.0041 - d_accuracy: 0.6558Epoch 283: D Accuracy = 0.6786
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2404 - g_loss: 1.0018 - d_accuracy: 0.6566
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2539 - g_loss: 0.9967 - d_accuracy: 0.6461Epoch 284: D Accuracy = 0.6786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2534 - g_loss: 0.9950 - d_accuracy: 0.6472
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2394 - g_loss: 1.0013 - d_accuracy: 0.6530Epoch 285: D Accuracy = 0.5714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2417 - g_loss: 1.0032 - d_accuracy: 0.6501
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2350 - g_loss: 1.0015 - d_accuracy: 0.6616Epoch 286: D Accuracy = 0.6214
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2353 - g_loss: 1.0011 - d_accuracy: 0.6602
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2347 - g_loss: 1.0106 - d_accuracy: 0.6569Epoch 287: D Accuracy = 0.6357
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2353 - g_loss: 1.0120 - d_accuracy: 0.6562
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2374 - g_loss: 1.0095 - d_accuracy: 0.6545Epoch 288: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2383 - g_loss: 1.0098 - d_accuracy: 0.6525
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2372 - g_loss: 1.0072 - d_accuracy: 0.6492Epoch 289: D Accuracy = 0.6429
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2372 - g_loss: 1.0059 - d_accuracy: 0.6490
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2384 - g_loss: 1.0098 - d_accuracy: 0.6560Epoch 290: D Accuracy = 0.7071
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2370 - g_loss: 1.0072 - d_accuracy: 0.6578
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2429 - g_loss: 1.0063 - d_accuracy: 0.6524Epoch 291: D Accuracy = 0.5286
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2459 - g_loss: 1.0075 - d_accuracy: 0.6480
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2494 - g_loss: 0.9977 - d_accuracy: 0.6453Epoch 292: D Accuracy = 0.6571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2481 - g_loss: 1.0027 - d_accuracy: 0.6457
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2401 - g_loss: 1.0111 - d_accuracy: 0.6544Epoch 293: D Accuracy = 0.6214
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2394 - g_loss: 1.0200 - d_accuracy: 0.6532
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2285 - g_loss: 1.0132 - d_accuracy: 0.6602Epoch 294: D Accuracy = 0.6857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2277 - g_loss: 1.0126 - d_accuracy: 0.6611
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2494 - g_loss: 1.0016 - d_accuracy: 0.6529Epoch 295: D Accuracy = 0.6286
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2521 - g_loss: 1.0022 - d_accuracy: 0.6520
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2405 - g_loss: 1.0123 - d_accuracy: 0.6548Epoch 296: D Accuracy = 0.6571
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2392 - g_loss: 1.0126 - d_accuracy: 0.6549
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2527 - g_loss: 1.0063 - d_accuracy: 0.6386Epoch 297: D Accuracy = 0.6214
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2544 - g_loss: 0.9996 - d_accuracy: 0.6380
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2450 - g_loss: 1.0051 - d_accuracy: 0.6534Epoch 298: D Accuracy = 0.6214
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2484 - g_loss: 0.9983 - d_accuracy: 0.6522
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2492 - g_loss: 0.9961 - d_accuracy: 0.6457Epoch 299: D Accuracy = 0.6286
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2500 - g_loss: 0.9910 - d_accuracy: 0.6451
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2441 - g_loss: 1.0122 - d_accuracy: 0.6436
Class 2 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.6357
27/27 [==============================] - 1s 40ms/step - d_loss: 1.2427 - g_loss: 1.0193 - d_accuracy: 0.6433
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2419 - g_loss: 1.0060 - d_accuracy: 0.6533Epoch 301: D Accuracy = 0.6714
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2410 - g_loss: 1.0045 - d_accuracy: 0.6540
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2470 - g_loss: 0.9998 - d_accuracy: 0.6475Epoch 302: D Accuracy = 0.6786
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2447 - g_loss: 0.9977 - d_accuracy: 0.6486
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2304 - g_loss: 1.0201 - d_accuracy: 0.6644Epoch 303: D Accuracy = 0.6429
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2300 - g_loss: 1.0172 - d_accuracy: 0.6637
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2244 - g_loss: 1.0283 - d_accuracy: 0.6649Epoch 304: D Accuracy = 0.6857
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2231 - g_loss: 1.0294 - d_accuracy: 0.6656
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2457 - g_loss: 1.0020 - d_accuracy: 0.6509Epoch 305: D Accuracy = 0.6214
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2465 - g_loss: 1.0051 - d_accuracy: 0.6499
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2355 - g_loss: 1.0059 - d_accuracy: 0.6641Epoch 306: D Accuracy = 0.6857
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2344 - g_loss: 1.0046 - d_accuracy: 0.6649
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2411 - g_loss: 1.0023 - d_accuracy: 0.6558Epoch 307: D Accuracy = 0.6357
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2407 - g_loss: 0.9999 - d_accuracy: 0.6551
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2370 - g_loss: 1.0154 - d_accuracy: 0.6538Epoch 308: D Accuracy = 0.6571
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2375 - g_loss: 1.0140 - d_accuracy: 0.6539
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2348 - g_loss: 1.0136 - d_accuracy: 0.6537Epoch 309: D Accuracy = 0.5571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2384 - g_loss: 1.0132 - d_accuracy: 0.6503
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2393 - g_loss: 1.0098 - d_accuracy: 0.6580Epoch 310: D Accuracy = 0.6643
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2395 - g_loss: 1.0068 - d_accuracy: 0.6582
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2244 - g_loss: 1.0237 - d_accuracy: 0.6677Epoch 311: D Accuracy = 0.5643
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2264 - g_loss: 1.0248 - d_accuracy: 0.6641
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2400 - g_loss: 1.0083 - d_accuracy: 0.6585Epoch 312: D Accuracy = 0.7214
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2371 - g_loss: 1.0097 - d_accuracy: 0.6608
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2226 - g_loss: 1.0246 - d_accuracy: 0.6665Epoch 313: D Accuracy = 0.7071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2202 - g_loss: 1.0253 - d_accuracy: 0.6680
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2261 - g_loss: 1.0210 - d_accuracy: 0.6684Epoch 314: D Accuracy = 0.6357
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2278 - g_loss: 1.0164 - d_accuracy: 0.6672
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2277 - g_loss: 1.0270 - d_accuracy: 0.6658Epoch 315: D Accuracy = 0.6643
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2252 - g_loss: 1.0286 - d_accuracy: 0.6658
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2422 - g_loss: 1.0076 - d_accuracy: 0.6525Epoch 316: D Accuracy = 0.6357
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2421 - g_loss: 1.0080 - d_accuracy: 0.6519
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2290 - g_loss: 1.0226 - d_accuracy: 0.6589Epoch 317: D Accuracy = 0.7429
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2255 - g_loss: 1.0259 - d_accuracy: 0.6619
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 1.0217 - d_accuracy: 0.6680Epoch 318: D Accuracy = 0.5857
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2328 - g_loss: 1.0244 - d_accuracy: 0.6650
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2314 - g_loss: 1.0183 - d_accuracy: 0.6572Epoch 319: D Accuracy = 0.6786
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2316 - g_loss: 1.0157 - d_accuracy: 0.6580
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2286 - g_loss: 1.0163 - d_accuracy: 0.6654Epoch 320: D Accuracy = 0.6429
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2299 - g_loss: 1.0105 - d_accuracy: 0.6646
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2272 - g_loss: 1.0286 - d_accuracy: 0.6574Epoch 321: D Accuracy = 0.6357
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2259 - g_loss: 1.0338 - d_accuracy: 0.6566
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2350 - g_loss: 1.0152 - d_accuracy: 0.6592Epoch 322: D Accuracy = 0.6214
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2373 - g_loss: 1.0117 - d_accuracy: 0.6578
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2375 - g_loss: 1.0142 - d_accuracy: 0.6629Epoch 323: D Accuracy = 0.7000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2372 - g_loss: 1.0131 - d_accuracy: 0.6643
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2259 - g_loss: 1.0224 - d_accuracy: 0.6736Epoch 324: D Accuracy = 0.5857
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2294 - g_loss: 1.0172 - d_accuracy: 0.6705
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2339 - g_loss: 1.0224 - d_accuracy: 0.6550Epoch 325: D Accuracy = 0.6571
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2329 - g_loss: 1.0242 - d_accuracy: 0.6551
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2247 - g_loss: 1.0302 - d_accuracy: 0.6589Epoch 326: D Accuracy = 0.6000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2259 - g_loss: 1.0340 - d_accuracy: 0.6568
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2260 - g_loss: 1.0297 - d_accuracy: 0.6648Epoch 327: D Accuracy = 0.6143
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2271 - g_loss: 1.0343 - d_accuracy: 0.6630
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2285 - g_loss: 1.0178 - d_accuracy: 0.6623Epoch 328: D Accuracy = 0.6429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2306 - g_loss: 1.0129 - d_accuracy: 0.6616
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2299 - g_loss: 1.0238 - d_accuracy: 0.6613Epoch 329: D Accuracy = 0.6786
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2296 - g_loss: 1.0217 - d_accuracy: 0.6619
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2348 - g_loss: 1.0133 - d_accuracy: 0.6531Epoch 330: D Accuracy = 0.6571
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2355 - g_loss: 1.0098 - d_accuracy: 0.6532
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2308 - g_loss: 1.0172 - d_accuracy: 0.6614Epoch 331: D Accuracy = 0.6143
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2318 - g_loss: 1.0154 - d_accuracy: 0.6597
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2283 - g_loss: 1.0269 - d_accuracy: 0.6691Epoch 332: D Accuracy = 0.6214
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2287 - g_loss: 1.0335 - d_accuracy: 0.6674
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2311 - g_loss: 1.0204 - d_accuracy: 0.6574Epoch 333: D Accuracy = 0.6143
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2312 - g_loss: 1.0230 - d_accuracy: 0.6559
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2155 - g_loss: 1.0290 - d_accuracy: 0.6722Epoch 334: D Accuracy = 0.6071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2164 - g_loss: 1.0306 - d_accuracy: 0.6699
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2191 - g_loss: 1.0299 - d_accuracy: 0.6732Epoch 335: D Accuracy = 0.6500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2178 - g_loss: 1.0357 - d_accuracy: 0.6724
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2011 - g_loss: 1.0422 - d_accuracy: 0.6769Epoch 336: D Accuracy = 0.7143
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2019 - g_loss: 1.0357 - d_accuracy: 0.6783
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2098 - g_loss: 1.0432 - d_accuracy: 0.6748Epoch 337: D Accuracy = 0.7429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2069 - g_loss: 1.0404 - d_accuracy: 0.6772
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2349 - g_loss: 1.0323 - d_accuracy: 0.6575Epoch 338: D Accuracy = 0.6857
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2350 - g_loss: 1.0313 - d_accuracy: 0.6585
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2356 - g_loss: 1.0183 - d_accuracy: 0.6579Epoch 339: D Accuracy = 0.6357
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2383 - g_loss: 1.0161 - d_accuracy: 0.6572
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2165 - g_loss: 1.0404 - d_accuracy: 0.6708Epoch 340: D Accuracy = 0.6714
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2157 - g_loss: 1.0447 - d_accuracy: 0.6709
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2115 - g_loss: 1.0370 - d_accuracy: 0.6766Epoch 341: D Accuracy = 0.7571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2079 - g_loss: 1.0406 - d_accuracy: 0.6795
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2217 - g_loss: 1.0348 - d_accuracy: 0.6687Epoch 342: D Accuracy = 0.6714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2215 - g_loss: 1.0374 - d_accuracy: 0.6688
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2255 - g_loss: 1.0244 - d_accuracy: 0.6703Epoch 343: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2243 - g_loss: 1.0207 - d_accuracy: 0.6731
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2142 - g_loss: 1.0425 - d_accuracy: 0.6747Epoch 344: D Accuracy = 0.6929
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2147 - g_loss: 1.0377 - d_accuracy: 0.6753
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2196 - g_loss: 1.0426 - d_accuracy: 0.6660Epoch 345: D Accuracy = 0.7429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2171 - g_loss: 1.0452 - d_accuracy: 0.6687
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2141 - g_loss: 1.0348 - d_accuracy: 0.6716Epoch 346: D Accuracy = 0.6286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2151 - g_loss: 1.0372 - d_accuracy: 0.6700
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2214 - g_loss: 1.0318 - d_accuracy: 0.6686Epoch 347: D Accuracy = 0.6857
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2192 - g_loss: 1.0359 - d_accuracy: 0.6692
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2092 - g_loss: 1.0422 - d_accuracy: 0.6780Epoch 348: D Accuracy = 0.6643
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2102 - g_loss: 1.0418 - d_accuracy: 0.6775
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2090 - g_loss: 1.0424 - d_accuracy: 0.6847Epoch 349: D Accuracy = 0.8000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2053 - g_loss: 1.0422 - d_accuracy: 0.6888
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2172 - g_loss: 1.0332 - d_accuracy: 0.6679Epoch 350: D Accuracy = 0.7214
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2173 - g_loss: 1.0271 - d_accuracy: 0.6698
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2268 - g_loss: 1.0315 - d_accuracy: 0.6656Epoch 351: D Accuracy = 0.6500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2296 - g_loss: 1.0249 - d_accuracy: 0.6650
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2240 - g_loss: 1.0452 - d_accuracy: 0.6656Epoch 352: D Accuracy = 0.7286
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2218 - g_loss: 1.0488 - d_accuracy: 0.6678
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2273 - g_loss: 1.0345 - d_accuracy: 0.6613Epoch 353: D Accuracy = 0.6786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2270 - g_loss: 1.0335 - d_accuracy: 0.6619
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2097 - g_loss: 1.0425 - d_accuracy: 0.6794Epoch 354: D Accuracy = 0.7500
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2070 - g_loss: 1.0435 - d_accuracy: 0.6819
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2163 - g_loss: 1.0332 - d_accuracy: 0.6666Epoch 355: D Accuracy = 0.6857
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2155 - g_loss: 1.0311 - d_accuracy: 0.6673
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2111 - g_loss: 1.0466 - d_accuracy: 0.6777Epoch 356: D Accuracy = 0.7286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2087 - g_loss: 1.0489 - d_accuracy: 0.6796
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2101 - g_loss: 1.0388 - d_accuracy: 0.6714Epoch 357: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2102 - g_loss: 1.0338 - d_accuracy: 0.6717
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2170 - g_loss: 1.0437 - d_accuracy: 0.6675Epoch 358: D Accuracy = 0.7071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2158 - g_loss: 1.0407 - d_accuracy: 0.6690
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2066 - g_loss: 1.0488 - d_accuracy: 0.6839Epoch 359: D Accuracy = 0.6143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2088 - g_loss: 1.0504 - d_accuracy: 0.6814
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2218 - g_loss: 1.0315 - d_accuracy: 0.6676Epoch 360: D Accuracy = 0.7357
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2194 - g_loss: 1.0332 - d_accuracy: 0.6700
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2132 - g_loss: 1.0449 - d_accuracy: 0.6735Epoch 361: D Accuracy = 0.6500
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2151 - g_loss: 1.0438 - d_accuracy: 0.6727
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2138 - g_loss: 1.0400 - d_accuracy: 0.6744Epoch 362: D Accuracy = 0.6500
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2145 - g_loss: 1.0398 - d_accuracy: 0.6735
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2182 - g_loss: 1.0384 - d_accuracy: 0.6670Epoch 363: D Accuracy = 0.6643
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2192 - g_loss: 1.0355 - d_accuracy: 0.6669
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2153 - g_loss: 1.0468 - d_accuracy: 0.6705Epoch 364: D Accuracy = 0.6357
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2153 - g_loss: 1.0469 - d_accuracy: 0.6693
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2108 - g_loss: 1.0432 - d_accuracy: 0.6735Epoch 365: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2091 - g_loss: 1.0419 - d_accuracy: 0.6744
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2036 - g_loss: 1.0574 - d_accuracy: 0.6772Epoch 366: D Accuracy = 0.7643
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1998 - g_loss: 1.0607 - d_accuracy: 0.6803
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2171 - g_loss: 1.0375 - d_accuracy: 0.6700Epoch 367: D Accuracy = 0.7429
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2157 - g_loss: 1.0339 - d_accuracy: 0.6726
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2108 - g_loss: 1.0525 - d_accuracy: 0.6771Epoch 368: D Accuracy = 0.6714
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2133 - g_loss: 1.0499 - d_accuracy: 0.6769
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2171 - g_loss: 1.0402 - d_accuracy: 0.6695Epoch 369: D Accuracy = 0.7786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2129 - g_loss: 1.0390 - d_accuracy: 0.6734
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2061 - g_loss: 1.0464 - d_accuracy: 0.6781Epoch 370: D Accuracy = 0.7071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2048 - g_loss: 1.0499 - d_accuracy: 0.6791
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2098 - g_loss: 1.0568 - d_accuracy: 0.6694Epoch 371: D Accuracy = 0.7143
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2077 - g_loss: 1.0576 - d_accuracy: 0.6710
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2107 - g_loss: 1.0496 - d_accuracy: 0.6706Epoch 372: D Accuracy = 0.6143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2127 - g_loss: 1.0484 - d_accuracy: 0.6686
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2161 - g_loss: 1.0463 - d_accuracy: 0.6693Epoch 373: D Accuracy = 0.6214
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2178 - g_loss: 1.0480 - d_accuracy: 0.6676
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2074 - g_loss: 1.0534 - d_accuracy: 0.6757Epoch 374: D Accuracy = 0.6786
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2074 - g_loss: 1.0545 - d_accuracy: 0.6758
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2103 - g_loss: 1.0502 - d_accuracy: 0.6738Epoch 375: D Accuracy = 0.6143
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2111 - g_loss: 1.0583 - d_accuracy: 0.6717
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2188 - g_loss: 1.0433 - d_accuracy: 0.6664Epoch 376: D Accuracy = 0.6286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2192 - g_loss: 1.0476 - d_accuracy: 0.6650
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2065 - g_loss: 1.0434 - d_accuracy: 0.6743Epoch 377: D Accuracy = 0.6214
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2085 - g_loss: 1.0440 - d_accuracy: 0.6725
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2035 - g_loss: 1.0594 - d_accuracy: 0.6790Epoch 378: D Accuracy = 0.6500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2032 - g_loss: 1.0680 - d_accuracy: 0.6780
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2099 - g_loss: 1.0482 - d_accuracy: 0.6809Epoch 379: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2083 - g_loss: 1.0528 - d_accuracy: 0.6816
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2048 - g_loss: 1.0537 - d_accuracy: 0.6755Epoch 380: D Accuracy = 0.6214
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2091 - g_loss: 1.0509 - d_accuracy: 0.6736
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2073 - g_loss: 1.0513 - d_accuracy: 0.6765Epoch 381: D Accuracy = 0.6357
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2106 - g_loss: 1.0469 - d_accuracy: 0.6750
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2086 - g_loss: 1.0511 - d_accuracy: 0.6794Epoch 382: D Accuracy = 0.6714
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2079 - g_loss: 1.0580 - d_accuracy: 0.6791
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1998 - g_loss: 1.0591 - d_accuracy: 0.6831Epoch 383: D Accuracy = 0.6786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1991 - g_loss: 1.0650 - d_accuracy: 0.6830
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2041 - g_loss: 1.0518 - d_accuracy: 0.6743Epoch 384: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2032 - g_loss: 1.0513 - d_accuracy: 0.6744
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2109 - g_loss: 1.0495 - d_accuracy: 0.6720Epoch 385: D Accuracy = 0.6714
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2128 - g_loss: 1.0466 - d_accuracy: 0.6720
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1953 - g_loss: 1.0642 - d_accuracy: 0.6852Epoch 386: D Accuracy = 0.5857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1989 - g_loss: 1.0612 - d_accuracy: 0.6816
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1976 - g_loss: 1.0679 - d_accuracy: 0.6824Epoch 387: D Accuracy = 0.6286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2002 - g_loss: 1.0689 - d_accuracy: 0.6805
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1877 - g_loss: 1.0639 - d_accuracy: 0.6887Epoch 388: D Accuracy = 0.6929
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1868 - g_loss: 1.0634 - d_accuracy: 0.6889
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2016 - g_loss: 1.0614 - d_accuracy: 0.6760Epoch 389: D Accuracy = 0.5929
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2051 - g_loss: 1.0586 - d_accuracy: 0.6731
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2069 - g_loss: 1.0641 - d_accuracy: 0.6712Epoch 390: D Accuracy = 0.6429
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2077 - g_loss: 1.0630 - d_accuracy: 0.6702
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2070 - g_loss: 1.0520 - d_accuracy: 0.6762Epoch 391: D Accuracy = 0.7429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2044 - g_loss: 1.0504 - d_accuracy: 0.6786
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2119 - g_loss: 1.0501 - d_accuracy: 0.6721Epoch 392: D Accuracy = 0.6857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2110 - g_loss: 1.0541 - d_accuracy: 0.6726
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2069 - g_loss: 1.0550 - d_accuracy: 0.6720Epoch 393: D Accuracy = 0.6643
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2063 - g_loss: 1.0628 - d_accuracy: 0.6718
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2060 - g_loss: 1.0571 - d_accuracy: 0.6766Epoch 394: D Accuracy = 0.6929
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2065 - g_loss: 1.0603 - d_accuracy: 0.6771
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1974 - g_loss: 1.0674 - d_accuracy: 0.6812Epoch 395: D Accuracy = 0.5571
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2026 - g_loss: 1.0709 - d_accuracy: 0.6768
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1984 - g_loss: 1.0556 - d_accuracy: 0.6825Epoch 396: D Accuracy = 0.7286
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1964 - g_loss: 1.0584 - d_accuracy: 0.6842
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2018 - g_loss: 1.0570 - d_accuracy: 0.6712Epoch 397: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1999 - g_loss: 1.0618 - d_accuracy: 0.6722
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1923 - g_loss: 1.0679 - d_accuracy: 0.6881Epoch 398: D Accuracy = 0.7357
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1912 - g_loss: 1.0691 - d_accuracy: 0.6898
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2049 - g_loss: 1.0574 - d_accuracy: 0.6792Epoch 399: D Accuracy = 0.5857
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2086 - g_loss: 1.0584 - d_accuracy: 0.6759
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2088 - g_loss: 1.0516 - d_accuracy: 0.6744
Class 2 — Epoch 400 preview:
No description has been provided for this image
Epoch 400: D Accuracy = 0.6357
27/27 [==============================] - 1s 41ms/step - d_loss: 1.2109 - g_loss: 1.0468 - d_accuracy: 0.6731
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2107 - g_loss: 1.0630 - d_accuracy: 0.6666Epoch 401: D Accuracy = 0.6786
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2106 - g_loss: 1.0575 - d_accuracy: 0.6671
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1992 - g_loss: 1.0705 - d_accuracy: 0.6802Epoch 402: D Accuracy = 0.6000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2017 - g_loss: 1.0736 - d_accuracy: 0.6773
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2013 - g_loss: 1.0553 - d_accuracy: 0.6746Epoch 403: D Accuracy = 0.7286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2000 - g_loss: 1.0547 - d_accuracy: 0.6765
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1922 - g_loss: 1.0762 - d_accuracy: 0.6825Epoch 404: D Accuracy = 0.6571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1920 - g_loss: 1.0832 - d_accuracy: 0.6816
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1903 - g_loss: 1.0653 - d_accuracy: 0.6856Epoch 405: D Accuracy = 0.6714
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1916 - g_loss: 1.0641 - d_accuracy: 0.6851
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1914 - g_loss: 1.0750 - d_accuracy: 0.6849Epoch 406: D Accuracy = 0.7071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1904 - g_loss: 1.0750 - d_accuracy: 0.6857
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1937 - g_loss: 1.0748 - d_accuracy: 0.6810Epoch 407: D Accuracy = 0.6571
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1944 - g_loss: 1.0821 - d_accuracy: 0.6802
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1986 - g_loss: 1.0510 - d_accuracy: 0.6843Epoch 408: D Accuracy = 0.7071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1988 - g_loss: 1.0451 - d_accuracy: 0.6851
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1976 - g_loss: 1.0722 - d_accuracy: 0.6828Epoch 409: D Accuracy = 0.5929
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2017 - g_loss: 1.0713 - d_accuracy: 0.6796
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1853 - g_loss: 1.0770 - d_accuracy: 0.6897Epoch 410: D Accuracy = 0.7071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1838 - g_loss: 1.0801 - d_accuracy: 0.6903
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1887 - g_loss: 1.0694 - d_accuracy: 0.6870Epoch 411: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1932 - g_loss: 1.0626 - d_accuracy: 0.6841
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1970 - g_loss: 1.0717 - d_accuracy: 0.6821Epoch 412: D Accuracy = 0.7357
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1967 - g_loss: 1.0707 - d_accuracy: 0.6840
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1856 - g_loss: 1.0804 - d_accuracy: 0.6859Epoch 413: D Accuracy = 0.6571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1877 - g_loss: 1.0798 - d_accuracy: 0.6849
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1986 - g_loss: 1.0755 - d_accuracy: 0.6835Epoch 414: D Accuracy = 0.7071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1979 - g_loss: 1.0762 - d_accuracy: 0.6843
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1801 - g_loss: 1.0847 - d_accuracy: 0.6866Epoch 415: D Accuracy = 0.6714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1813 - g_loss: 1.0811 - d_accuracy: 0.6861
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1861 - g_loss: 1.0766 - d_accuracy: 0.6902Epoch 416: D Accuracy = 0.6286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1883 - g_loss: 1.0738 - d_accuracy: 0.6880
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1831 - g_loss: 1.0834 - d_accuracy: 0.6938Epoch 417: D Accuracy = 0.7143
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1809 - g_loss: 1.0829 - d_accuracy: 0.6946
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1762 - g_loss: 1.0904 - d_accuracy: 0.6953Epoch 418: D Accuracy = 0.6143
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1809 - g_loss: 1.0905 - d_accuracy: 0.6925
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1949 - g_loss: 1.0671 - d_accuracy: 0.6808Epoch 419: D Accuracy = 0.6286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1973 - g_loss: 1.0630 - d_accuracy: 0.6790
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1887 - g_loss: 1.0873 - d_accuracy: 0.6849Epoch 420: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1863 - g_loss: 1.0911 - d_accuracy: 0.6855
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2066 - g_loss: 1.0562 - d_accuracy: 0.6764Epoch 421: D Accuracy = 0.6500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2071 - g_loss: 1.0545 - d_accuracy: 0.6755
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1952 - g_loss: 1.0787 - d_accuracy: 0.6780Epoch 422: D Accuracy = 0.6071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1990 - g_loss: 1.0753 - d_accuracy: 0.6755
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1873 - g_loss: 1.0834 - d_accuracy: 0.6884Epoch 423: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1870 - g_loss: 1.0843 - d_accuracy: 0.6906
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1975 - g_loss: 1.0710 - d_accuracy: 0.6772Epoch 424: D Accuracy = 0.6786
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1979 - g_loss: 1.0684 - d_accuracy: 0.6772
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1793 - g_loss: 1.0831 - d_accuracy: 0.6900Epoch 425: D Accuracy = 0.6929
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1774 - g_loss: 1.0835 - d_accuracy: 0.6901
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1995 - g_loss: 1.0724 - d_accuracy: 0.6796Epoch 426: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2055 - g_loss: 1.0660 - d_accuracy: 0.6770
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1886 - g_loss: 1.0711 - d_accuracy: 0.6831Epoch 427: D Accuracy = 0.6429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1893 - g_loss: 1.0724 - d_accuracy: 0.6817
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1874 - g_loss: 1.0859 - d_accuracy: 0.6887Epoch 428: D Accuracy = 0.6500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1870 - g_loss: 1.0912 - d_accuracy: 0.6873
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1971 - g_loss: 1.0802 - d_accuracy: 0.6798Epoch 429: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2016 - g_loss: 1.0791 - d_accuracy: 0.6769
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1747 - g_loss: 1.0835 - d_accuracy: 0.6943Epoch 430: D Accuracy = 0.7429
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1713 - g_loss: 1.0861 - d_accuracy: 0.6961
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1842 - g_loss: 1.0813 - d_accuracy: 0.6895Epoch 431: D Accuracy = 0.6714
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1855 - g_loss: 1.0822 - d_accuracy: 0.6889
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1823 - g_loss: 1.0758 - d_accuracy: 0.6926Epoch 432: D Accuracy = 0.7286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1828 - g_loss: 1.0711 - d_accuracy: 0.6939
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1750 - g_loss: 1.0889 - d_accuracy: 0.6904Epoch 433: D Accuracy = 0.7143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1753 - g_loss: 1.0867 - d_accuracy: 0.6912
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1897 - g_loss: 1.0908 - d_accuracy: 0.6847Epoch 434: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1920 - g_loss: 1.0941 - d_accuracy: 0.6817
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1809 - g_loss: 1.0800 - d_accuracy: 0.6925Epoch 435: D Accuracy = 0.7214
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1793 - g_loss: 1.0804 - d_accuracy: 0.6936
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1891 - g_loss: 1.0877 - d_accuracy: 0.6901Epoch 436: D Accuracy = 0.7214
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1892 - g_loss: 1.0799 - d_accuracy: 0.6912
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1760 - g_loss: 1.0940 - d_accuracy: 0.6943Epoch 437: D Accuracy = 0.6786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1753 - g_loss: 1.1005 - d_accuracy: 0.6937
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1789 - g_loss: 1.0905 - d_accuracy: 0.6867Epoch 438: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1776 - g_loss: 1.1020 - d_accuracy: 0.6854
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1822 - g_loss: 1.0811 - d_accuracy: 0.6954Epoch 439: D Accuracy = 0.6786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1811 - g_loss: 1.0850 - d_accuracy: 0.6948
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1862 - g_loss: 1.0844 - d_accuracy: 0.6904Epoch 440: D Accuracy = 0.7071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1873 - g_loss: 1.0811 - d_accuracy: 0.6910
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1927 - g_loss: 1.0864 - d_accuracy: 0.6835Epoch 441: D Accuracy = 0.6571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1945 - g_loss: 1.0848 - d_accuracy: 0.6825
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1782 - g_loss: 1.0855 - d_accuracy: 0.6934Epoch 442: D Accuracy = 0.7286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1777 - g_loss: 1.0826 - d_accuracy: 0.6946
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1682 - g_loss: 1.0965 - d_accuracy: 0.7056Epoch 443: D Accuracy = 0.7786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1679 - g_loss: 1.0898 - d_accuracy: 0.7082
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1817 - g_loss: 1.0919 - d_accuracy: 0.6900Epoch 444: D Accuracy = 0.5643
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1866 - g_loss: 1.0902 - d_accuracy: 0.6855
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1821 - g_loss: 1.0866 - d_accuracy: 0.6885Epoch 445: D Accuracy = 0.7000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1820 - g_loss: 1.0856 - d_accuracy: 0.6890
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1806 - g_loss: 1.1005 - d_accuracy: 0.6875Epoch 446: D Accuracy = 0.7071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1803 - g_loss: 1.0989 - d_accuracy: 0.6882
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1872 - g_loss: 1.0817 - d_accuracy: 0.6884Epoch 447: D Accuracy = 0.7357
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1877 - g_loss: 1.0768 - d_accuracy: 0.6901
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1856 - g_loss: 1.0849 - d_accuracy: 0.6914Epoch 448: D Accuracy = 0.7214
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1846 - g_loss: 1.0849 - d_accuracy: 0.6924
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1907 - g_loss: 1.0811 - d_accuracy: 0.6882Epoch 449: D Accuracy = 0.7143
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1914 - g_loss: 1.0763 - d_accuracy: 0.6891
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1789 - g_loss: 1.0923 - d_accuracy: 0.6897Epoch 450: D Accuracy = 0.6929
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1786 - g_loss: 1.0886 - d_accuracy: 0.6898
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1796 - g_loss: 1.0934 - d_accuracy: 0.6900Epoch 451: D Accuracy = 0.7071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1782 - g_loss: 1.0929 - d_accuracy: 0.6906
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1691 - g_loss: 1.1018 - d_accuracy: 0.7099Epoch 452: D Accuracy = 0.7571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1683 - g_loss: 1.1013 - d_accuracy: 0.7116
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1630 - g_loss: 1.1078 - d_accuracy: 0.7016Epoch 453: D Accuracy = 0.7214
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1623 - g_loss: 1.1079 - d_accuracy: 0.7023
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1769 - g_loss: 1.1136 - d_accuracy: 0.6943Epoch 454: D Accuracy = 0.7143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1764 - g_loss: 1.1195 - d_accuracy: 0.6950
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1843 - g_loss: 1.0894 - d_accuracy: 0.6845Epoch 455: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1809 - g_loss: 1.0961 - d_accuracy: 0.6868
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1737 - g_loss: 1.0872 - d_accuracy: 0.6959Epoch 456: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1714 - g_loss: 1.0864 - d_accuracy: 0.6978
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1584 - g_loss: 1.1113 - d_accuracy: 0.7097Epoch 457: D Accuracy = 0.7286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1592 - g_loss: 1.1082 - d_accuracy: 0.7104
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1792 - g_loss: 1.0884 - d_accuracy: 0.6985Epoch 458: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1796 - g_loss: 1.0834 - d_accuracy: 0.7003
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1672 - g_loss: 1.1146 - d_accuracy: 0.7007Epoch 459: D Accuracy = 0.7714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1644 - g_loss: 1.1149 - d_accuracy: 0.7033
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1760 - g_loss: 1.0951 - d_accuracy: 0.6993Epoch 460: D Accuracy = 0.7214
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1761 - g_loss: 1.0910 - d_accuracy: 0.7001
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1745 - g_loss: 1.1029 - d_accuracy: 0.6958Epoch 461: D Accuracy = 0.6643
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1770 - g_loss: 1.0974 - d_accuracy: 0.6946
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1708 - g_loss: 1.1024 - d_accuracy: 0.7001Epoch 462: D Accuracy = 0.6571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1731 - g_loss: 1.1022 - d_accuracy: 0.6986
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1818 - g_loss: 1.1029 - d_accuracy: 0.6937Epoch 463: D Accuracy = 0.6857
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1825 - g_loss: 1.1088 - d_accuracy: 0.6934
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1717 - g_loss: 1.1042 - d_accuracy: 0.6917Epoch 464: D Accuracy = 0.7143
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1676 - g_loss: 1.1141 - d_accuracy: 0.6925
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1694 - g_loss: 1.0993 - d_accuracy: 0.6958Epoch 465: D Accuracy = 0.6786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1697 - g_loss: 1.0970 - d_accuracy: 0.6952
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1740 - g_loss: 1.1015 - d_accuracy: 0.6935Epoch 466: D Accuracy = 0.7714
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1706 - g_loss: 1.1022 - d_accuracy: 0.6963
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1721 - g_loss: 1.1010 - d_accuracy: 0.6932Epoch 467: D Accuracy = 0.6357
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1753 - g_loss: 1.0964 - d_accuracy: 0.6912
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1689 - g_loss: 1.1059 - d_accuracy: 0.7052Epoch 468: D Accuracy = 0.6143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1710 - g_loss: 1.1090 - d_accuracy: 0.7019
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1725 - g_loss: 1.1038 - d_accuracy: 0.6958Epoch 469: D Accuracy = 0.7357
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1720 - g_loss: 1.1004 - d_accuracy: 0.6972
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1715 - g_loss: 1.1150 - d_accuracy: 0.6973Epoch 470: D Accuracy = 0.7571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1679 - g_loss: 1.1178 - d_accuracy: 0.6994
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1635 - g_loss: 1.1080 - d_accuracy: 0.7056Epoch 471: D Accuracy = 0.6643
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1649 - g_loss: 1.1058 - d_accuracy: 0.7041
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1497 - g_loss: 1.1201 - d_accuracy: 0.7094Epoch 472: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1507 - g_loss: 1.1252 - d_accuracy: 0.7073
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1631 - g_loss: 1.1079 - d_accuracy: 0.7055Epoch 473: D Accuracy = 0.6571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1644 - g_loss: 1.1058 - d_accuracy: 0.7037
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1788 - g_loss: 1.1061 - d_accuracy: 0.6881Epoch 474: D Accuracy = 0.6929
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1777 - g_loss: 1.1119 - d_accuracy: 0.6883
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1709 - g_loss: 1.1054 - d_accuracy: 0.6942Epoch 475: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1691 - g_loss: 1.1038 - d_accuracy: 0.6961
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1591 - g_loss: 1.1108 - d_accuracy: 0.7129Epoch 476: D Accuracy = 0.7786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1577 - g_loss: 1.1092 - d_accuracy: 0.7152
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1673 - g_loss: 1.1100 - d_accuracy: 0.6976Epoch 477: D Accuracy = 0.6643
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1690 - g_loss: 1.1102 - d_accuracy: 0.6964
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1764 - g_loss: 1.0927 - d_accuracy: 0.6912Epoch 478: D Accuracy = 0.7571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1739 - g_loss: 1.0893 - d_accuracy: 0.6936
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1735 - g_loss: 1.1133 - d_accuracy: 0.6927Epoch 479: D Accuracy = 0.7429
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1719 - g_loss: 1.1102 - d_accuracy: 0.6945
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1734 - g_loss: 1.1139 - d_accuracy: 0.6855Epoch 480: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1705 - g_loss: 1.1200 - d_accuracy: 0.6878
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1663 - g_loss: 1.1091 - d_accuracy: 0.7049Epoch 481: D Accuracy = 0.7000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1662 - g_loss: 1.1116 - d_accuracy: 0.7047
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1703 - g_loss: 1.1017 - d_accuracy: 0.6994Epoch 482: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1726 - g_loss: 1.0956 - d_accuracy: 0.6977
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1665 - g_loss: 1.1149 - d_accuracy: 0.7032Epoch 483: D Accuracy = 0.6571
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1679 - g_loss: 1.1119 - d_accuracy: 0.7015
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1707 - g_loss: 1.1148 - d_accuracy: 0.6968Epoch 484: D Accuracy = 0.6929
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1705 - g_loss: 1.1126 - d_accuracy: 0.6967
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1795 - g_loss: 1.0978 - d_accuracy: 0.6911Epoch 485: D Accuracy = 0.6571
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1809 - g_loss: 1.0931 - d_accuracy: 0.6899
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1663 - g_loss: 1.1045 - d_accuracy: 0.6981Epoch 486: D Accuracy = 0.7357
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1641 - g_loss: 1.1071 - d_accuracy: 0.6995
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1756 - g_loss: 1.1105 - d_accuracy: 0.6960Epoch 487: D Accuracy = 0.7214
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1755 - g_loss: 1.1088 - d_accuracy: 0.6969
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1640 - g_loss: 1.1015 - d_accuracy: 0.7075Epoch 488: D Accuracy = 0.7286
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1633 - g_loss: 1.1021 - d_accuracy: 0.7083
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1674 - g_loss: 1.1170 - d_accuracy: 0.7013Epoch 489: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1655 - g_loss: 1.1195 - d_accuracy: 0.7012
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1613 - g_loss: 1.1336 - d_accuracy: 0.7041Epoch 490: D Accuracy = 0.7286
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1593 - g_loss: 1.1396 - d_accuracy: 0.7049
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1556 - g_loss: 1.1220 - d_accuracy: 0.7075Epoch 491: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1549 - g_loss: 1.1232 - d_accuracy: 0.7072
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1568 - g_loss: 1.1331 - d_accuracy: 0.6991Epoch 492: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1574 - g_loss: 1.1400 - d_accuracy: 0.6974
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1605 - g_loss: 1.1095 - d_accuracy: 0.7038Epoch 493: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1619 - g_loss: 1.1080 - d_accuracy: 0.7018
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1644 - g_loss: 1.1148 - d_accuracy: 0.7022Epoch 494: D Accuracy = 0.6786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1659 - g_loss: 1.1122 - d_accuracy: 0.7014
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1381 - g_loss: 1.1302 - d_accuracy: 0.7238Epoch 495: D Accuracy = 0.7929
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1360 - g_loss: 1.1302 - d_accuracy: 0.7263
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1600 - g_loss: 1.1244 - d_accuracy: 0.7038Epoch 496: D Accuracy = 0.7571
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1583 - g_loss: 1.1216 - d_accuracy: 0.7057
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1679 - g_loss: 1.1160 - d_accuracy: 0.6993Epoch 497: D Accuracy = 0.7214
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1674 - g_loss: 1.1136 - d_accuracy: 0.7001
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1655 - g_loss: 1.1167 - d_accuracy: 0.7032Epoch 498: D Accuracy = 0.8000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1620 - g_loss: 1.1196 - d_accuracy: 0.7067
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1589 - g_loss: 1.1220 - d_accuracy: 0.7061Epoch 499: D Accuracy = 0.7286
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1592 - g_loss: 1.1214 - d_accuracy: 0.7069
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1539 - g_loss: 1.1385 - d_accuracy: 0.7088
Class 2 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.6071
27/27 [==============================] - 1s 48ms/step - d_loss: 1.1564 - g_loss: 1.1519 - d_accuracy: 0.7052
Training DCGAN for class 3...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.4827 - g_loss: 1.1325 - d_accuracy: 0.5617WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0167s vs `on_train_batch_end` time: 0.0187s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 1.0844 - g_loss: 1.3002 - d_accuracy: 0.7607
Epoch 1: Generator loss improved from inf to 1.6538. Saving weights.
Epoch 1: D Accuracy = 0.8211
27/27 [==============================] - 2s 36ms/step - d_loss: 1.0776 - g_loss: 1.3128 - d_accuracy: 0.7629
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1493 - g_loss: 1.3162 - d_accuracy: 0.7449
Epoch 2: Generator loss improved from 1.6538 to 1.2958. Saving weights.
Epoch 2: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1506 - g_loss: 1.3155 - d_accuracy: 0.7434
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0766 - g_loss: 1.3651 - d_accuracy: 0.7658Epoch 3: D Accuracy = 0.7615
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0755 - g_loss: 1.3719 - d_accuracy: 0.7656
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8992 - g_loss: 1.5744 - d_accuracy: 0.8405Epoch 4: D Accuracy = 0.8899
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8945 - g_loss: 1.5815 - d_accuracy: 0.8423
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0331 - g_loss: 1.5965 - d_accuracy: 0.7796
Epoch 5: Generator loss improved from 1.2958 to 0.7867. Saving weights.
Epoch 5: D Accuracy = 0.4954
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0571 - g_loss: 1.5676 - d_accuracy: 0.7695
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 1.5270 - g_loss: 0.9487 - d_accuracy: 0.5313Epoch 6: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.5236 - g_loss: 0.9473 - d_accuracy: 0.5327
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4374 - g_loss: 0.9201 - d_accuracy: 0.5456Epoch 7: D Accuracy = 0.5138
27/27 [==============================] - 1s 35ms/step - d_loss: 1.4380 - g_loss: 0.9178 - d_accuracy: 0.5445
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4188 - g_loss: 0.8948 - d_accuracy: 0.5423Epoch 8: D Accuracy = 0.5413
27/27 [==============================] - 1s 37ms/step - d_loss: 1.4191 - g_loss: 0.8951 - d_accuracy: 0.5423
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3812 - g_loss: 0.8939 - d_accuracy: 0.5580Epoch 9: D Accuracy = 0.5505
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3802 - g_loss: 0.8927 - d_accuracy: 0.5577
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3701 - g_loss: 0.8809 - d_accuracy: 0.5556Epoch 10: D Accuracy = 0.5826
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3686 - g_loss: 0.8813 - d_accuracy: 0.5565
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3595 - g_loss: 0.8771 - d_accuracy: 0.5637Epoch 11: D Accuracy = 0.6193
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3577 - g_loss: 0.8778 - d_accuracy: 0.5657
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3617 - g_loss: 0.8699 - d_accuracy: 0.5665Epoch 12: D Accuracy = 0.5917
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3615 - g_loss: 0.8696 - d_accuracy: 0.5674
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3569 - g_loss: 0.8728 - d_accuracy: 0.5662Epoch 13: D Accuracy = 0.5917
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3557 - g_loss: 0.8734 - d_accuracy: 0.5671
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3566 - g_loss: 0.8698 - d_accuracy: 0.5680Epoch 14: D Accuracy = 0.5780
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3568 - g_loss: 0.8690 - d_accuracy: 0.5683
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3546 - g_loss: 0.8668 - d_accuracy: 0.5634Epoch 15: D Accuracy = 0.5275
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3544 - g_loss: 0.8665 - d_accuracy: 0.5621
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3498 - g_loss: 0.8680 - d_accuracy: 0.5702Epoch 16: D Accuracy = 0.6193
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3485 - g_loss: 0.8708 - d_accuracy: 0.5720
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3416 - g_loss: 0.8674 - d_accuracy: 0.5702Epoch 17: D Accuracy = 0.5826
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3410 - g_loss: 0.8671 - d_accuracy: 0.5706
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3457 - g_loss: 0.8640 - d_accuracy: 0.5652Epoch 18: D Accuracy = 0.5092
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3464 - g_loss: 0.8637 - d_accuracy: 0.5632
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3309 - g_loss: 0.8763 - d_accuracy: 0.5808Epoch 19: D Accuracy = 0.5963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3301 - g_loss: 0.8778 - d_accuracy: 0.5814
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3346 - g_loss: 0.8743 - d_accuracy: 0.5860Epoch 20: D Accuracy = 0.6376
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3331 - g_loss: 0.8750 - d_accuracy: 0.5878
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3282 - g_loss: 0.8813 - d_accuracy: 0.5860Epoch 21: D Accuracy = 0.5963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3282 - g_loss: 0.8794 - d_accuracy: 0.5864
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.8921 - d_accuracy: 0.5976Epoch 22: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3202 - g_loss: 0.8912 - d_accuracy: 0.5966
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3144 - g_loss: 0.8962 - d_accuracy: 0.6056Epoch 23: D Accuracy = 0.5780
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3147 - g_loss: 0.8976 - d_accuracy: 0.6046
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3218 - g_loss: 0.8995 - d_accuracy: 0.5958Epoch 24: D Accuracy = 0.5872
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3222 - g_loss: 0.9010 - d_accuracy: 0.5955
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3134 - g_loss: 0.9030 - d_accuracy: 0.5999Epoch 25: D Accuracy = 0.6101
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3122 - g_loss: 0.9053 - d_accuracy: 0.6002
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3175 - g_loss: 0.8982 - d_accuracy: 0.5917Epoch 26: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3162 - g_loss: 0.8991 - d_accuracy: 0.5930
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3123 - g_loss: 0.9055 - d_accuracy: 0.6040Epoch 27: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3114 - g_loss: 0.9064 - d_accuracy: 0.6049
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3184 - g_loss: 0.8983 - d_accuracy: 0.5987Epoch 28: D Accuracy = 0.6193
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3174 - g_loss: 0.8980 - d_accuracy: 0.5995
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3191 - g_loss: 0.9033 - d_accuracy: 0.6028Epoch 29: D Accuracy = 0.5963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3194 - g_loss: 0.9045 - d_accuracy: 0.6026
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3173 - g_loss: 0.9036 - d_accuracy: 0.5997Epoch 30: D Accuracy = 0.5872
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3183 - g_loss: 0.9019 - d_accuracy: 0.5993
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.9068 - d_accuracy: 0.5948Epoch 31: D Accuracy = 0.6055
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3159 - g_loss: 0.9041 - d_accuracy: 0.5951
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3124 - g_loss: 0.9080 - d_accuracy: 0.5991Epoch 32: D Accuracy = 0.6881
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3082 - g_loss: 0.9106 - d_accuracy: 0.6023
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3130 - g_loss: 0.9034 - d_accuracy: 0.6063Epoch 33: D Accuracy = 0.5963
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3125 - g_loss: 0.9053 - d_accuracy: 0.6059
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3059 - g_loss: 0.9130 - d_accuracy: 0.6063Epoch 34: D Accuracy = 0.5459
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3071 - g_loss: 0.9114 - d_accuracy: 0.6041
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3142 - g_loss: 0.9068 - d_accuracy: 0.6012Epoch 35: D Accuracy = 0.5872
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3154 - g_loss: 0.9062 - d_accuracy: 0.6007
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3072 - g_loss: 0.9124 - d_accuracy: 0.6110Epoch 36: D Accuracy = 0.5826
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3082 - g_loss: 0.9118 - d_accuracy: 0.6100
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.9121 - d_accuracy: 0.6022Epoch 37: D Accuracy = 0.6147
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3173 - g_loss: 0.9095 - d_accuracy: 0.6026
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3178 - g_loss: 0.9064 - d_accuracy: 0.6000Epoch 38: D Accuracy = 0.5872
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3180 - g_loss: 0.9083 - d_accuracy: 0.5996
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3031 - g_loss: 0.9169 - d_accuracy: 0.6178Epoch 39: D Accuracy = 0.5550
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3042 - g_loss: 0.9195 - d_accuracy: 0.6155
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3103 - g_loss: 0.9096 - d_accuracy: 0.6038Epoch 40: D Accuracy = 0.6239
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3090 - g_loss: 0.9106 - d_accuracy: 0.6045
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2982 - g_loss: 0.9211 - d_accuracy: 0.6147Epoch 41: D Accuracy = 0.5826
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2993 - g_loss: 0.9200 - d_accuracy: 0.6136
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3120 - g_loss: 0.9122 - d_accuracy: 0.6085Epoch 42: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3123 - g_loss: 0.9091 - d_accuracy: 0.6092
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3050 - g_loss: 0.9205 - d_accuracy: 0.6099Epoch 43: D Accuracy = 0.6239
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3050 - g_loss: 0.9212 - d_accuracy: 0.6104
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3137 - g_loss: 0.9100 - d_accuracy: 0.6122Epoch 44: D Accuracy = 0.6147
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3138 - g_loss: 0.9090 - d_accuracy: 0.6123
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3066 - g_loss: 0.9142 - d_accuracy: 0.6033Epoch 45: D Accuracy = 0.6101
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3059 - g_loss: 0.9151 - d_accuracy: 0.6036
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3082 - g_loss: 0.9114 - d_accuracy: 0.6122Epoch 46: D Accuracy = 0.5917
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3085 - g_loss: 0.9100 - d_accuracy: 0.6115
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3089 - g_loss: 0.9183 - d_accuracy: 0.6038Epoch 47: D Accuracy = 0.5688
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3102 - g_loss: 0.9192 - d_accuracy: 0.6026
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3135 - g_loss: 0.9087 - d_accuracy: 0.6031Epoch 48: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3134 - g_loss: 0.9086 - d_accuracy: 0.6040
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3043 - g_loss: 0.9178 - d_accuracy: 0.6121Epoch 49: D Accuracy = 0.6468
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3034 - g_loss: 0.9195 - d_accuracy: 0.6133
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3106 - g_loss: 0.9164 - d_accuracy: 0.5987Epoch 50: D Accuracy = 0.6193
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3100 - g_loss: 0.9165 - d_accuracy: 0.5995
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3155 - g_loss: 0.9111 - d_accuracy: 0.5965Epoch 51: D Accuracy = 0.6009
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3162 - g_loss: 0.9117 - d_accuracy: 0.5966
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3161 - g_loss: 0.9073 - d_accuracy: 0.5960Epoch 52: D Accuracy = 0.5688
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3168 - g_loss: 0.9069 - d_accuracy: 0.5950
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3112 - g_loss: 0.9084 - d_accuracy: 0.6062Epoch 53: D Accuracy = 0.6514
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3112 - g_loss: 0.9070 - d_accuracy: 0.6078
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.9062 - d_accuracy: 0.5993Epoch 54: D Accuracy = 0.5872
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3165 - g_loss: 0.9048 - d_accuracy: 0.5989
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3137 - g_loss: 0.9070 - d_accuracy: 0.5983Epoch 55: D Accuracy = 0.5963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3122 - g_loss: 0.9072 - d_accuracy: 0.5983
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3139 - g_loss: 0.9060 - d_accuracy: 0.6068Epoch 56: D Accuracy = 0.5872
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3151 - g_loss: 0.9047 - d_accuracy: 0.6061
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3153 - g_loss: 0.9055 - d_accuracy: 0.6027Epoch 57: D Accuracy = 0.5826
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3152 - g_loss: 0.9064 - d_accuracy: 0.6020
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3193 - g_loss: 0.9032 - d_accuracy: 0.5999Epoch 58: D Accuracy = 0.6468
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3190 - g_loss: 0.9010 - d_accuracy: 0.6016
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3223 - g_loss: 0.8956 - d_accuracy: 0.5952Epoch 59: D Accuracy = 0.6330
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3219 - g_loss: 0.8946 - d_accuracy: 0.5966
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3179 - g_loss: 0.8990 - d_accuracy: 0.5976Epoch 60: D Accuracy = 0.5367
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3202 - g_loss: 0.8978 - d_accuracy: 0.5954
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3222 - g_loss: 0.8979 - d_accuracy: 0.5953Epoch 61: D Accuracy = 0.5642
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3227 - g_loss: 0.8977 - d_accuracy: 0.5942
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3103 - g_loss: 0.9084 - d_accuracy: 0.6088Epoch 62: D Accuracy = 0.5505
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3118 - g_loss: 0.9081 - d_accuracy: 0.6067
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3280 - g_loss: 0.8876 - d_accuracy: 0.5955Epoch 63: D Accuracy = 0.5826
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3290 - g_loss: 0.8860 - d_accuracy: 0.5950
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8900 - d_accuracy: 0.5898Epoch 64: D Accuracy = 0.6239
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3275 - g_loss: 0.8907 - d_accuracy: 0.5910
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.8966 - d_accuracy: 0.5994Epoch 65: D Accuracy = 0.5872
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3181 - g_loss: 0.8957 - d_accuracy: 0.5990
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3216 - g_loss: 0.8949 - d_accuracy: 0.5893Epoch 66: D Accuracy = 0.5596
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3217 - g_loss: 0.8945 - d_accuracy: 0.5882
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3240 - g_loss: 0.8878 - d_accuracy: 0.5912Epoch 67: D Accuracy = 0.5872
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3232 - g_loss: 0.8866 - d_accuracy: 0.5910
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3188 - g_loss: 0.9016 - d_accuracy: 0.5957Epoch 68: D Accuracy = 0.5826
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3195 - g_loss: 0.9014 - d_accuracy: 0.5952
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3202 - g_loss: 0.8969 - d_accuracy: 0.5966Epoch 69: D Accuracy = 0.5642
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3218 - g_loss: 0.8936 - d_accuracy: 0.5954
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3261 - g_loss: 0.8905 - d_accuracy: 0.5856Epoch 70: D Accuracy = 0.5734
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3263 - g_loss: 0.8921 - d_accuracy: 0.5852
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8894 - d_accuracy: 0.5913Epoch 71: D Accuracy = 0.6422
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3213 - g_loss: 0.8912 - d_accuracy: 0.5932
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8867 - d_accuracy: 0.5839Epoch 72: D Accuracy = 0.5963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3277 - g_loss: 0.8856 - d_accuracy: 0.5843
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3297 - g_loss: 0.8856 - d_accuracy: 0.5875Epoch 73: D Accuracy = 0.6468
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3290 - g_loss: 0.8852 - d_accuracy: 0.5896
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3243 - g_loss: 0.8912 - d_accuracy: 0.5868Epoch 74: D Accuracy = 0.5505
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3248 - g_loss: 0.8923 - d_accuracy: 0.5855
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8801 - d_accuracy: 0.5854Epoch 75: D Accuracy = 0.5780
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3339 - g_loss: 0.8785 - d_accuracy: 0.5851
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3350 - g_loss: 0.8854 - d_accuracy: 0.5846Epoch 76: D Accuracy = 0.6284
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3345 - g_loss: 0.8870 - d_accuracy: 0.5862
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3326 - g_loss: 0.8855 - d_accuracy: 0.5862Epoch 77: D Accuracy = 0.5550
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3338 - g_loss: 0.8855 - d_accuracy: 0.5851
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3334 - g_loss: 0.8797 - d_accuracy: 0.5807Epoch 78: D Accuracy = 0.6330
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3327 - g_loss: 0.8791 - d_accuracy: 0.5826
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.8877 - d_accuracy: 0.5875Epoch 79: D Accuracy = 0.5505
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3282 - g_loss: 0.8882 - d_accuracy: 0.5862
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3319 - g_loss: 0.8833 - d_accuracy: 0.5857Epoch 80: D Accuracy = 0.6376
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3308 - g_loss: 0.8827 - d_accuracy: 0.5875
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3342 - g_loss: 0.8787 - d_accuracy: 0.5797Epoch 81: D Accuracy = 0.6009
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3332 - g_loss: 0.8783 - d_accuracy: 0.5805
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3331 - g_loss: 0.8809 - d_accuracy: 0.5773
Epoch 82: Generator loss improved from 0.7867 to 0.7820. Saving weights.
Epoch 82: D Accuracy = 0.5367
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3347 - g_loss: 0.8774 - d_accuracy: 0.5759
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3376 - g_loss: 0.8796 - d_accuracy: 0.5739Epoch 83: D Accuracy = 0.5963
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3368 - g_loss: 0.8784 - d_accuracy: 0.5747
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3381 - g_loss: 0.8739 - d_accuracy: 0.5746Epoch 84: D Accuracy = 0.5734
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3372 - g_loss: 0.8744 - d_accuracy: 0.5746
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3285 - g_loss: 0.8807 - d_accuracy: 0.5873Epoch 85: D Accuracy = 0.6239
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3283 - g_loss: 0.8806 - d_accuracy: 0.5886
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3363 - g_loss: 0.8764 - d_accuracy: 0.5764Epoch 86: D Accuracy = 0.5596
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3354 - g_loss: 0.8794 - d_accuracy: 0.5758
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3377 - g_loss: 0.8726 - d_accuracy: 0.5746Epoch 87: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3376 - g_loss: 0.8712 - d_accuracy: 0.5744
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3428 - g_loss: 0.8693 - d_accuracy: 0.5646Epoch 88: D Accuracy = 0.5046
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3443 - g_loss: 0.8674 - d_accuracy: 0.5624
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3429 - g_loss: 0.8705 - d_accuracy: 0.5703Epoch 89: D Accuracy = 0.5963
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3428 - g_loss: 0.8687 - d_accuracy: 0.5712
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3406 - g_loss: 0.8733 - d_accuracy: 0.5741Epoch 90: D Accuracy = 0.5642
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3399 - g_loss: 0.8755 - d_accuracy: 0.5738
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8703 - d_accuracy: 0.5693Epoch 91: D Accuracy = 0.5505
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3378 - g_loss: 0.8700 - d_accuracy: 0.5686
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3438 - g_loss: 0.8718 - d_accuracy: 0.5714Epoch 92: D Accuracy = 0.6376
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3424 - g_loss: 0.8736 - d_accuracy: 0.5737
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3464 - g_loss: 0.8642 - d_accuracy: 0.5653Epoch 93: D Accuracy = 0.5963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3455 - g_loss: 0.8642 - d_accuracy: 0.5665
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3492 - g_loss: 0.8605 - d_accuracy: 0.5645Epoch 94: D Accuracy = 0.5963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3484 - g_loss: 0.8604 - d_accuracy: 0.5656
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3412 - g_loss: 0.8661 - d_accuracy: 0.5649Epoch 95: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3415 - g_loss: 0.8650 - d_accuracy: 0.5650
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3441 - g_loss: 0.8708 - d_accuracy: 0.5649Epoch 96: D Accuracy = 0.4908
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3458 - g_loss: 0.8698 - d_accuracy: 0.5623
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3387 - g_loss: 0.8675 - d_accuracy: 0.5708Epoch 97: D Accuracy = 0.6330
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3378 - g_loss: 0.8664 - d_accuracy: 0.5730
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3388 - g_loss: 0.8663 - d_accuracy: 0.5735Epoch 98: D Accuracy = 0.6147
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3387 - g_loss: 0.8646 - d_accuracy: 0.5750
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3510 - g_loss: 0.8638 - d_accuracy: 0.5589Epoch 99: D Accuracy = 0.5367
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3527 - g_loss: 0.8649 - d_accuracy: 0.5581
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3477 - g_loss: 0.8618 - d_accuracy: 0.5653
Class 3 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.5183
27/27 [==============================] - 1s 42ms/step - d_loss: 1.3486 - g_loss: 0.8609 - d_accuracy: 0.5637
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3460 - g_loss: 0.8620 - d_accuracy: 0.5705Epoch 101: D Accuracy = 0.5780
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3452 - g_loss: 0.8616 - d_accuracy: 0.5707
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3503 - g_loss: 0.8589 - d_accuracy: 0.5586Epoch 102: D Accuracy = 0.5550
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3501 - g_loss: 0.8596 - d_accuracy: 0.5585
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3489 - g_loss: 0.8593 - d_accuracy: 0.5655Epoch 103: D Accuracy = 0.5275
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3493 - g_loss: 0.8590 - d_accuracy: 0.5642
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3491 - g_loss: 0.8568 - d_accuracy: 0.5659Epoch 104: D Accuracy = 0.4817
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3509 - g_loss: 0.8553 - d_accuracy: 0.5629
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3477 - g_loss: 0.8604 - d_accuracy: 0.5631Epoch 105: D Accuracy = 0.6009
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3472 - g_loss: 0.8601 - d_accuracy: 0.5644
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3490 - g_loss: 0.8578 - d_accuracy: 0.5664Epoch 106: D Accuracy = 0.5550
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3491 - g_loss: 0.8579 - d_accuracy: 0.5660
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3542 - g_loss: 0.8558 - d_accuracy: 0.5557Epoch 107: D Accuracy = 0.5321
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3550 - g_loss: 0.8560 - d_accuracy: 0.5549
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3453 - g_loss: 0.8589 - d_accuracy: 0.5679Epoch 108: D Accuracy = 0.6147
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3446 - g_loss: 0.8587 - d_accuracy: 0.5696
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3492 - g_loss: 0.8580 - d_accuracy: 0.5539Epoch 109: D Accuracy = 0.5321
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3501 - g_loss: 0.8560 - d_accuracy: 0.5531
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3462 - g_loss: 0.8587 - d_accuracy: 0.5602Epoch 110: D Accuracy = 0.5505
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3467 - g_loss: 0.8572 - d_accuracy: 0.5598
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3454 - g_loss: 0.8600 - d_accuracy: 0.5654Epoch 111: D Accuracy = 0.5734
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3449 - g_loss: 0.8616 - d_accuracy: 0.5656
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3529 - g_loss: 0.8532 - d_accuracy: 0.5533Epoch 112: D Accuracy = 0.5963
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3516 - g_loss: 0.8530 - d_accuracy: 0.5549
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3487 - g_loss: 0.8614 - d_accuracy: 0.5637Epoch 113: D Accuracy = 0.5413
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3488 - g_loss: 0.8611 - d_accuracy: 0.5629
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3444 - g_loss: 0.8598 - d_accuracy: 0.5681Epoch 114: D Accuracy = 0.5734
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3443 - g_loss: 0.8589 - d_accuracy: 0.5683
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3474 - g_loss: 0.8593 - d_accuracy: 0.5529Epoch 115: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3464 - g_loss: 0.8602 - d_accuracy: 0.5535
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3479 - g_loss: 0.8550 - d_accuracy: 0.5607Epoch 116: D Accuracy = 0.5459
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3478 - g_loss: 0.8565 - d_accuracy: 0.5602
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3470 - g_loss: 0.8605 - d_accuracy: 0.5612Epoch 117: D Accuracy = 0.5505
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3470 - g_loss: 0.8627 - d_accuracy: 0.5608
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3469 - g_loss: 0.8518 - d_accuracy: 0.5623
Epoch 118: Generator loss improved from 0.7820 to 0.7705. Saving weights.
Epoch 118: D Accuracy = 0.5459
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3473 - g_loss: 0.8489 - d_accuracy: 0.5617
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3504 - g_loss: 0.8573 - d_accuracy: 0.5579Epoch 119: D Accuracy = 0.5229
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3510 - g_loss: 0.8562 - d_accuracy: 0.5566
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3492 - g_loss: 0.8565 - d_accuracy: 0.5530Epoch 120: D Accuracy = 0.5688
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3486 - g_loss: 0.8593 - d_accuracy: 0.5536
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3532 - g_loss: 0.8522 - d_accuracy: 0.5496Epoch 121: D Accuracy = 0.5413
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3529 - g_loss: 0.8530 - d_accuracy: 0.5493
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3518 - g_loss: 0.8512 - d_accuracy: 0.5530Epoch 122: D Accuracy = 0.5550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3521 - g_loss: 0.8507 - d_accuracy: 0.5530
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3468 - g_loss: 0.8554 - d_accuracy: 0.5583Epoch 123: D Accuracy = 0.5550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3461 - g_loss: 0.8558 - d_accuracy: 0.5582
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3441 - g_loss: 0.8587 - d_accuracy: 0.5584Epoch 124: D Accuracy = 0.5780
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3442 - g_loss: 0.8598 - d_accuracy: 0.5591
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3537 - g_loss: 0.8483 - d_accuracy: 0.5552Epoch 125: D Accuracy = 0.5688
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3532 - g_loss: 0.8490 - d_accuracy: 0.5557
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3424 - g_loss: 0.8595 - d_accuracy: 0.5663Epoch 126: D Accuracy = 0.5780
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3413 - g_loss: 0.8597 - d_accuracy: 0.5667
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3507 - g_loss: 0.8542 - d_accuracy: 0.5592Epoch 127: D Accuracy = 0.5000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3520 - g_loss: 0.8547 - d_accuracy: 0.5571
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3457 - g_loss: 0.8545 - d_accuracy: 0.5615Epoch 128: D Accuracy = 0.5780
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3458 - g_loss: 0.8551 - d_accuracy: 0.5621
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3525 - g_loss: 0.8535 - d_accuracy: 0.5510Epoch 129: D Accuracy = 0.5413
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3538 - g_loss: 0.8520 - d_accuracy: 0.5507
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3494 - g_loss: 0.8568 - d_accuracy: 0.5611Epoch 130: D Accuracy = 0.5642
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3495 - g_loss: 0.8569 - d_accuracy: 0.5612
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3508 - g_loss: 0.8544 - d_accuracy: 0.5541Epoch 131: D Accuracy = 0.5780
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3502 - g_loss: 0.8559 - d_accuracy: 0.5550
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3502 - g_loss: 0.8511 - d_accuracy: 0.5490Epoch 132: D Accuracy = 0.4954
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3508 - g_loss: 0.8508 - d_accuracy: 0.5471
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3481 - g_loss: 0.8559 - d_accuracy: 0.5579Epoch 133: D Accuracy = 0.5275
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3486 - g_loss: 0.8548 - d_accuracy: 0.5568
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3528 - g_loss: 0.8536 - d_accuracy: 0.5502Epoch 134: D Accuracy = 0.6101
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3517 - g_loss: 0.8540 - d_accuracy: 0.5524
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3529 - g_loss: 0.8478 - d_accuracy: 0.5563Epoch 135: D Accuracy = 0.5642
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3521 - g_loss: 0.8477 - d_accuracy: 0.5566
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3533 - g_loss: 0.8485 - d_accuracy: 0.5560Epoch 136: D Accuracy = 0.5321
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3535 - g_loss: 0.8487 - d_accuracy: 0.5552
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3436 - g_loss: 0.8579 - d_accuracy: 0.5676Epoch 137: D Accuracy = 0.5596
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3434 - g_loss: 0.8598 - d_accuracy: 0.5673
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3472 - g_loss: 0.8547 - d_accuracy: 0.5622Epoch 138: D Accuracy = 0.5734
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3475 - g_loss: 0.8543 - d_accuracy: 0.5626
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3514 - g_loss: 0.8540 - d_accuracy: 0.5530Epoch 139: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3522 - g_loss: 0.8526 - d_accuracy: 0.5536
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3468 - g_loss: 0.8536 - d_accuracy: 0.5647Epoch 140: D Accuracy = 0.5917
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3464 - g_loss: 0.8521 - d_accuracy: 0.5657
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3513 - g_loss: 0.8532 - d_accuracy: 0.5584Epoch 141: D Accuracy = 0.5734
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3517 - g_loss: 0.8540 - d_accuracy: 0.5590
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3417 - g_loss: 0.8546 - d_accuracy: 0.5680Epoch 142: D Accuracy = 0.6101
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3406 - g_loss: 0.8555 - d_accuracy: 0.5695
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3492 - g_loss: 0.8521 - d_accuracy: 0.5494Epoch 143: D Accuracy = 0.6239
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3472 - g_loss: 0.8529 - d_accuracy: 0.5521
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3529 - g_loss: 0.8491 - d_accuracy: 0.5543Epoch 144: D Accuracy = 0.5550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3535 - g_loss: 0.8497 - d_accuracy: 0.5543
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3439 - g_loss: 0.8554 - d_accuracy: 0.5584Epoch 145: D Accuracy = 0.5229
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3443 - g_loss: 0.8543 - d_accuracy: 0.5572
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3469 - g_loss: 0.8579 - d_accuracy: 0.5556Epoch 146: D Accuracy = 0.5550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3471 - g_loss: 0.8576 - d_accuracy: 0.5556
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3473 - g_loss: 0.8529 - d_accuracy: 0.5548Epoch 147: D Accuracy = 0.5505
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3475 - g_loss: 0.8538 - d_accuracy: 0.5547
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3494 - g_loss: 0.8518 - d_accuracy: 0.5571Epoch 148: D Accuracy = 0.5688
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3484 - g_loss: 0.8526 - d_accuracy: 0.5575
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3526 - g_loss: 0.8517 - d_accuracy: 0.5537Epoch 149: D Accuracy = 0.5596
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3532 - g_loss: 0.8506 - d_accuracy: 0.5539
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3385 - g_loss: 0.8662 - d_accuracy: 0.5698Epoch 150: D Accuracy = 0.5917
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3380 - g_loss: 0.8671 - d_accuracy: 0.5706
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3525 - g_loss: 0.8484 - d_accuracy: 0.5558Epoch 151: D Accuracy = 0.5367
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3521 - g_loss: 0.8482 - d_accuracy: 0.5551
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3463 - g_loss: 0.8558 - d_accuracy: 0.5606Epoch 152: D Accuracy = 0.5413
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3467 - g_loss: 0.8549 - d_accuracy: 0.5599
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3447 - g_loss: 0.8564 - d_accuracy: 0.5613Epoch 153: D Accuracy = 0.6193
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3427 - g_loss: 0.8577 - d_accuracy: 0.5633
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3403 - g_loss: 0.8595 - d_accuracy: 0.5698Epoch 154: D Accuracy = 0.6239
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3391 - g_loss: 0.8604 - d_accuracy: 0.5718
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3457 - g_loss: 0.8548 - d_accuracy: 0.5610Epoch 155: D Accuracy = 0.5505
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3464 - g_loss: 0.8539 - d_accuracy: 0.5607
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3446 - g_loss: 0.8543 - d_accuracy: 0.5632Epoch 156: D Accuracy = 0.5826
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3444 - g_loss: 0.8556 - d_accuracy: 0.5639
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3508 - g_loss: 0.8524 - d_accuracy: 0.5510Epoch 157: D Accuracy = 0.5917
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3505 - g_loss: 0.8501 - d_accuracy: 0.5525
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3467 - g_loss: 0.8560 - d_accuracy: 0.5631Epoch 158: D Accuracy = 0.5826
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3465 - g_loss: 0.8573 - d_accuracy: 0.5638
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3462 - g_loss: 0.8543 - d_accuracy: 0.5665Epoch 159: D Accuracy = 0.5413
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3467 - g_loss: 0.8536 - d_accuracy: 0.5656
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3441 - g_loss: 0.8559 - d_accuracy: 0.5666Epoch 160: D Accuracy = 0.5963
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3432 - g_loss: 0.8557 - d_accuracy: 0.5677
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3511 - g_loss: 0.8553 - d_accuracy: 0.5583Epoch 161: D Accuracy = 0.5872
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3509 - g_loss: 0.8561 - d_accuracy: 0.5594
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3477 - g_loss: 0.8550 - d_accuracy: 0.5589Epoch 162: D Accuracy = 0.5321
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3490 - g_loss: 0.8551 - d_accuracy: 0.5580
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3473 - g_loss: 0.8521 - d_accuracy: 0.5535Epoch 163: D Accuracy = 0.5459
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3465 - g_loss: 0.8524 - d_accuracy: 0.5532
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3459 - g_loss: 0.8563 - d_accuracy: 0.5601Epoch 164: D Accuracy = 0.5688
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3454 - g_loss: 0.8555 - d_accuracy: 0.5604
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3456 - g_loss: 0.8568 - d_accuracy: 0.5619Epoch 165: D Accuracy = 0.5505
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3461 - g_loss: 0.8543 - d_accuracy: 0.5615
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3455 - g_loss: 0.8524 - d_accuracy: 0.5617Epoch 166: D Accuracy = 0.5688
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3451 - g_loss: 0.8530 - d_accuracy: 0.5620
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3366 - g_loss: 0.8642 - d_accuracy: 0.5653Epoch 167: D Accuracy = 0.5826
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3360 - g_loss: 0.8649 - d_accuracy: 0.5659
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3467 - g_loss: 0.8559 - d_accuracy: 0.5592Epoch 168: D Accuracy = 0.6193
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3462 - g_loss: 0.8543 - d_accuracy: 0.5614
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3467 - g_loss: 0.8551 - d_accuracy: 0.5578Epoch 169: D Accuracy = 0.5872
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3453 - g_loss: 0.8569 - d_accuracy: 0.5588
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3479 - g_loss: 0.8552 - d_accuracy: 0.5571Epoch 170: D Accuracy = 0.5688
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3482 - g_loss: 0.8545 - d_accuracy: 0.5575
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3396 - g_loss: 0.8610 - d_accuracy: 0.5686Epoch 171: D Accuracy = 0.5917
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3388 - g_loss: 0.8614 - d_accuracy: 0.5695
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3485 - g_loss: 0.8552 - d_accuracy: 0.5595Epoch 172: D Accuracy = 0.5046
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3502 - g_loss: 0.8553 - d_accuracy: 0.5575
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3417 - g_loss: 0.8583 - d_accuracy: 0.5624Epoch 173: D Accuracy = 0.5596
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3405 - g_loss: 0.8594 - d_accuracy: 0.5623
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3463 - g_loss: 0.8546 - d_accuracy: 0.5595Epoch 174: D Accuracy = 0.5780
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3456 - g_loss: 0.8569 - d_accuracy: 0.5601
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8608 - d_accuracy: 0.5708Epoch 175: D Accuracy = 0.5688
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3369 - g_loss: 0.8597 - d_accuracy: 0.5708
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3448 - g_loss: 0.8554 - d_accuracy: 0.5636Epoch 176: D Accuracy = 0.5963
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3446 - g_loss: 0.8545 - d_accuracy: 0.5648
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3430 - g_loss: 0.8596 - d_accuracy: 0.5593Epoch 177: D Accuracy = 0.5229
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3434 - g_loss: 0.8585 - d_accuracy: 0.5580
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3471 - g_loss: 0.8548 - d_accuracy: 0.5576Epoch 178: D Accuracy = 0.6055
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3458 - g_loss: 0.8563 - d_accuracy: 0.5593
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3469 - g_loss: 0.8553 - d_accuracy: 0.5536Epoch 179: D Accuracy = 0.5642
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3463 - g_loss: 0.8576 - d_accuracy: 0.5540
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3412 - g_loss: 0.8542 - d_accuracy: 0.5656Epoch 180: D Accuracy = 0.5917
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3419 - g_loss: 0.8517 - d_accuracy: 0.5665
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3427 - g_loss: 0.8583 - d_accuracy: 0.5625Epoch 181: D Accuracy = 0.5596
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3422 - g_loss: 0.8573 - d_accuracy: 0.5624
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3408 - g_loss: 0.8626 - d_accuracy: 0.5591Epoch 182: D Accuracy = 0.5734
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3397 - g_loss: 0.8644 - d_accuracy: 0.5597
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3399 - g_loss: 0.8592 - d_accuracy: 0.5694Epoch 183: D Accuracy = 0.5505
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3400 - g_loss: 0.8594 - d_accuracy: 0.5688
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3414 - g_loss: 0.8572 - d_accuracy: 0.5619Epoch 184: D Accuracy = 0.5413
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3415 - g_loss: 0.8568 - d_accuracy: 0.5611
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3379 - g_loss: 0.8617 - d_accuracy: 0.5654Epoch 185: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3373 - g_loss: 0.8626 - d_accuracy: 0.5676
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3399 - g_loss: 0.8612 - d_accuracy: 0.5690Epoch 186: D Accuracy = 0.5734
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3404 - g_loss: 0.8604 - d_accuracy: 0.5691
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3472 - g_loss: 0.8577 - d_accuracy: 0.5649Epoch 187: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3472 - g_loss: 0.8583 - d_accuracy: 0.5650
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3389 - g_loss: 0.8563 - d_accuracy: 0.5621Epoch 188: D Accuracy = 0.5550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3387 - g_loss: 0.8563 - d_accuracy: 0.5618
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3335 - g_loss: 0.8650 - d_accuracy: 0.5671Epoch 189: D Accuracy = 0.6239
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3314 - g_loss: 0.8664 - d_accuracy: 0.5691
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3371 - g_loss: 0.8641 - d_accuracy: 0.5644Epoch 190: D Accuracy = 0.5872
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3366 - g_loss: 0.8638 - d_accuracy: 0.5652
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3375 - g_loss: 0.8623 - d_accuracy: 0.5670Epoch 191: D Accuracy = 0.5321
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3379 - g_loss: 0.8610 - d_accuracy: 0.5658
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3439 - g_loss: 0.8566 - d_accuracy: 0.5601Epoch 192: D Accuracy = 0.5642
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3442 - g_loss: 0.8568 - d_accuracy: 0.5603
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8705 - d_accuracy: 0.5722Epoch 193: D Accuracy = 0.5596
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3321 - g_loss: 0.8724 - d_accuracy: 0.5718
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3375 - g_loss: 0.8615 - d_accuracy: 0.5701Epoch 194: D Accuracy = 0.5459
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3383 - g_loss: 0.8626 - d_accuracy: 0.5693
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3356 - g_loss: 0.8642 - d_accuracy: 0.5672Epoch 195: D Accuracy = 0.5321
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3361 - g_loss: 0.8637 - d_accuracy: 0.5659
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3407 - g_loss: 0.8603 - d_accuracy: 0.5627Epoch 196: D Accuracy = 0.5917
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3401 - g_loss: 0.8609 - d_accuracy: 0.5638
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3401 - g_loss: 0.8605 - d_accuracy: 0.5617Epoch 197: D Accuracy = 0.5367
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3410 - g_loss: 0.8608 - d_accuracy: 0.5608
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3413 - g_loss: 0.8621 - d_accuracy: 0.5698Epoch 198: D Accuracy = 0.5413
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3432 - g_loss: 0.8612 - d_accuracy: 0.5688
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3378 - g_loss: 0.8623 - d_accuracy: 0.5648Epoch 199: D Accuracy = 0.5413
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3387 - g_loss: 0.8618 - d_accuracy: 0.5639
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3419 - g_loss: 0.8596 - d_accuracy: 0.5598
Class 3 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.5688
27/27 [==============================] - 1s 40ms/step - d_loss: 1.3420 - g_loss: 0.8605 - d_accuracy: 0.5602
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3363 - g_loss: 0.8600 - d_accuracy: 0.5703Epoch 201: D Accuracy = 0.5963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3351 - g_loss: 0.8616 - d_accuracy: 0.5712
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3390 - g_loss: 0.8615 - d_accuracy: 0.5647Epoch 202: D Accuracy = 0.5642
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3390 - g_loss: 0.8635 - d_accuracy: 0.5647
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3416 - g_loss: 0.8585 - d_accuracy: 0.5667Epoch 203: D Accuracy = 0.5321
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3421 - g_loss: 0.8591 - d_accuracy: 0.5655
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3393 - g_loss: 0.8597 - d_accuracy: 0.5731Epoch 204: D Accuracy = 0.6147
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3387 - g_loss: 0.8604 - d_accuracy: 0.5746
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3369 - g_loss: 0.8626 - d_accuracy: 0.5679Epoch 205: D Accuracy = 0.6193
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3354 - g_loss: 0.8637 - d_accuracy: 0.5698
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3378 - g_loss: 0.8631 - d_accuracy: 0.5629Epoch 206: D Accuracy = 0.5550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3387 - g_loss: 0.8637 - d_accuracy: 0.5627
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3357 - g_loss: 0.8644 - d_accuracy: 0.5722Epoch 207: D Accuracy = 0.5550
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3358 - g_loss: 0.8647 - d_accuracy: 0.5716
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3337 - g_loss: 0.8632 - d_accuracy: 0.5720Epoch 208: D Accuracy = 0.6009
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3340 - g_loss: 0.8614 - d_accuracy: 0.5731
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3424 - g_loss: 0.8600 - d_accuracy: 0.5647Epoch 209: D Accuracy = 0.5780
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3432 - g_loss: 0.8574 - d_accuracy: 0.5651
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3349 - g_loss: 0.8639 - d_accuracy: 0.5686Epoch 210: D Accuracy = 0.5321
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3354 - g_loss: 0.8644 - d_accuracy: 0.5673
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3355 - g_loss: 0.8621 - d_accuracy: 0.5712Epoch 211: D Accuracy = 0.5596
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3347 - g_loss: 0.8631 - d_accuracy: 0.5708
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3384 - g_loss: 0.8641 - d_accuracy: 0.5707Epoch 212: D Accuracy = 0.5963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3383 - g_loss: 0.8623 - d_accuracy: 0.5716
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3368 - g_loss: 0.8633 - d_accuracy: 0.5702Epoch 213: D Accuracy = 0.5780
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3374 - g_loss: 0.8637 - d_accuracy: 0.5704
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3386 - g_loss: 0.8603 - d_accuracy: 0.5626Epoch 214: D Accuracy = 0.6193
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3372 - g_loss: 0.8589 - d_accuracy: 0.5646
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3392 - g_loss: 0.8606 - d_accuracy: 0.5704Epoch 215: D Accuracy = 0.5642
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3384 - g_loss: 0.8611 - d_accuracy: 0.5702
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3384 - g_loss: 0.8592 - d_accuracy: 0.5683Epoch 216: D Accuracy = 0.5092
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3394 - g_loss: 0.8583 - d_accuracy: 0.5662
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3355 - g_loss: 0.8684 - d_accuracy: 0.5725Epoch 217: D Accuracy = 0.5642
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3349 - g_loss: 0.8697 - d_accuracy: 0.5722
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3372 - g_loss: 0.8628 - d_accuracy: 0.5685Epoch 218: D Accuracy = 0.5688
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3367 - g_loss: 0.8637 - d_accuracy: 0.5685
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3371 - g_loss: 0.8646 - d_accuracy: 0.5678Epoch 219: D Accuracy = 0.6147
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3364 - g_loss: 0.8656 - d_accuracy: 0.5694
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8643 - d_accuracy: 0.5721Epoch 220: D Accuracy = 0.5092
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3366 - g_loss: 0.8629 - d_accuracy: 0.5699
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3399 - g_loss: 0.8598 - d_accuracy: 0.5626Epoch 221: D Accuracy = 0.5780
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3388 - g_loss: 0.8608 - d_accuracy: 0.5632
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3378 - g_loss: 0.8669 - d_accuracy: 0.5636Epoch 222: D Accuracy = 0.5734
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3372 - g_loss: 0.8684 - d_accuracy: 0.5640
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3367 - g_loss: 0.8686 - d_accuracy: 0.5582Epoch 223: D Accuracy = 0.5413
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3374 - g_loss: 0.8681 - d_accuracy: 0.5576
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3378 - g_loss: 0.8624 - d_accuracy: 0.5662Epoch 224: D Accuracy = 0.5596
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3378 - g_loss: 0.8616 - d_accuracy: 0.5659
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8603 - d_accuracy: 0.5697Epoch 225: D Accuracy = 0.5459
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3377 - g_loss: 0.8594 - d_accuracy: 0.5688
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3337 - g_loss: 0.8682 - d_accuracy: 0.5711Epoch 226: D Accuracy = 0.5872
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3335 - g_loss: 0.8691 - d_accuracy: 0.5717
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3407 - g_loss: 0.8611 - d_accuracy: 0.5569Epoch 227: D Accuracy = 0.5642
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3410 - g_loss: 0.8608 - d_accuracy: 0.5572
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3316 - g_loss: 0.8665 - d_accuracy: 0.5741Epoch 228: D Accuracy = 0.5642
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3323 - g_loss: 0.8655 - d_accuracy: 0.5738
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.8685 - d_accuracy: 0.5746Epoch 229: D Accuracy = 0.6009
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3249 - g_loss: 0.8678 - d_accuracy: 0.5756
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3270 - g_loss: 0.8769 - d_accuracy: 0.5747Epoch 230: D Accuracy = 0.6055
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3264 - g_loss: 0.8776 - d_accuracy: 0.5758
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8680 - d_accuracy: 0.5718Epoch 231: D Accuracy = 0.5596
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3325 - g_loss: 0.8692 - d_accuracy: 0.5714
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3340 - g_loss: 0.8673 - d_accuracy: 0.5699Epoch 232: D Accuracy = 0.6055
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3331 - g_loss: 0.8669 - d_accuracy: 0.5712
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3296 - g_loss: 0.8705 - d_accuracy: 0.5744Epoch 233: D Accuracy = 0.5642
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3298 - g_loss: 0.8722 - d_accuracy: 0.5741
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3355 - g_loss: 0.8642 - d_accuracy: 0.5655Epoch 234: D Accuracy = 0.5505
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3362 - g_loss: 0.8641 - d_accuracy: 0.5650
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3336 - g_loss: 0.8656 - d_accuracy: 0.5682Epoch 235: D Accuracy = 0.5826
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3328 - g_loss: 0.8649 - d_accuracy: 0.5687
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3287 - g_loss: 0.8684 - d_accuracy: 0.5750Epoch 236: D Accuracy = 0.5642
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3285 - g_loss: 0.8685 - d_accuracy: 0.5746
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3279 - g_loss: 0.8709 - d_accuracy: 0.5801Epoch 237: D Accuracy = 0.5917
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3267 - g_loss: 0.8721 - d_accuracy: 0.5805
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3280 - g_loss: 0.8699 - d_accuracy: 0.5727Epoch 238: D Accuracy = 0.5596
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3278 - g_loss: 0.8718 - d_accuracy: 0.5722
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3252 - g_loss: 0.8748 - d_accuracy: 0.5722Epoch 239: D Accuracy = 0.5229
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3257 - g_loss: 0.8770 - d_accuracy: 0.5704
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3227 - g_loss: 0.8734 - d_accuracy: 0.5814Epoch 240: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3237 - g_loss: 0.8720 - d_accuracy: 0.5809
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3321 - g_loss: 0.8706 - d_accuracy: 0.5633Epoch 241: D Accuracy = 0.5734
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3315 - g_loss: 0.8722 - d_accuracy: 0.5637
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3270 - g_loss: 0.8675 - d_accuracy: 0.5825Epoch 242: D Accuracy = 0.5917
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3273 - g_loss: 0.8672 - d_accuracy: 0.5829
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8669 - d_accuracy: 0.5692Epoch 243: D Accuracy = 0.5550
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3356 - g_loss: 0.8645 - d_accuracy: 0.5687
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3314 - g_loss: 0.8713 - d_accuracy: 0.5727Epoch 244: D Accuracy = 0.5734
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3308 - g_loss: 0.8724 - d_accuracy: 0.5728
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.8695 - d_accuracy: 0.5696Epoch 245: D Accuracy = 0.5275
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3316 - g_loss: 0.8706 - d_accuracy: 0.5681
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8707 - d_accuracy: 0.5732Epoch 246: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3275 - g_loss: 0.8692 - d_accuracy: 0.5730
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3302 - g_loss: 0.8723 - d_accuracy: 0.5697Epoch 247: D Accuracy = 0.5917
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3291 - g_loss: 0.8724 - d_accuracy: 0.5704
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3314 - g_loss: 0.8704 - d_accuracy: 0.5724Epoch 248: D Accuracy = 0.5642
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3317 - g_loss: 0.8697 - d_accuracy: 0.5721
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3216 - g_loss: 0.8767 - d_accuracy: 0.5802Epoch 249: D Accuracy = 0.5642
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3219 - g_loss: 0.8781 - d_accuracy: 0.5796
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3288 - g_loss: 0.8713 - d_accuracy: 0.5790Epoch 250: D Accuracy = 0.5872
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3283 - g_loss: 0.8729 - d_accuracy: 0.5793
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3210 - g_loss: 0.8738 - d_accuracy: 0.5823Epoch 251: D Accuracy = 0.6330
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3195 - g_loss: 0.8739 - d_accuracy: 0.5841
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3254 - g_loss: 0.8772 - d_accuracy: 0.5821Epoch 252: D Accuracy = 0.5734
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3249 - g_loss: 0.8793 - d_accuracy: 0.5818
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3260 - g_loss: 0.8729 - d_accuracy: 0.5752Epoch 253: D Accuracy = 0.6009
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3248 - g_loss: 0.8741 - d_accuracy: 0.5761
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3249 - g_loss: 0.8718 - d_accuracy: 0.5797Epoch 254: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3236 - g_loss: 0.8722 - d_accuracy: 0.5814
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8775 - d_accuracy: 0.5780Epoch 255: D Accuracy = 0.6376
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3253 - g_loss: 0.8807 - d_accuracy: 0.5801
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3227 - g_loss: 0.8728 - d_accuracy: 0.5840Epoch 256: D Accuracy = 0.6422
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3207 - g_loss: 0.8735 - d_accuracy: 0.5861
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3257 - g_loss: 0.8747 - d_accuracy: 0.5798Epoch 257: D Accuracy = 0.6147
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3253 - g_loss: 0.8732 - d_accuracy: 0.5810
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3322 - g_loss: 0.8732 - d_accuracy: 0.5673Epoch 258: D Accuracy = 0.5780
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3321 - g_loss: 0.8713 - d_accuracy: 0.5677
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3187 - g_loss: 0.8850 - d_accuracy: 0.5826Epoch 259: D Accuracy = 0.5688
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3187 - g_loss: 0.8891 - d_accuracy: 0.5821
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.8740 - d_accuracy: 0.5793Epoch 260: D Accuracy = 0.6330
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3241 - g_loss: 0.8755 - d_accuracy: 0.5812
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3230 - g_loss: 0.8763 - d_accuracy: 0.5845Epoch 261: D Accuracy = 0.5780
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3236 - g_loss: 0.8769 - d_accuracy: 0.5843
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.8758 - d_accuracy: 0.5690Epoch 262: D Accuracy = 0.5780
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3269 - g_loss: 0.8750 - d_accuracy: 0.5693
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3265 - g_loss: 0.8787 - d_accuracy: 0.5822Epoch 263: D Accuracy = 0.5642
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3275 - g_loss: 0.8764 - d_accuracy: 0.5816
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3259 - g_loss: 0.8772 - d_accuracy: 0.5811Epoch 264: D Accuracy = 0.5688
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3270 - g_loss: 0.8760 - d_accuracy: 0.5807
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3193 - g_loss: 0.8779 - d_accuracy: 0.5898Epoch 265: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3184 - g_loss: 0.8783 - d_accuracy: 0.5912
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3189 - g_loss: 0.8790 - d_accuracy: 0.5831Epoch 266: D Accuracy = 0.5917
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3188 - g_loss: 0.8776 - d_accuracy: 0.5834
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3207 - g_loss: 0.8823 - d_accuracy: 0.5851Epoch 267: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3194 - g_loss: 0.8838 - d_accuracy: 0.5866
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.8750 - d_accuracy: 0.5813Epoch 268: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3230 - g_loss: 0.8758 - d_accuracy: 0.5808
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3201 - g_loss: 0.8785 - d_accuracy: 0.5830Epoch 269: D Accuracy = 0.5917
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3197 - g_loss: 0.8789 - d_accuracy: 0.5833
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3153 - g_loss: 0.8848 - d_accuracy: 0.5954Epoch 270: D Accuracy = 0.5826
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3152 - g_loss: 0.8877 - d_accuracy: 0.5949
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.8764 - d_accuracy: 0.5734Epoch 271: D Accuracy = 0.5688
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3249 - g_loss: 0.8767 - d_accuracy: 0.5733
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3203 - g_loss: 0.8804 - d_accuracy: 0.5789Epoch 272: D Accuracy = 0.6147
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3190 - g_loss: 0.8817 - d_accuracy: 0.5802
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.8738 - d_accuracy: 0.5802Epoch 273: D Accuracy = 0.6147
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3278 - g_loss: 0.8738 - d_accuracy: 0.5814
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3253 - g_loss: 0.8717 - d_accuracy: 0.5743Epoch 274: D Accuracy = 0.6193
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3235 - g_loss: 0.8717 - d_accuracy: 0.5759
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3159 - g_loss: 0.8868 - d_accuracy: 0.5872Epoch 275: D Accuracy = 0.5917
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3166 - g_loss: 0.8864 - d_accuracy: 0.5873
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3235 - g_loss: 0.8766 - d_accuracy: 0.5767Epoch 276: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3227 - g_loss: 0.8763 - d_accuracy: 0.5785
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3251 - g_loss: 0.8781 - d_accuracy: 0.5782Epoch 277: D Accuracy = 0.5321
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3265 - g_loss: 0.8775 - d_accuracy: 0.5765
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3161 - g_loss: 0.8796 - d_accuracy: 0.5848Epoch 278: D Accuracy = 0.6330
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3158 - g_loss: 0.8785 - d_accuracy: 0.5865
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3195 - g_loss: 0.8824 - d_accuracy: 0.5814Epoch 279: D Accuracy = 0.5642
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3196 - g_loss: 0.8820 - d_accuracy: 0.5808
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3081 - g_loss: 0.8915 - d_accuracy: 0.5966Epoch 280: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3063 - g_loss: 0.8929 - d_accuracy: 0.5978
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3177 - g_loss: 0.8829 - d_accuracy: 0.5890Epoch 281: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3161 - g_loss: 0.8850 - d_accuracy: 0.5904
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3147 - g_loss: 0.8868 - d_accuracy: 0.5914Epoch 282: D Accuracy = 0.6009
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3145 - g_loss: 0.8870 - d_accuracy: 0.5918
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3152 - g_loss: 0.8847 - d_accuracy: 0.5836Epoch 283: D Accuracy = 0.5413
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3162 - g_loss: 0.8837 - d_accuracy: 0.5821
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.8864 - d_accuracy: 0.5844Epoch 284: D Accuracy = 0.5872
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3164 - g_loss: 0.8840 - d_accuracy: 0.5845
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3134 - g_loss: 0.8888 - d_accuracy: 0.5921Epoch 285: D Accuracy = 0.5963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3141 - g_loss: 0.8863 - d_accuracy: 0.5923
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3134 - g_loss: 0.8902 - d_accuracy: 0.5929Epoch 286: D Accuracy = 0.5642
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3142 - g_loss: 0.8918 - d_accuracy: 0.5919
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3067 - g_loss: 0.8895 - d_accuracy: 0.5896Epoch 287: D Accuracy = 0.5826
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3077 - g_loss: 0.8889 - d_accuracy: 0.5893
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3183 - g_loss: 0.8843 - d_accuracy: 0.5907Epoch 288: D Accuracy = 0.5780
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3186 - g_loss: 0.8845 - d_accuracy: 0.5903
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3183 - g_loss: 0.8865 - d_accuracy: 0.5837Epoch 289: D Accuracy = 0.6468
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3166 - g_loss: 0.8870 - d_accuracy: 0.5860
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3127 - g_loss: 0.8867 - d_accuracy: 0.5877Epoch 290: D Accuracy = 0.5596
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3132 - g_loss: 0.8890 - d_accuracy: 0.5867
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3105 - g_loss: 0.8907 - d_accuracy: 0.5882Epoch 291: D Accuracy = 0.5963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3105 - g_loss: 0.8917 - d_accuracy: 0.5885
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3220 - g_loss: 0.8826 - d_accuracy: 0.5843Epoch 292: D Accuracy = 0.6055
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3219 - g_loss: 0.8797 - d_accuracy: 0.5851
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3137 - g_loss: 0.8870 - d_accuracy: 0.5961Epoch 293: D Accuracy = 0.6468
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3134 - g_loss: 0.8858 - d_accuracy: 0.5980
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3134 - g_loss: 0.8940 - d_accuracy: 0.5886Epoch 294: D Accuracy = 0.6376
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3123 - g_loss: 0.8966 - d_accuracy: 0.5903
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3116 - g_loss: 0.8876 - d_accuracy: 0.5937Epoch 295: D Accuracy = 0.5917
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3116 - g_loss: 0.8884 - d_accuracy: 0.5936
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3074 - g_loss: 0.8894 - d_accuracy: 0.5988Epoch 296: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3068 - g_loss: 0.8889 - d_accuracy: 0.5999
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3164 - g_loss: 0.8880 - d_accuracy: 0.5852Epoch 297: D Accuracy = 0.6330
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3151 - g_loss: 0.8876 - d_accuracy: 0.5869
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3184 - g_loss: 0.8838 - d_accuracy: 0.5847Epoch 298: D Accuracy = 0.6193
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3182 - g_loss: 0.8827 - d_accuracy: 0.5859
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3151 - g_loss: 0.8858 - d_accuracy: 0.5956Epoch 299: D Accuracy = 0.5459
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3164 - g_loss: 0.8861 - d_accuracy: 0.5938
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3069 - g_loss: 0.8910 - d_accuracy: 0.6000
Class 3 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.5826
27/27 [==============================] - 1s 41ms/step - d_loss: 1.3078 - g_loss: 0.8901 - d_accuracy: 0.5994
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3092 - g_loss: 0.8953 - d_accuracy: 0.5962Epoch 301: D Accuracy = 0.6009
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3082 - g_loss: 0.8984 - d_accuracy: 0.5964
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3112 - g_loss: 0.8893 - d_accuracy: 0.5936Epoch 302: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3095 - g_loss: 0.8901 - d_accuracy: 0.5948
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3054 - g_loss: 0.8974 - d_accuracy: 0.5904Epoch 303: D Accuracy = 0.5826
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3053 - g_loss: 0.8972 - d_accuracy: 0.5902
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3129 - g_loss: 0.8939 - d_accuracy: 0.5914Epoch 304: D Accuracy = 0.5963
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3129 - g_loss: 0.8936 - d_accuracy: 0.5916
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3131 - g_loss: 0.8856 - d_accuracy: 0.5944Epoch 305: D Accuracy = 0.6101
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3121 - g_loss: 0.8845 - d_accuracy: 0.5949
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3159 - g_loss: 0.8909 - d_accuracy: 0.5901Epoch 306: D Accuracy = 0.5734
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3159 - g_loss: 0.8915 - d_accuracy: 0.5895
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3082 - g_loss: 0.8906 - d_accuracy: 0.5913Epoch 307: D Accuracy = 0.5826
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3078 - g_loss: 0.8922 - d_accuracy: 0.5910
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3060 - g_loss: 0.8984 - d_accuracy: 0.5885Epoch 308: D Accuracy = 0.5963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3052 - g_loss: 0.8997 - d_accuracy: 0.5888
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3116 - g_loss: 0.8879 - d_accuracy: 0.5880Epoch 309: D Accuracy = 0.5826
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3117 - g_loss: 0.8891 - d_accuracy: 0.5878
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3078 - g_loss: 0.8909 - d_accuracy: 0.6007Epoch 310: D Accuracy = 0.6009
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3076 - g_loss: 0.8906 - d_accuracy: 0.6007
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.8992 - d_accuracy: 0.5917Epoch 311: D Accuracy = 0.6743
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3058 - g_loss: 0.9014 - d_accuracy: 0.5946
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3038 - g_loss: 0.8976 - d_accuracy: 0.6056Epoch 312: D Accuracy = 0.5734
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3039 - g_loss: 0.8984 - d_accuracy: 0.6044
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3117 - g_loss: 0.8956 - d_accuracy: 0.5979Epoch 313: D Accuracy = 0.5734
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3125 - g_loss: 0.8955 - d_accuracy: 0.5970
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3109 - g_loss: 0.8968 - d_accuracy: 0.5854Epoch 314: D Accuracy = 0.5321
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3106 - g_loss: 0.9015 - d_accuracy: 0.5835
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3025 - g_loss: 0.8966 - d_accuracy: 0.6038Epoch 315: D Accuracy = 0.6101
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3026 - g_loss: 0.8966 - d_accuracy: 0.6040
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3070 - g_loss: 0.8964 - d_accuracy: 0.5941Epoch 316: D Accuracy = 0.5872
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3077 - g_loss: 0.8952 - d_accuracy: 0.5938
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3093 - g_loss: 0.8950 - d_accuracy: 0.5995Epoch 317: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3070 - g_loss: 0.8977 - d_accuracy: 0.6006
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3058 - g_loss: 0.8957 - d_accuracy: 0.5973Epoch 318: D Accuracy = 0.5734
27/27 [==============================] - 1s 40ms/step - d_loss: 1.3073 - g_loss: 0.8953 - d_accuracy: 0.5965
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3073 - g_loss: 0.8930 - d_accuracy: 0.5938Epoch 319: D Accuracy = 0.5596
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3077 - g_loss: 0.8919 - d_accuracy: 0.5926
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3019 - g_loss: 0.8972 - d_accuracy: 0.6015Epoch 320: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3025 - g_loss: 0.8960 - d_accuracy: 0.6003
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3064 - g_loss: 0.9017 - d_accuracy: 0.5937Epoch 321: D Accuracy = 0.5459
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3075 - g_loss: 0.9035 - d_accuracy: 0.5920
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2952 - g_loss: 0.9046 - d_accuracy: 0.6137Epoch 322: D Accuracy = 0.6330
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2954 - g_loss: 0.9030 - d_accuracy: 0.6144
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3038 - g_loss: 0.9044 - d_accuracy: 0.5947Epoch 323: D Accuracy = 0.5642
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3042 - g_loss: 0.9064 - d_accuracy: 0.5936
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3042 - g_loss: 0.9012 - d_accuracy: 0.5944Epoch 324: D Accuracy = 0.5459
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3056 - g_loss: 0.9000 - d_accuracy: 0.5927
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3028 - g_loss: 0.8991 - d_accuracy: 0.6018Epoch 325: D Accuracy = 0.5872
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3036 - g_loss: 0.8992 - d_accuracy: 0.6012
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3079 - g_loss: 0.8959 - d_accuracy: 0.5930Epoch 326: D Accuracy = 0.5688
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3078 - g_loss: 0.8963 - d_accuracy: 0.5921
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3040 - g_loss: 0.9021 - d_accuracy: 0.5992Epoch 327: D Accuracy = 0.5780
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3050 - g_loss: 0.9029 - d_accuracy: 0.5985
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3023 - g_loss: 0.8999 - d_accuracy: 0.6021Epoch 328: D Accuracy = 0.5963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3022 - g_loss: 0.9016 - d_accuracy: 0.6019
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3026 - g_loss: 0.9008 - d_accuracy: 0.5988Epoch 329: D Accuracy = 0.6560
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3011 - g_loss: 0.9010 - d_accuracy: 0.6008
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3003 - g_loss: 0.9063 - d_accuracy: 0.6023Epoch 330: D Accuracy = 0.6147
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3006 - g_loss: 0.9108 - d_accuracy: 0.6028
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2928 - g_loss: 0.9063 - d_accuracy: 0.6128Epoch 331: D Accuracy = 0.5780
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2934 - g_loss: 0.9087 - d_accuracy: 0.6116
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3031 - g_loss: 0.9042 - d_accuracy: 0.6008Epoch 332: D Accuracy = 0.6055
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3042 - g_loss: 0.9044 - d_accuracy: 0.6010
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2987 - g_loss: 0.9041 - d_accuracy: 0.6027Epoch 333: D Accuracy = 0.5826
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2988 - g_loss: 0.9051 - d_accuracy: 0.6020
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2997 - g_loss: 0.9023 - d_accuracy: 0.6097Epoch 334: D Accuracy = 0.6101
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3006 - g_loss: 0.9008 - d_accuracy: 0.6097
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3016 - g_loss: 0.9004 - d_accuracy: 0.5947Epoch 335: D Accuracy = 0.5917
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3029 - g_loss: 0.8984 - d_accuracy: 0.5946
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2960 - g_loss: 0.9070 - d_accuracy: 0.6057Epoch 336: D Accuracy = 0.6147
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2963 - g_loss: 0.9061 - d_accuracy: 0.6060
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2974 - g_loss: 0.9108 - d_accuracy: 0.5993Epoch 337: D Accuracy = 0.5826
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2972 - g_loss: 0.9130 - d_accuracy: 0.5987
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2998 - g_loss: 0.9027 - d_accuracy: 0.6004Epoch 338: D Accuracy = 0.6284
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2988 - g_loss: 0.9025 - d_accuracy: 0.6014
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2975 - g_loss: 0.9081 - d_accuracy: 0.6047Epoch 339: D Accuracy = 0.6009
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2981 - g_loss: 0.9084 - d_accuracy: 0.6046
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2976 - g_loss: 0.9063 - d_accuracy: 0.6013Epoch 340: D Accuracy = 0.5321
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2992 - g_loss: 0.9045 - d_accuracy: 0.5988
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2998 - g_loss: 0.9055 - d_accuracy: 0.6015Epoch 341: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3004 - g_loss: 0.9046 - d_accuracy: 0.6003
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2915 - g_loss: 0.9129 - d_accuracy: 0.6123Epoch 342: D Accuracy = 0.6606
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2905 - g_loss: 0.9141 - d_accuracy: 0.6140
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2970 - g_loss: 0.9052 - d_accuracy: 0.6061Epoch 343: D Accuracy = 0.5826
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2982 - g_loss: 0.9027 - d_accuracy: 0.6052
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3053 - g_loss: 0.9042 - d_accuracy: 0.5958Epoch 344: D Accuracy = 0.6055
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3055 - g_loss: 0.9049 - d_accuracy: 0.5961
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2852 - g_loss: 0.9163 - d_accuracy: 0.6166Epoch 345: D Accuracy = 0.6330
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2851 - g_loss: 0.9157 - d_accuracy: 0.6172
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2941 - g_loss: 0.9133 - d_accuracy: 0.6053Epoch 346: D Accuracy = 0.5459
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2945 - g_loss: 0.9123 - d_accuracy: 0.6032
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2937 - g_loss: 0.9094 - d_accuracy: 0.6042Epoch 347: D Accuracy = 0.6147
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2933 - g_loss: 0.9086 - d_accuracy: 0.6046
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2930 - g_loss: 0.9161 - d_accuracy: 0.6048Epoch 348: D Accuracy = 0.5596
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2943 - g_loss: 0.9145 - d_accuracy: 0.6032
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2915 - g_loss: 0.9101 - d_accuracy: 0.6082Epoch 349: D Accuracy = 0.6514
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2902 - g_loss: 0.9097 - d_accuracy: 0.6097
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9163 - d_accuracy: 0.6204Epoch 350: D Accuracy = 0.6560
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2852 - g_loss: 0.9151 - d_accuracy: 0.6216
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2983 - g_loss: 0.9109 - d_accuracy: 0.6022Epoch 351: D Accuracy = 0.5963
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2989 - g_loss: 0.9090 - d_accuracy: 0.6020
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2879 - g_loss: 0.9218 - d_accuracy: 0.6144Epoch 352: D Accuracy = 0.5734
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2874 - g_loss: 0.9261 - d_accuracy: 0.6129
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2968 - g_loss: 0.9063 - d_accuracy: 0.6096Epoch 353: D Accuracy = 0.6972
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2944 - g_loss: 0.9082 - d_accuracy: 0.6127
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2895 - g_loss: 0.9147 - d_accuracy: 0.6071Epoch 354: D Accuracy = 0.5596
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2908 - g_loss: 0.9120 - d_accuracy: 0.6054
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2970 - g_loss: 0.9123 - d_accuracy: 0.6011Epoch 355: D Accuracy = 0.6239
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2965 - g_loss: 0.9134 - d_accuracy: 0.6019
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2881 - g_loss: 0.9149 - d_accuracy: 0.6141Epoch 356: D Accuracy = 0.5734
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2889 - g_loss: 0.9155 - d_accuracy: 0.6127
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2911 - g_loss: 0.9125 - d_accuracy: 0.6153Epoch 357: D Accuracy = 0.5734
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2920 - g_loss: 0.9133 - d_accuracy: 0.6138
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2881 - g_loss: 0.9160 - d_accuracy: 0.6124Epoch 358: D Accuracy = 0.6376
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2873 - g_loss: 0.9174 - d_accuracy: 0.6133
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2901 - g_loss: 0.9107 - d_accuracy: 0.6060Epoch 359: D Accuracy = 0.6193
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2893 - g_loss: 0.9109 - d_accuracy: 0.6065
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2902 - g_loss: 0.9126 - d_accuracy: 0.6157Epoch 360: D Accuracy = 0.6009
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2900 - g_loss: 0.9123 - d_accuracy: 0.6152
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2815 - g_loss: 0.9200 - d_accuracy: 0.6191Epoch 361: D Accuracy = 0.6101
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2838 - g_loss: 0.9175 - d_accuracy: 0.6188
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2866 - g_loss: 0.9204 - d_accuracy: 0.6146Epoch 362: D Accuracy = 0.6376
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2865 - g_loss: 0.9204 - d_accuracy: 0.6154
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2853 - g_loss: 0.9221 - d_accuracy: 0.6153Epoch 363: D Accuracy = 0.6009
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2866 - g_loss: 0.9227 - d_accuracy: 0.6148
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2921 - g_loss: 0.9120 - d_accuracy: 0.6087Epoch 364: D Accuracy = 0.5963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2925 - g_loss: 0.9109 - d_accuracy: 0.6083
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2935 - g_loss: 0.9133 - d_accuracy: 0.6103Epoch 365: D Accuracy = 0.5642
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2941 - g_loss: 0.9110 - d_accuracy: 0.6087
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2864 - g_loss: 0.9173 - d_accuracy: 0.6164Epoch 366: D Accuracy = 0.6284
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2855 - g_loss: 0.9165 - d_accuracy: 0.6169
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2829 - g_loss: 0.9227 - d_accuracy: 0.6215Epoch 367: D Accuracy = 0.5275
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2849 - g_loss: 0.9206 - d_accuracy: 0.6182
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2902 - g_loss: 0.9186 - d_accuracy: 0.6152Epoch 368: D Accuracy = 0.5505
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2914 - g_loss: 0.9171 - d_accuracy: 0.6128
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2864 - g_loss: 0.9195 - d_accuracy: 0.6229Epoch 369: D Accuracy = 0.6147
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2874 - g_loss: 0.9165 - d_accuracy: 0.6226
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2856 - g_loss: 0.9235 - d_accuracy: 0.6169Epoch 370: D Accuracy = 0.5734
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2855 - g_loss: 0.9257 - d_accuracy: 0.6153
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2903 - g_loss: 0.9182 - d_accuracy: 0.6111Epoch 371: D Accuracy = 0.5688
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2913 - g_loss: 0.9174 - d_accuracy: 0.6095
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2817 - g_loss: 0.9226 - d_accuracy: 0.6182Epoch 372: D Accuracy = 0.6514
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2806 - g_loss: 0.9242 - d_accuracy: 0.6194
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2856 - g_loss: 0.9235 - d_accuracy: 0.6140Epoch 373: D Accuracy = 0.5596
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2876 - g_loss: 0.9233 - d_accuracy: 0.6121
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2844 - g_loss: 0.9230 - d_accuracy: 0.6154Epoch 374: D Accuracy = 0.6009
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2842 - g_loss: 0.9237 - d_accuracy: 0.6149
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2876 - g_loss: 0.9204 - d_accuracy: 0.6110Epoch 375: D Accuracy = 0.6651
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2865 - g_loss: 0.9217 - d_accuracy: 0.6129
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9158 - d_accuracy: 0.6107Epoch 376: D Accuracy = 0.6101
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2887 - g_loss: 0.9145 - d_accuracy: 0.6107
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2856 - g_loss: 0.9225 - d_accuracy: 0.6171Epoch 377: D Accuracy = 0.6697
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2838 - g_loss: 0.9221 - d_accuracy: 0.6190
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9249 - d_accuracy: 0.6213Epoch 378: D Accuracy = 0.7156
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2804 - g_loss: 0.9267 - d_accuracy: 0.6246
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2827 - g_loss: 0.9242 - d_accuracy: 0.6150Epoch 379: D Accuracy = 0.5321
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2847 - g_loss: 0.9213 - d_accuracy: 0.6121
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2767 - g_loss: 0.9264 - d_accuracy: 0.6210Epoch 380: D Accuracy = 0.6101
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2759 - g_loss: 0.9271 - d_accuracy: 0.6206
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2722 - g_loss: 0.9400 - d_accuracy: 0.6259Epoch 381: D Accuracy = 0.6606
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2722 - g_loss: 0.9394 - d_accuracy: 0.6271
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2803 - g_loss: 0.9305 - d_accuracy: 0.6182Epoch 382: D Accuracy = 0.5780
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2807 - g_loss: 0.9323 - d_accuracy: 0.6168
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2731 - g_loss: 0.9378 - d_accuracy: 0.6187Epoch 383: D Accuracy = 0.5917
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2739 - g_loss: 0.9394 - d_accuracy: 0.6177
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2786 - g_loss: 0.9297 - d_accuracy: 0.6167Epoch 384: D Accuracy = 0.6239
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2779 - g_loss: 0.9299 - d_accuracy: 0.6170
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9311 - d_accuracy: 0.6157Epoch 385: D Accuracy = 0.6514
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2798 - g_loss: 0.9320 - d_accuracy: 0.6170
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2768 - g_loss: 0.9312 - d_accuracy: 0.6211Epoch 386: D Accuracy = 0.6239
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2774 - g_loss: 0.9299 - d_accuracy: 0.6212
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2788 - g_loss: 0.9352 - d_accuracy: 0.6133Epoch 387: D Accuracy = 0.6651
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2777 - g_loss: 0.9362 - d_accuracy: 0.6152
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2767 - g_loss: 0.9289 - d_accuracy: 0.6238Epoch 388: D Accuracy = 0.6193
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2769 - g_loss: 0.9294 - d_accuracy: 0.6236
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2705 - g_loss: 0.9360 - d_accuracy: 0.6264Epoch 389: D Accuracy = 0.5642
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2713 - g_loss: 0.9395 - d_accuracy: 0.6241
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2774 - g_loss: 0.9364 - d_accuracy: 0.6169Epoch 390: D Accuracy = 0.5780
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2776 - g_loss: 0.9380 - d_accuracy: 0.6155
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2740 - g_loss: 0.9383 - d_accuracy: 0.6199Epoch 391: D Accuracy = 0.6009
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2739 - g_loss: 0.9395 - d_accuracy: 0.6192
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2711 - g_loss: 0.9362 - d_accuracy: 0.6295Epoch 392: D Accuracy = 0.6009
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2722 - g_loss: 0.9353 - d_accuracy: 0.6284
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2734 - g_loss: 0.9358 - d_accuracy: 0.6196Epoch 393: D Accuracy = 0.6055
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2744 - g_loss: 0.9356 - d_accuracy: 0.6191
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2809 - g_loss: 0.9313 - d_accuracy: 0.6230Epoch 394: D Accuracy = 0.6835
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2792 - g_loss: 0.9305 - d_accuracy: 0.6251
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2727 - g_loss: 0.9354 - d_accuracy: 0.6265Epoch 395: D Accuracy = 0.5596
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2741 - g_loss: 0.9331 - d_accuracy: 0.6241
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2654 - g_loss: 0.9433 - d_accuracy: 0.6347Epoch 396: D Accuracy = 0.6376
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2656 - g_loss: 0.9434 - d_accuracy: 0.6348
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2688 - g_loss: 0.9358 - d_accuracy: 0.6313Epoch 397: D Accuracy = 0.6651
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2680 - g_loss: 0.9342 - d_accuracy: 0.6325
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 0.9405 - d_accuracy: 0.6341Epoch 398: D Accuracy = 0.6330
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2695 - g_loss: 0.9375 - d_accuracy: 0.6341
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2713 - g_loss: 0.9396 - d_accuracy: 0.6263Epoch 399: D Accuracy = 0.5734
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2723 - g_loss: 0.9400 - d_accuracy: 0.6244
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2770 - g_loss: 0.9342 - d_accuracy: 0.6208
Class 3 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.6101
27/27 [==============================] - 1s 43ms/step - d_loss: 1.2769 - g_loss: 0.9352 - d_accuracy: 0.6204
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2770 - g_loss: 0.9327 - d_accuracy: 0.6160Epoch 401: D Accuracy = 0.6055
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2782 - g_loss: 0.9298 - d_accuracy: 0.6157
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2669 - g_loss: 0.9401 - d_accuracy: 0.6317Epoch 402: D Accuracy = 0.6330
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2663 - g_loss: 0.9411 - d_accuracy: 0.6317
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2697 - g_loss: 0.9425 - d_accuracy: 0.6270Epoch 403: D Accuracy = 0.6055
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2704 - g_loss: 0.9403 - d_accuracy: 0.6263
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2672 - g_loss: 0.9429 - d_accuracy: 0.6315Epoch 404: D Accuracy = 0.6514
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2667 - g_loss: 0.9441 - d_accuracy: 0.6322
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2721 - g_loss: 0.9355 - d_accuracy: 0.6267Epoch 405: D Accuracy = 0.6193
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2727 - g_loss: 0.9351 - d_accuracy: 0.6264
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2636 - g_loss: 0.9417 - d_accuracy: 0.6311Epoch 406: D Accuracy = 0.6101
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2646 - g_loss: 0.9412 - d_accuracy: 0.6304
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 0.9495 - d_accuracy: 0.6343Epoch 407: D Accuracy = 0.6147
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2608 - g_loss: 0.9490 - d_accuracy: 0.6336
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2594 - g_loss: 0.9516 - d_accuracy: 0.6415Epoch 408: D Accuracy = 0.5596
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2608 - g_loss: 0.9515 - d_accuracy: 0.6386
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2680 - g_loss: 0.9439 - d_accuracy: 0.6288Epoch 409: D Accuracy = 0.6330
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2670 - g_loss: 0.9438 - d_accuracy: 0.6289
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2673 - g_loss: 0.9440 - d_accuracy: 0.6304Epoch 410: D Accuracy = 0.5963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2686 - g_loss: 0.9440 - d_accuracy: 0.6292
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2753 - g_loss: 0.9411 - d_accuracy: 0.6214Epoch 411: D Accuracy = 0.5780
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2766 - g_loss: 0.9415 - d_accuracy: 0.6198
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2560 - g_loss: 0.9524 - d_accuracy: 0.6362Epoch 412: D Accuracy = 0.6468
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2552 - g_loss: 0.9546 - d_accuracy: 0.6366
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2638 - g_loss: 0.9460 - d_accuracy: 0.6341Epoch 413: D Accuracy = 0.6606
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2640 - g_loss: 0.9448 - d_accuracy: 0.6351
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2700 - g_loss: 0.9427 - d_accuracy: 0.6322Epoch 414: D Accuracy = 0.6468
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2693 - g_loss: 0.9401 - d_accuracy: 0.6327
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2635 - g_loss: 0.9528 - d_accuracy: 0.6305Epoch 415: D Accuracy = 0.6330
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2629 - g_loss: 0.9535 - d_accuracy: 0.6306
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2619 - g_loss: 0.9464 - d_accuracy: 0.6342Epoch 416: D Accuracy = 0.6147
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2616 - g_loss: 0.9486 - d_accuracy: 0.6335
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2694 - g_loss: 0.9457 - d_accuracy: 0.6214Epoch 417: D Accuracy = 0.6606
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2673 - g_loss: 0.9488 - d_accuracy: 0.6228
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2558 - g_loss: 0.9531 - d_accuracy: 0.6390Epoch 418: D Accuracy = 0.6468
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2554 - g_loss: 0.9528 - d_accuracy: 0.6393
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2625 - g_loss: 0.9482 - d_accuracy: 0.6365Epoch 419: D Accuracy = 0.6101
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2627 - g_loss: 0.9485 - d_accuracy: 0.6355
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2598 - g_loss: 0.9515 - d_accuracy: 0.6385Epoch 420: D Accuracy = 0.6606
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2600 - g_loss: 0.9503 - d_accuracy: 0.6393
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2591 - g_loss: 0.9532 - d_accuracy: 0.6292Epoch 421: D Accuracy = 0.7339
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2564 - g_loss: 0.9528 - d_accuracy: 0.6329
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2570 - g_loss: 0.9544 - d_accuracy: 0.6413Epoch 422: D Accuracy = 0.6560
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2568 - g_loss: 0.9537 - d_accuracy: 0.6419
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2587 - g_loss: 0.9519 - d_accuracy: 0.6337Epoch 423: D Accuracy = 0.6376
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2583 - g_loss: 0.9553 - d_accuracy: 0.6339
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2612 - g_loss: 0.9498 - d_accuracy: 0.6338Epoch 424: D Accuracy = 0.6514
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2609 - g_loss: 0.9469 - d_accuracy: 0.6344
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2606 - g_loss: 0.9545 - d_accuracy: 0.6341Epoch 425: D Accuracy = 0.6330
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2600 - g_loss: 0.9562 - d_accuracy: 0.6341
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2691 - g_loss: 0.9492 - d_accuracy: 0.6284Epoch 426: D Accuracy = 0.6376
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2694 - g_loss: 0.9479 - d_accuracy: 0.6287
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2574 - g_loss: 0.9556 - d_accuracy: 0.6354Epoch 427: D Accuracy = 0.6101
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2593 - g_loss: 0.9539 - d_accuracy: 0.6345
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9562 - d_accuracy: 0.6362Epoch 428: D Accuracy = 0.6193
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2592 - g_loss: 0.9592 - d_accuracy: 0.6356
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2636 - g_loss: 0.9497 - d_accuracy: 0.6312Epoch 429: D Accuracy = 0.7110
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2608 - g_loss: 0.9524 - d_accuracy: 0.6341
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2531 - g_loss: 0.9641 - d_accuracy: 0.6360Epoch 430: D Accuracy = 0.6009
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2536 - g_loss: 0.9642 - d_accuracy: 0.6347
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2621 - g_loss: 0.9519 - d_accuracy: 0.6323Epoch 431: D Accuracy = 0.6514
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2611 - g_loss: 0.9531 - d_accuracy: 0.6330
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2595 - g_loss: 0.9544 - d_accuracy: 0.6356Epoch 432: D Accuracy = 0.6468
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2593 - g_loss: 0.9544 - d_accuracy: 0.6360
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2445 - g_loss: 0.9670 - d_accuracy: 0.6476Epoch 433: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2447 - g_loss: 0.9665 - d_accuracy: 0.6469
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2549 - g_loss: 0.9600 - d_accuracy: 0.6377Epoch 434: D Accuracy = 0.6239
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2544 - g_loss: 0.9645 - d_accuracy: 0.6372
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2503 - g_loss: 0.9672 - d_accuracy: 0.6465Epoch 435: D Accuracy = 0.6422
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2497 - g_loss: 0.9700 - d_accuracy: 0.6463
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2549 - g_loss: 0.9563 - d_accuracy: 0.6337Epoch 436: D Accuracy = 0.6284
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2540 - g_loss: 0.9577 - d_accuracy: 0.6335
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2552 - g_loss: 0.9599 - d_accuracy: 0.6469Epoch 437: D Accuracy = 0.6927
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2537 - g_loss: 0.9594 - d_accuracy: 0.6485
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2561 - g_loss: 0.9596 - d_accuracy: 0.6340Epoch 438: D Accuracy = 0.6055
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2565 - g_loss: 0.9603 - d_accuracy: 0.6330
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2481 - g_loss: 0.9665 - d_accuracy: 0.6463Epoch 439: D Accuracy = 0.6651
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2479 - g_loss: 0.9648 - d_accuracy: 0.6470
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2436 - g_loss: 0.9710 - d_accuracy: 0.6490Epoch 440: D Accuracy = 0.6009
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2445 - g_loss: 0.9698 - d_accuracy: 0.6473
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2557 - g_loss: 0.9618 - d_accuracy: 0.6348Epoch 441: D Accuracy = 0.6468
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2557 - g_loss: 0.9612 - d_accuracy: 0.6352
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2474 - g_loss: 0.9725 - d_accuracy: 0.6465Epoch 442: D Accuracy = 0.6422
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2486 - g_loss: 0.9689 - d_accuracy: 0.6463
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2433 - g_loss: 0.9690 - d_accuracy: 0.6466Epoch 443: D Accuracy = 0.6835
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2417 - g_loss: 0.9683 - d_accuracy: 0.6479
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2519 - g_loss: 0.9675 - d_accuracy: 0.6371Epoch 444: D Accuracy = 0.6193
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2534 - g_loss: 0.9658 - d_accuracy: 0.6364
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2498 - g_loss: 0.9721 - d_accuracy: 0.6418Epoch 445: D Accuracy = 0.6009
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2513 - g_loss: 0.9740 - d_accuracy: 0.6403
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2506 - g_loss: 0.9635 - d_accuracy: 0.6398Epoch 446: D Accuracy = 0.6193
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2505 - g_loss: 0.9647 - d_accuracy: 0.6391
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2474 - g_loss: 0.9780 - d_accuracy: 0.6439Epoch 447: D Accuracy = 0.5367
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2500 - g_loss: 0.9808 - d_accuracy: 0.6400
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2418 - g_loss: 0.9720 - d_accuracy: 0.6514Epoch 448: D Accuracy = 0.6789
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2418 - g_loss: 0.9710 - d_accuracy: 0.6524
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2502 - g_loss: 0.9757 - d_accuracy: 0.6404Epoch 449: D Accuracy = 0.6468
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2483 - g_loss: 0.9797 - d_accuracy: 0.6406
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2398 - g_loss: 0.9777 - d_accuracy: 0.6511Epoch 450: D Accuracy = 0.7018
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2384 - g_loss: 0.9804 - d_accuracy: 0.6529
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2503 - g_loss: 0.9709 - d_accuracy: 0.6435Epoch 451: D Accuracy = 0.6101
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2511 - g_loss: 0.9730 - d_accuracy: 0.6424
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2488 - g_loss: 0.9650 - d_accuracy: 0.6438Epoch 452: D Accuracy = 0.6606
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2477 - g_loss: 0.9626 - d_accuracy: 0.6444
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2390 - g_loss: 0.9774 - d_accuracy: 0.6488Epoch 453: D Accuracy = 0.6468
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2399 - g_loss: 0.9743 - d_accuracy: 0.6487
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2393 - g_loss: 0.9807 - d_accuracy: 0.6536Epoch 454: D Accuracy = 0.6972
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2386 - g_loss: 0.9800 - d_accuracy: 0.6551
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2515 - g_loss: 0.9667 - d_accuracy: 0.6482Epoch 455: D Accuracy = 0.6330
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2509 - g_loss: 0.9670 - d_accuracy: 0.6476
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2421 - g_loss: 0.9819 - d_accuracy: 0.6539Epoch 456: D Accuracy = 0.6330
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2413 - g_loss: 0.9865 - d_accuracy: 0.6532
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2450 - g_loss: 0.9700 - d_accuracy: 0.6516Epoch 457: D Accuracy = 0.6514
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2447 - g_loss: 0.9677 - d_accuracy: 0.6516
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2418 - g_loss: 0.9761 - d_accuracy: 0.6499Epoch 458: D Accuracy = 0.6651
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2426 - g_loss: 0.9728 - d_accuracy: 0.6505
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2359 - g_loss: 0.9802 - d_accuracy: 0.6533Epoch 459: D Accuracy = 0.6422
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2364 - g_loss: 0.9796 - d_accuracy: 0.6529
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2475 - g_loss: 0.9692 - d_accuracy: 0.6461Epoch 460: D Accuracy = 0.6789
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2468 - g_loss: 0.9702 - d_accuracy: 0.6473
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2397 - g_loss: 0.9812 - d_accuracy: 0.6559Epoch 461: D Accuracy = 0.5963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2423 - g_loss: 0.9848 - d_accuracy: 0.6538
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2397 - g_loss: 0.9850 - d_accuracy: 0.6536Epoch 462: D Accuracy = 0.7064
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2379 - g_loss: 0.9861 - d_accuracy: 0.6555
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2406 - g_loss: 0.9789 - d_accuracy: 0.6548Epoch 463: D Accuracy = 0.6284
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2416 - g_loss: 0.9771 - d_accuracy: 0.6538
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2391 - g_loss: 0.9821 - d_accuracy: 0.6514Epoch 464: D Accuracy = 0.6376
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2390 - g_loss: 0.9848 - d_accuracy: 0.6509
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2351 - g_loss: 0.9831 - d_accuracy: 0.6596Epoch 465: D Accuracy = 0.7064
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2349 - g_loss: 0.9808 - d_accuracy: 0.6612
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2351 - g_loss: 0.9856 - d_accuracy: 0.6556Epoch 466: D Accuracy = 0.6789
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2354 - g_loss: 0.9853 - d_accuracy: 0.6565
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2328 - g_loss: 0.9881 - d_accuracy: 0.6581Epoch 467: D Accuracy = 0.6743
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2320 - g_loss: 0.9856 - d_accuracy: 0.6587
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2344 - g_loss: 0.9896 - d_accuracy: 0.6570Epoch 468: D Accuracy = 0.6330
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2343 - g_loss: 0.9936 - d_accuracy: 0.6561
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2310 - g_loss: 0.9799 - d_accuracy: 0.6612Epoch 469: D Accuracy = 0.6697
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2308 - g_loss: 0.9798 - d_accuracy: 0.6615
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2399 - g_loss: 0.9907 - d_accuracy: 0.6473Epoch 470: D Accuracy = 0.6560
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2386 - g_loss: 0.9922 - d_accuracy: 0.6476
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2347 - g_loss: 0.9859 - d_accuracy: 0.6595Epoch 471: D Accuracy = 0.5642
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2367 - g_loss: 0.9833 - d_accuracy: 0.6561
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2308 - g_loss: 0.9887 - d_accuracy: 0.6593Epoch 472: D Accuracy = 0.6376
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2312 - g_loss: 0.9881 - d_accuracy: 0.6585
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2315 - g_loss: 0.9939 - d_accuracy: 0.6541Epoch 473: D Accuracy = 0.7064
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2300 - g_loss: 0.9961 - d_accuracy: 0.6559
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2337 - g_loss: 0.9919 - d_accuracy: 0.6639Epoch 474: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2352 - g_loss: 0.9917 - d_accuracy: 0.6626
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2382 - g_loss: 0.9891 - d_accuracy: 0.6451Epoch 475: D Accuracy = 0.6789
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2366 - g_loss: 0.9857 - d_accuracy: 0.6463
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2291 - g_loss: 0.9991 - d_accuracy: 0.6495Epoch 476: D Accuracy = 0.7110
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2280 - g_loss: 0.9992 - d_accuracy: 0.6517
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2318 - g_loss: 0.9900 - d_accuracy: 0.6540Epoch 477: D Accuracy = 0.6376
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2328 - g_loss: 0.9872 - d_accuracy: 0.6534
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2337 - g_loss: 0.9835 - d_accuracy: 0.6587Epoch 478: D Accuracy = 0.6239
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2339 - g_loss: 0.9841 - d_accuracy: 0.6574
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2337 - g_loss: 0.9932 - d_accuracy: 0.6545Epoch 479: D Accuracy = 0.6330
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2344 - g_loss: 0.9954 - d_accuracy: 0.6538
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2220 - g_loss: 0.9977 - d_accuracy: 0.6643Epoch 480: D Accuracy = 0.7064
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2208 - g_loss: 0.9998 - d_accuracy: 0.6658
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2341 - g_loss: 0.9962 - d_accuracy: 0.6525Epoch 481: D Accuracy = 0.6422
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2338 - g_loss: 0.9983 - d_accuracy: 0.6522
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2231 - g_loss: 1.0012 - d_accuracy: 0.6622Epoch 482: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2231 - g_loss: 1.0028 - d_accuracy: 0.6610
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2259 - g_loss: 0.9994 - d_accuracy: 0.6676Epoch 483: D Accuracy = 0.7156
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2238 - g_loss: 1.0012 - d_accuracy: 0.6693
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2267 - g_loss: 1.0057 - d_accuracy: 0.6560Epoch 484: D Accuracy = 0.6881
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2260 - g_loss: 1.0072 - d_accuracy: 0.6571
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2210 - g_loss: 1.0031 - d_accuracy: 0.6685Epoch 485: D Accuracy = 0.6789
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2220 - g_loss: 1.0030 - d_accuracy: 0.6689
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2314 - g_loss: 1.0008 - d_accuracy: 0.6514Epoch 486: D Accuracy = 0.6101
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2348 - g_loss: 0.9961 - d_accuracy: 0.6499
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2358 - g_loss: 0.9863 - d_accuracy: 0.6598Epoch 487: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2359 - g_loss: 0.9880 - d_accuracy: 0.6587
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2254 - g_loss: 1.0005 - d_accuracy: 0.6648Epoch 488: D Accuracy = 0.6881
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2250 - g_loss: 1.0002 - d_accuracy: 0.6656
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2312 - g_loss: 0.9950 - d_accuracy: 0.6570Epoch 489: D Accuracy = 0.6927
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2302 - g_loss: 0.9943 - d_accuracy: 0.6583
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2206 - g_loss: 1.0091 - d_accuracy: 0.6658Epoch 490: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2224 - g_loss: 1.0083 - d_accuracy: 0.6644
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2229 - g_loss: 1.0024 - d_accuracy: 0.6677Epoch 491: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2236 - g_loss: 1.0048 - d_accuracy: 0.6663
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2175 - g_loss: 1.0018 - d_accuracy: 0.6714Epoch 492: D Accuracy = 0.7248
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2157 - g_loss: 1.0015 - d_accuracy: 0.6733
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2169 - g_loss: 1.0127 - d_accuracy: 0.6633Epoch 493: D Accuracy = 0.5963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2178 - g_loss: 1.0152 - d_accuracy: 0.6609
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2242 - g_loss: 1.0001 - d_accuracy: 0.6592Epoch 494: D Accuracy = 0.6193
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2247 - g_loss: 0.9983 - d_accuracy: 0.6578
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2229 - g_loss: 1.0040 - d_accuracy: 0.6682Epoch 495: D Accuracy = 0.6147
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2255 - g_loss: 1.0029 - d_accuracy: 0.6663
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2252 - g_loss: 1.0032 - d_accuracy: 0.6617Epoch 496: D Accuracy = 0.7064
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2244 - g_loss: 0.9999 - d_accuracy: 0.6633
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2229 - g_loss: 1.0057 - d_accuracy: 0.6623Epoch 497: D Accuracy = 0.6606
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2237 - g_loss: 1.0000 - d_accuracy: 0.6623
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2179 - g_loss: 1.0126 - d_accuracy: 0.6647Epoch 498: D Accuracy = 0.7202
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2165 - g_loss: 1.0130 - d_accuracy: 0.6667
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2109 - g_loss: 1.0111 - d_accuracy: 0.6757Epoch 499: D Accuracy = 0.6697
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2108 - g_loss: 1.0075 - d_accuracy: 0.6755
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2188 - g_loss: 1.0087 - d_accuracy: 0.6688
Class 3 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.6422
27/27 [==============================] - 1s 42ms/step - d_loss: 1.2195 - g_loss: 1.0061 - d_accuracy: 0.6678
Training DCGAN for class 4...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.4052 - g_loss: 0.9059 - d_accuracy: 0.5977WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0173s vs `on_train_batch_end` time: 0.0189s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 1.0362 - g_loss: 1.3425 - d_accuracy: 0.7783
Epoch 1: Generator loss improved from inf to 1.7600. Saving weights.
Epoch 1: D Accuracy = 0.8923
27/27 [==============================] - 2s 36ms/step - d_loss: 1.0279 - g_loss: 1.3574 - d_accuracy: 0.7823
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9990 - g_loss: 1.5217 - d_accuracy: 0.8069
Epoch 2: Generator loss improved from 1.7600 to 1.3721. Saving weights.
Epoch 2: D Accuracy = 0.6769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0090 - g_loss: 1.5164 - d_accuracy: 0.8023
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9398 - g_loss: 1.5804 - d_accuracy: 0.8245Epoch 3: D Accuracy = 0.8231
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9357 - g_loss: 1.5975 - d_accuracy: 0.8244
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7366 - g_loss: 1.9924 - d_accuracy: 0.9009Epoch 4: D Accuracy = 0.9462
27/27 [==============================] - 1s 34ms/step - d_loss: 0.7314 - g_loss: 2.0108 - d_accuracy: 0.9025
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5670 - g_loss: 2.7285 - d_accuracy: 0.9499Epoch 5: D Accuracy = 0.9923
27/27 [==============================] - 1s 34ms/step - d_loss: 0.5642 - g_loss: 2.7273 - d_accuracy: 0.9515
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4926 - g_loss: 3.3860 - d_accuracy: 0.9698Epoch 6: D Accuracy = 0.9462
27/27 [==============================] - 1s 35ms/step - d_loss: 0.4918 - g_loss: 3.3950 - d_accuracy: 0.9689
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4526 - g_loss: 3.7744 - d_accuracy: 0.9799Epoch 7: D Accuracy = 0.9846
27/27 [==============================] - 1s 36ms/step - d_loss: 0.4522 - g_loss: 3.7743 - d_accuracy: 0.9801
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4354 - g_loss: 4.1700 - d_accuracy: 0.9809Epoch 8: D Accuracy = 0.9769
27/27 [==============================] - 1s 36ms/step - d_loss: 0.4359 - g_loss: 4.1576 - d_accuracy: 0.9808
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4232 - g_loss: 4.3898 - d_accuracy: 0.9848Epoch 9: D Accuracy = 0.9692
27/27 [==============================] - 1s 36ms/step - d_loss: 0.4235 - g_loss: 4.3982 - d_accuracy: 0.9843
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4132 - g_loss: 4.5796 - d_accuracy: 0.9868Epoch 10: D Accuracy = 1.0000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.4127 - g_loss: 4.5725 - d_accuracy: 0.9873
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4039 - g_loss: 4.7008 - d_accuracy: 0.9884Epoch 11: D Accuracy = 0.9923
27/27 [==============================] - 1s 35ms/step - d_loss: 0.4037 - g_loss: 4.7047 - d_accuracy: 0.9886
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3971 - g_loss: 4.8200 - d_accuracy: 0.9916Epoch 12: D Accuracy = 0.9846
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3970 - g_loss: 4.8256 - d_accuracy: 0.9914
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3896 - g_loss: 5.0095 - d_accuracy: 0.9936Epoch 13: D Accuracy = 1.0000
27/27 [==============================] - 1s 34ms/step - d_loss: 0.3887 - g_loss: 5.0195 - d_accuracy: 0.9939
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4958 - g_loss: 4.2571 - d_accuracy: 0.9580Epoch 14: D Accuracy = 0.7846
27/27 [==============================] - 1s 35ms/step - d_loss: 0.5123 - g_loss: 4.1712 - d_accuracy: 0.9518
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2054 - g_loss: 1.5855 - d_accuracy: 0.7368
Epoch 15: Generator loss improved from 1.3721 to 0.7957. Saving weights.
Epoch 15: D Accuracy = 0.6385
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2130 - g_loss: 1.5573 - d_accuracy: 0.7332
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2729 - g_loss: 1.2478 - d_accuracy: 0.6791Epoch 16: D Accuracy = 0.5692
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2769 - g_loss: 1.2415 - d_accuracy: 0.6751
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2486 - g_loss: 1.1304 - d_accuracy: 0.6670Epoch 17: D Accuracy = 0.6615
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2480 - g_loss: 1.1365 - d_accuracy: 0.6668
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2476 - g_loss: 1.1051 - d_accuracy: 0.6579Epoch 18: D Accuracy = 0.6846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2464 - g_loss: 1.1127 - d_accuracy: 0.6588
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2547 - g_loss: 1.0692 - d_accuracy: 0.6521Epoch 19: D Accuracy = 0.6462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2526 - g_loss: 1.0716 - d_accuracy: 0.6519
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2557 - g_loss: 1.0770 - d_accuracy: 0.6577Epoch 20: D Accuracy = 0.6923
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2537 - g_loss: 1.0784 - d_accuracy: 0.6590
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2458 - g_loss: 1.0642 - d_accuracy: 0.6579Epoch 21: D Accuracy = 0.6462
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2462 - g_loss: 1.0674 - d_accuracy: 0.6575
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2300 - g_loss: 1.0649 - d_accuracy: 0.6697Epoch 22: D Accuracy = 0.7000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2293 - g_loss: 1.0642 - d_accuracy: 0.6708
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2144 - g_loss: 1.0854 - d_accuracy: 0.6728Epoch 23: D Accuracy = 0.7000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2128 - g_loss: 1.0902 - d_accuracy: 0.6737
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1953 - g_loss: 1.0986 - d_accuracy: 0.6895Epoch 24: D Accuracy = 0.7462
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1921 - g_loss: 1.1036 - d_accuracy: 0.6916
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1800 - g_loss: 1.1103 - d_accuracy: 0.7047Epoch 25: D Accuracy = 0.7692
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1789 - g_loss: 1.1087 - d_accuracy: 0.7070
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1539 - g_loss: 1.1468 - d_accuracy: 0.7094Epoch 26: D Accuracy = 0.7231
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1521 - g_loss: 1.1487 - d_accuracy: 0.7099
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1334 - g_loss: 1.1679 - d_accuracy: 0.7272Epoch 27: D Accuracy = 0.7308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1333 - g_loss: 1.1660 - d_accuracy: 0.7273
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1323 - g_loss: 1.1823 - d_accuracy: 0.7238Epoch 28: D Accuracy = 0.7154
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1346 - g_loss: 1.1789 - d_accuracy: 0.7235
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1052 - g_loss: 1.2324 - d_accuracy: 0.7347Epoch 29: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1038 - g_loss: 1.2384 - d_accuracy: 0.7335
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0853 - g_loss: 1.2372 - d_accuracy: 0.7497Epoch 30: D Accuracy = 0.7231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0838 - g_loss: 1.2461 - d_accuracy: 0.7488
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0697 - g_loss: 1.2679 - d_accuracy: 0.7587Epoch 31: D Accuracy = 0.7692
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0699 - g_loss: 1.2724 - d_accuracy: 0.7590
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0771 - g_loss: 1.2647 - d_accuracy: 0.7603Epoch 32: D Accuracy = 0.7846
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0779 - g_loss: 1.2603 - d_accuracy: 0.7611
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0850 - g_loss: 1.2831 - d_accuracy: 0.7440Epoch 33: D Accuracy = 0.7000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0859 - g_loss: 1.2763 - d_accuracy: 0.7424
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0705 - g_loss: 1.2981 - d_accuracy: 0.7492Epoch 34: D Accuracy = 0.6769
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0731 - g_loss: 1.3038 - d_accuracy: 0.7466
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0920 - g_loss: 1.2536 - d_accuracy: 0.7410Epoch 35: D Accuracy = 0.7385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0928 - g_loss: 1.2496 - d_accuracy: 0.7409
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1137 - g_loss: 1.2645 - d_accuracy: 0.7351Epoch 36: D Accuracy = 0.7846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1112 - g_loss: 1.2623 - d_accuracy: 0.7368
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1373 - g_loss: 1.2152 - d_accuracy: 0.7176Epoch 37: D Accuracy = 0.7154
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1361 - g_loss: 1.2170 - d_accuracy: 0.7175
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1629 - g_loss: 1.1972 - d_accuracy: 0.7121Epoch 38: D Accuracy = 0.7615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1616 - g_loss: 1.1974 - d_accuracy: 0.7139
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1854 - g_loss: 1.1812 - d_accuracy: 0.6861Epoch 39: D Accuracy = 0.6769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1865 - g_loss: 1.1792 - d_accuracy: 0.6858
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1836 - g_loss: 1.1684 - d_accuracy: 0.6895Epoch 40: D Accuracy = 0.5846
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1871 - g_loss: 1.1778 - d_accuracy: 0.6857
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1998 - g_loss: 1.1322 - d_accuracy: 0.6767Epoch 41: D Accuracy = 0.6923
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2005 - g_loss: 1.1315 - d_accuracy: 0.6772
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2096 - g_loss: 1.1245 - d_accuracy: 0.6742Epoch 42: D Accuracy = 0.6846
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2058 - g_loss: 1.1278 - d_accuracy: 0.6746
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1999 - g_loss: 1.1167 - d_accuracy: 0.6824Epoch 43: D Accuracy = 0.6385
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2011 - g_loss: 1.1104 - d_accuracy: 0.6808
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2217 - g_loss: 1.1109 - d_accuracy: 0.6735Epoch 44: D Accuracy = 0.6154
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2246 - g_loss: 1.1152 - d_accuracy: 0.6715
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2376 - g_loss: 1.0776 - d_accuracy: 0.6661Epoch 45: D Accuracy = 0.6462
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2385 - g_loss: 1.0719 - d_accuracy: 0.6654
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2402 - g_loss: 1.0849 - d_accuracy: 0.6528Epoch 46: D Accuracy = 0.7000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2391 - g_loss: 1.0868 - d_accuracy: 0.6545
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2248 - g_loss: 1.0868 - d_accuracy: 0.6659Epoch 47: D Accuracy = 0.6538
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2239 - g_loss: 1.0899 - d_accuracy: 0.6654
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2263 - g_loss: 1.0836 - d_accuracy: 0.6665Epoch 48: D Accuracy = 0.7615
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2211 - g_loss: 1.0904 - d_accuracy: 0.6699
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2351 - g_loss: 1.0741 - d_accuracy: 0.6709Epoch 49: D Accuracy = 0.6846
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2347 - g_loss: 1.0770 - d_accuracy: 0.6714
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2498 - g_loss: 1.0628 - d_accuracy: 0.6544Epoch 50: D Accuracy = 0.6154
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2522 - g_loss: 1.0624 - d_accuracy: 0.6531
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2408 - g_loss: 1.0579 - d_accuracy: 0.6585Epoch 51: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2431 - g_loss: 1.0579 - d_accuracy: 0.6564
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2424 - g_loss: 1.0540 - d_accuracy: 0.6637Epoch 52: D Accuracy = 0.6846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2433 - g_loss: 1.0557 - d_accuracy: 0.6644
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2424 - g_loss: 1.0532 - d_accuracy: 0.6596Epoch 53: D Accuracy = 0.6538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2449 - g_loss: 1.0467 - d_accuracy: 0.6594
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2363 - g_loss: 1.0639 - d_accuracy: 0.6604Epoch 54: D Accuracy = 0.6462
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2378 - g_loss: 1.0621 - d_accuracy: 0.6599
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2541 - g_loss: 1.0463 - d_accuracy: 0.6494Epoch 55: D Accuracy = 0.6308
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2559 - g_loss: 1.0457 - d_accuracy: 0.6487
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2582 - g_loss: 1.0317 - d_accuracy: 0.6466Epoch 56: D Accuracy = 0.6077
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2595 - g_loss: 1.0286 - d_accuracy: 0.6452
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 1.0440 - d_accuracy: 0.6445Epoch 57: D Accuracy = 0.5462
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2632 - g_loss: 1.0417 - d_accuracy: 0.6410
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2566 - g_loss: 1.0311 - d_accuracy: 0.6531Epoch 58: D Accuracy = 0.6154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2573 - g_loss: 1.0268 - d_accuracy: 0.6518
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2616 - g_loss: 1.0334 - d_accuracy: 0.6440Epoch 59: D Accuracy = 0.7000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2600 - g_loss: 1.0317 - d_accuracy: 0.6460
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2464 - g_loss: 1.0500 - d_accuracy: 0.6548Epoch 60: D Accuracy = 0.5692
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2493 - g_loss: 1.0518 - d_accuracy: 0.6517
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 1.0181 - d_accuracy: 0.6405Epoch 61: D Accuracy = 0.6615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2698 - g_loss: 1.0178 - d_accuracy: 0.6413
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2542 - g_loss: 1.0376 - d_accuracy: 0.6439Epoch 62: D Accuracy = 0.6769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2521 - g_loss: 1.0394 - d_accuracy: 0.6450
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2618 - g_loss: 1.0220 - d_accuracy: 0.6488Epoch 63: D Accuracy = 0.6538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2605 - g_loss: 1.0296 - d_accuracy: 0.6490
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2577 - g_loss: 1.0180 - d_accuracy: 0.6475Epoch 64: D Accuracy = 0.6462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2586 - g_loss: 1.0147 - d_accuracy: 0.6474
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2697 - g_loss: 1.0142 - d_accuracy: 0.6365Epoch 65: D Accuracy = 0.5846
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2706 - g_loss: 1.0169 - d_accuracy: 0.6347
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2705 - g_loss: 1.0062 - d_accuracy: 0.6387Epoch 66: D Accuracy = 0.6462
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2714 - g_loss: 1.0014 - d_accuracy: 0.6389
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2571 - g_loss: 1.0204 - d_accuracy: 0.6494Epoch 67: D Accuracy = 0.6462
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2583 - g_loss: 1.0198 - d_accuracy: 0.6493
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2773 - g_loss: 1.0094 - d_accuracy: 0.6307Epoch 68: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2784 - g_loss: 1.0083 - d_accuracy: 0.6296
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2781 - g_loss: 0.9999 - d_accuracy: 0.6381Epoch 69: D Accuracy = 0.6846
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2786 - g_loss: 0.9936 - d_accuracy: 0.6397
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2768 - g_loss: 1.0063 - d_accuracy: 0.6325Epoch 70: D Accuracy = 0.5538
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2799 - g_loss: 1.0071 - d_accuracy: 0.6297
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9892 - d_accuracy: 0.6335Epoch 71: D Accuracy = 0.6308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2832 - g_loss: 0.9870 - d_accuracy: 0.6334
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9971 - d_accuracy: 0.6371Epoch 72: D Accuracy = 0.6231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2798 - g_loss: 0.9928 - d_accuracy: 0.6366
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2754 - g_loss: 1.0023 - d_accuracy: 0.6375Epoch 73: D Accuracy = 0.6231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2759 - g_loss: 1.0043 - d_accuracy: 0.6370
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2904 - g_loss: 0.9909 - d_accuracy: 0.6270Epoch 74: D Accuracy = 0.5231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2947 - g_loss: 0.9912 - d_accuracy: 0.6233
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2695 - g_loss: 1.0047 - d_accuracy: 0.6346Epoch 75: D Accuracy = 0.6077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2707 - g_loss: 1.0089 - d_accuracy: 0.6337
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2975 - g_loss: 0.9817 - d_accuracy: 0.6145Epoch 76: D Accuracy = 0.5769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2986 - g_loss: 0.9792 - d_accuracy: 0.6132
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2713 - g_loss: 0.9979 - d_accuracy: 0.6340Epoch 77: D Accuracy = 0.6846
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2694 - g_loss: 0.9972 - d_accuracy: 0.6358
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2774 - g_loss: 0.9946 - d_accuracy: 0.6315Epoch 78: D Accuracy = 0.5231
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2812 - g_loss: 0.9970 - d_accuracy: 0.6276
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2835 - g_loss: 0.9899 - d_accuracy: 0.6322Epoch 79: D Accuracy = 0.6231
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2839 - g_loss: 0.9918 - d_accuracy: 0.6318
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2877 - g_loss: 0.9874 - d_accuracy: 0.6207Epoch 80: D Accuracy = 0.7308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2815 - g_loss: 0.9919 - d_accuracy: 0.6246
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2885 - g_loss: 0.9836 - d_accuracy: 0.6229Epoch 81: D Accuracy = 0.6769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2876 - g_loss: 0.9846 - d_accuracy: 0.6248
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2913 - g_loss: 0.9708 - d_accuracy: 0.6190Epoch 82: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2914 - g_loss: 0.9715 - d_accuracy: 0.6183
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2926 - g_loss: 0.9753 - d_accuracy: 0.6181Epoch 83: D Accuracy = 0.6615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2917 - g_loss: 0.9734 - d_accuracy: 0.6197
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3018 - g_loss: 0.9727 - d_accuracy: 0.6157Epoch 84: D Accuracy = 0.6154
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3023 - g_loss: 0.9788 - d_accuracy: 0.6157
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.9653 - d_accuracy: 0.6052Epoch 85: D Accuracy = 0.5308
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3095 - g_loss: 0.9678 - d_accuracy: 0.6025
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2884 - g_loss: 0.9723 - d_accuracy: 0.6228Epoch 86: D Accuracy = 0.6000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2886 - g_loss: 0.9712 - d_accuracy: 0.6220
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2924 - g_loss: 0.9708 - d_accuracy: 0.6209Epoch 87: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2921 - g_loss: 0.9692 - d_accuracy: 0.6201
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2900 - g_loss: 0.9699 - d_accuracy: 0.6154Epoch 88: D Accuracy = 0.5385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2928 - g_loss: 0.9713 - d_accuracy: 0.6127
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3070 - g_loss: 0.9458 - d_accuracy: 0.6142Epoch 89: D Accuracy = 0.6385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3048 - g_loss: 0.9464 - d_accuracy: 0.6151
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3096 - g_loss: 0.9473 - d_accuracy: 0.6066Epoch 90: D Accuracy = 0.5846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3119 - g_loss: 0.9444 - d_accuracy: 0.6058
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3040 - g_loss: 0.9560 - d_accuracy: 0.6073Epoch 91: D Accuracy = 0.5692
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3057 - g_loss: 0.9555 - d_accuracy: 0.6059
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2998 - g_loss: 0.9577 - d_accuracy: 0.6181Epoch 92: D Accuracy = 0.5923
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3008 - g_loss: 0.9582 - d_accuracy: 0.6172
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3109 - g_loss: 0.9448 - d_accuracy: 0.6090Epoch 93: D Accuracy = 0.5923
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3090 - g_loss: 0.9461 - d_accuracy: 0.6084
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3081 - g_loss: 0.9470 - d_accuracy: 0.6038Epoch 94: D Accuracy = 0.6077
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3059 - g_loss: 0.9471 - d_accuracy: 0.6040
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3021 - g_loss: 0.9497 - d_accuracy: 0.6131Epoch 95: D Accuracy = 0.5769
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3027 - g_loss: 0.9474 - d_accuracy: 0.6118
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3112 - g_loss: 0.9451 - d_accuracy: 0.6067Epoch 96: D Accuracy = 0.6538
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3121 - g_loss: 0.9412 - d_accuracy: 0.6084
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2949 - g_loss: 0.9560 - d_accuracy: 0.6247Epoch 97: D Accuracy = 0.6846
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2932 - g_loss: 0.9575 - d_accuracy: 0.6269
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3022 - g_loss: 0.9527 - d_accuracy: 0.6155Epoch 98: D Accuracy = 0.5923
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3028 - g_loss: 0.9545 - d_accuracy: 0.6147
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3123 - g_loss: 0.9431 - d_accuracy: 0.5984Epoch 99: D Accuracy = 0.6538
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3117 - g_loss: 0.9434 - d_accuracy: 0.6004
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3138 - g_loss: 0.9419 - d_accuracy: 0.6063
Class 4 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.5462
27/27 [==============================] - 1s 49ms/step - d_loss: 1.3168 - g_loss: 0.9398 - d_accuracy: 0.6042
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3107 - g_loss: 0.9391 - d_accuracy: 0.6093Epoch 101: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3101 - g_loss: 0.9392 - d_accuracy: 0.6090
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3016 - g_loss: 0.9421 - d_accuracy: 0.6162Epoch 102: D Accuracy = 0.7077
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2985 - g_loss: 0.9426 - d_accuracy: 0.6195
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3030 - g_loss: 0.9466 - d_accuracy: 0.6119Epoch 103: D Accuracy = 0.6308
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3016 - g_loss: 0.9479 - d_accuracy: 0.6126
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3203 - g_loss: 0.9349 - d_accuracy: 0.5935Epoch 104: D Accuracy = 0.6231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3191 - g_loss: 0.9374 - d_accuracy: 0.5946
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3018 - g_loss: 0.9464 - d_accuracy: 0.6125Epoch 105: D Accuracy = 0.5769
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3027 - g_loss: 0.9464 - d_accuracy: 0.6112
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3085 - g_loss: 0.9395 - d_accuracy: 0.6074Epoch 106: D Accuracy = 0.6000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3092 - g_loss: 0.9411 - d_accuracy: 0.6072
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3101 - g_loss: 0.9412 - d_accuracy: 0.6075Epoch 107: D Accuracy = 0.5538
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3127 - g_loss: 0.9398 - d_accuracy: 0.6055
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3248 - g_loss: 0.9274 - d_accuracy: 0.5947Epoch 108: D Accuracy = 0.6462
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3222 - g_loss: 0.9301 - d_accuracy: 0.5965
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.9354 - d_accuracy: 0.6006Epoch 109: D Accuracy = 0.6077
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3123 - g_loss: 0.9356 - d_accuracy: 0.6009
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.9410 - d_accuracy: 0.6101Epoch 110: D Accuracy = 0.5615
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3089 - g_loss: 0.9424 - d_accuracy: 0.6083
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3169 - g_loss: 0.9323 - d_accuracy: 0.5972Epoch 111: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3172 - g_loss: 0.9304 - d_accuracy: 0.5973
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3112 - g_loss: 0.9451 - d_accuracy: 0.6106Epoch 112: D Accuracy = 0.6385
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3105 - g_loss: 0.9475 - d_accuracy: 0.6116
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3213 - g_loss: 0.9250 - d_accuracy: 0.5908Epoch 113: D Accuracy = 0.6462
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3192 - g_loss: 0.9232 - d_accuracy: 0.5927
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3147 - g_loss: 0.9297 - d_accuracy: 0.6046Epoch 114: D Accuracy = 0.5615
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3161 - g_loss: 0.9251 - d_accuracy: 0.6030
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3110 - g_loss: 0.9345 - d_accuracy: 0.6070Epoch 115: D Accuracy = 0.6231
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3112 - g_loss: 0.9320 - d_accuracy: 0.6076
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3174 - g_loss: 0.9287 - d_accuracy: 0.5995Epoch 116: D Accuracy = 0.5692
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3181 - g_loss: 0.9294 - d_accuracy: 0.5984
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3063 - g_loss: 0.9361 - d_accuracy: 0.6110Epoch 117: D Accuracy = 0.6231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3052 - g_loss: 0.9360 - d_accuracy: 0.6115
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3162 - g_loss: 0.9247 - d_accuracy: 0.5945Epoch 118: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3129 - g_loss: 0.9273 - d_accuracy: 0.5983
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3188 - g_loss: 0.9256 - d_accuracy: 0.5965Epoch 119: D Accuracy = 0.5692
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3197 - g_loss: 0.9271 - d_accuracy: 0.5955
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3102 - g_loss: 0.9308 - d_accuracy: 0.6021Epoch 120: D Accuracy = 0.5538
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3124 - g_loss: 0.9273 - d_accuracy: 0.6004
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3144 - g_loss: 0.9265 - d_accuracy: 0.5995Epoch 121: D Accuracy = 0.6308
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3131 - g_loss: 0.9260 - d_accuracy: 0.6006
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3139 - g_loss: 0.9268 - d_accuracy: 0.6073Epoch 122: D Accuracy = 0.6231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3135 - g_loss: 0.9246 - d_accuracy: 0.6078
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3224 - g_loss: 0.9239 - d_accuracy: 0.5916Epoch 123: D Accuracy = 0.5308
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3257 - g_loss: 0.9210 - d_accuracy: 0.5894
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3147 - g_loss: 0.9283 - d_accuracy: 0.6038Epoch 124: D Accuracy = 0.6154
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3116 - g_loss: 0.9316 - d_accuracy: 0.6042
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3179 - g_loss: 0.9223 - d_accuracy: 0.5965Epoch 125: D Accuracy = 0.5692
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3190 - g_loss: 0.9199 - d_accuracy: 0.5955
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3174 - g_loss: 0.9227 - d_accuracy: 0.5979Epoch 126: D Accuracy = 0.5846
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3180 - g_loss: 0.9187 - d_accuracy: 0.5974
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3284 - g_loss: 0.9251 - d_accuracy: 0.5898Epoch 127: D Accuracy = 0.5923
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3279 - g_loss: 0.9239 - d_accuracy: 0.5899
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3294 - g_loss: 0.9144 - d_accuracy: 0.5844Epoch 128: D Accuracy = 0.6462
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3276 - g_loss: 0.9125 - d_accuracy: 0.5866
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3230 - g_loss: 0.9148 - d_accuracy: 0.5941Epoch 129: D Accuracy = 0.5846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3238 - g_loss: 0.9123 - d_accuracy: 0.5938
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3171 - g_loss: 0.9241 - d_accuracy: 0.6064Epoch 130: D Accuracy = 0.6538
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3145 - g_loss: 0.9296 - d_accuracy: 0.6081
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3198 - g_loss: 0.9129 - d_accuracy: 0.5970Epoch 131: D Accuracy = 0.6308
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3184 - g_loss: 0.9125 - d_accuracy: 0.5982
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3147 - g_loss: 0.9265 - d_accuracy: 0.5989Epoch 132: D Accuracy = 0.5923
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3147 - g_loss: 0.9307 - d_accuracy: 0.5987
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3107 - g_loss: 0.9380 - d_accuracy: 0.6043Epoch 133: D Accuracy = 0.5769
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3113 - g_loss: 0.9436 - d_accuracy: 0.6033
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3230 - g_loss: 0.9198 - d_accuracy: 0.5972Epoch 134: D Accuracy = 0.5154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3262 - g_loss: 0.9176 - d_accuracy: 0.5943
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3182 - g_loss: 0.9191 - d_accuracy: 0.5997Epoch 135: D Accuracy = 0.5154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3202 - g_loss: 0.9180 - d_accuracy: 0.5967
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3152 - g_loss: 0.9159 - d_accuracy: 0.6021Epoch 136: D Accuracy = 0.6538
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3128 - g_loss: 0.9146 - d_accuracy: 0.6039
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3165 - g_loss: 0.9177 - d_accuracy: 0.5992Epoch 137: D Accuracy = 0.6385
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3152 - g_loss: 0.9182 - d_accuracy: 0.6006
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3103 - g_loss: 0.9263 - d_accuracy: 0.6070Epoch 138: D Accuracy = 0.6154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3096 - g_loss: 0.9291 - d_accuracy: 0.6073
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3156 - g_loss: 0.9198 - d_accuracy: 0.6050Epoch 139: D Accuracy = 0.6308
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3146 - g_loss: 0.9204 - d_accuracy: 0.6059
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3115 - g_loss: 0.9250 - d_accuracy: 0.6038Epoch 140: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3113 - g_loss: 0.9263 - d_accuracy: 0.6037
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.9168 - d_accuracy: 0.5905Epoch 141: D Accuracy = 0.5846
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3200 - g_loss: 0.9151 - d_accuracy: 0.5903
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3025 - g_loss: 0.9309 - d_accuracy: 0.6113Epoch 142: D Accuracy = 0.7077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2995 - g_loss: 0.9330 - d_accuracy: 0.6147
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3171 - g_loss: 0.9191 - d_accuracy: 0.5996Epoch 143: D Accuracy = 0.5769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3170 - g_loss: 0.9194 - d_accuracy: 0.5988
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3211 - g_loss: 0.9141 - d_accuracy: 0.5967Epoch 144: D Accuracy = 0.6769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3196 - g_loss: 0.9126 - d_accuracy: 0.5996
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3242 - g_loss: 0.9185 - d_accuracy: 0.5894
Epoch 145: Generator loss improved from 0.7957 to 0.7442. Saving weights.
Epoch 145: D Accuracy = 0.5462
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3266 - g_loss: 0.9123 - d_accuracy: 0.5878
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.9149 - d_accuracy: 0.5895Epoch 146: D Accuracy = 0.6385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3244 - g_loss: 0.9188 - d_accuracy: 0.5912
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3203 - g_loss: 0.9194 - d_accuracy: 0.5998Epoch 147: D Accuracy = 0.6154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3193 - g_loss: 0.9197 - d_accuracy: 0.6003
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3224 - g_loss: 0.9156 - d_accuracy: 0.5966Epoch 148: D Accuracy = 0.5923
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3221 - g_loss: 0.9118 - d_accuracy: 0.5964
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3113 - g_loss: 0.9230 - d_accuracy: 0.6035Epoch 149: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3115 - g_loss: 0.9227 - d_accuracy: 0.6034
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3085 - g_loss: 0.9197 - d_accuracy: 0.6104Epoch 150: D Accuracy = 0.6769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3061 - g_loss: 0.9232 - d_accuracy: 0.6128
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3048 - g_loss: 0.9300 - d_accuracy: 0.6051Epoch 151: D Accuracy = 0.5769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3057 - g_loss: 0.9326 - d_accuracy: 0.6041
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3237 - g_loss: 0.9106 - d_accuracy: 0.5922Epoch 152: D Accuracy = 0.6154
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3227 - g_loss: 0.9147 - d_accuracy: 0.5931
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3217 - g_loss: 0.9106 - d_accuracy: 0.5933Epoch 153: D Accuracy = 0.6077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3212 - g_loss: 0.9141 - d_accuracy: 0.5938
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3144 - g_loss: 0.9161 - d_accuracy: 0.6078Epoch 154: D Accuracy = 0.6846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3123 - g_loss: 0.9172 - d_accuracy: 0.6106
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3215 - g_loss: 0.9120 - d_accuracy: 0.5965Epoch 155: D Accuracy = 0.5769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3219 - g_loss: 0.9153 - d_accuracy: 0.5958
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3169 - g_loss: 0.9092 - d_accuracy: 0.5969Epoch 156: D Accuracy = 0.6231
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3169 - g_loss: 0.9086 - d_accuracy: 0.5978
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3082 - g_loss: 0.9210 - d_accuracy: 0.6018Epoch 157: D Accuracy = 0.6615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3063 - g_loss: 0.9202 - d_accuracy: 0.6039
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3134 - g_loss: 0.9178 - d_accuracy: 0.5985Epoch 158: D Accuracy = 0.5769
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3130 - g_loss: 0.9174 - d_accuracy: 0.5977
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3215 - g_loss: 0.9121 - d_accuracy: 0.5974Epoch 159: D Accuracy = 0.6769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3186 - g_loss: 0.9130 - d_accuracy: 0.6002
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3178 - g_loss: 0.9223 - d_accuracy: 0.6008Epoch 160: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3172 - g_loss: 0.9227 - d_accuracy: 0.6008
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3129 - g_loss: 0.9233 - d_accuracy: 0.6022Epoch 161: D Accuracy = 0.6385
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3122 - g_loss: 0.9243 - d_accuracy: 0.6035
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3114 - g_loss: 0.9149 - d_accuracy: 0.6005Epoch 162: D Accuracy = 0.5077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3142 - g_loss: 0.9100 - d_accuracy: 0.5972
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.9141 - d_accuracy: 0.5961Epoch 163: D Accuracy = 0.6154
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3168 - g_loss: 0.9141 - d_accuracy: 0.5968
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3081 - g_loss: 0.9190 - d_accuracy: 0.6045Epoch 164: D Accuracy = 0.6769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3055 - g_loss: 0.9190 - d_accuracy: 0.6071
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.9166 - d_accuracy: 0.5944Epoch 165: D Accuracy = 0.6385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3149 - g_loss: 0.9162 - d_accuracy: 0.5960
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3178 - g_loss: 0.9147 - d_accuracy: 0.5972Epoch 166: D Accuracy = 0.6154
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3165 - g_loss: 0.9177 - d_accuracy: 0.5978
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3043 - g_loss: 0.9177 - d_accuracy: 0.6129Epoch 167: D Accuracy = 0.6308
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3053 - g_loss: 0.9126 - d_accuracy: 0.6136
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3083 - g_loss: 0.9258 - d_accuracy: 0.6026Epoch 168: D Accuracy = 0.6385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3065 - g_loss: 0.9253 - d_accuracy: 0.6039
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3127 - g_loss: 0.9200 - d_accuracy: 0.5988Epoch 169: D Accuracy = 0.5923
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3120 - g_loss: 0.9243 - d_accuracy: 0.5985
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3061 - g_loss: 0.9168 - d_accuracy: 0.6052Epoch 170: D Accuracy = 0.5154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3078 - g_loss: 0.9161 - d_accuracy: 0.6020
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3181 - g_loss: 0.9118 - d_accuracy: 0.5939Epoch 171: D Accuracy = 0.5769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3172 - g_loss: 0.9126 - d_accuracy: 0.5932
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.9121 - d_accuracy: 0.6004Epoch 172: D Accuracy = 0.5769
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3181 - g_loss: 0.9094 - d_accuracy: 0.5995
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3060 - g_loss: 0.9251 - d_accuracy: 0.6051Epoch 173: D Accuracy = 0.6615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3024 - g_loss: 0.9319 - d_accuracy: 0.6071
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2974 - g_loss: 0.9213 - d_accuracy: 0.6171Epoch 174: D Accuracy = 0.6692
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2962 - g_loss: 0.9180 - d_accuracy: 0.6190
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3106 - g_loss: 0.9193 - d_accuracy: 0.6019Epoch 175: D Accuracy = 0.6231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3094 - g_loss: 0.9184 - d_accuracy: 0.6027
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3166 - g_loss: 0.9181 - d_accuracy: 0.5950Epoch 176: D Accuracy = 0.6077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3142 - g_loss: 0.9204 - d_accuracy: 0.5954
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3118 - g_loss: 0.9152 - d_accuracy: 0.5998Epoch 177: D Accuracy = 0.6077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3117 - g_loss: 0.9132 - d_accuracy: 0.6000
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3004 - g_loss: 0.9244 - d_accuracy: 0.6073Epoch 178: D Accuracy = 0.6231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3003 - g_loss: 0.9248 - d_accuracy: 0.6078
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3018 - g_loss: 0.9243 - d_accuracy: 0.6042Epoch 179: D Accuracy = 0.6077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3004 - g_loss: 0.9264 - d_accuracy: 0.6044
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.9151 - d_accuracy: 0.5931Epoch 180: D Accuracy = 0.6462
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3134 - g_loss: 0.9181 - d_accuracy: 0.5950
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3129 - g_loss: 0.9206 - d_accuracy: 0.5999Epoch 181: D Accuracy = 0.6154
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3130 - g_loss: 0.9226 - d_accuracy: 0.6005
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3108 - g_loss: 0.9139 - d_accuracy: 0.5977Epoch 182: D Accuracy = 0.6231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3115 - g_loss: 0.9115 - d_accuracy: 0.5986
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3185 - g_loss: 0.9160 - d_accuracy: 0.5933Epoch 183: D Accuracy = 0.5231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3207 - g_loss: 0.9117 - d_accuracy: 0.5908
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3133 - g_loss: 0.9139 - d_accuracy: 0.5969Epoch 184: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3159 - g_loss: 0.9107 - d_accuracy: 0.5970
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3139 - g_loss: 0.9161 - d_accuracy: 0.5958Epoch 185: D Accuracy = 0.6308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3132 - g_loss: 0.9178 - d_accuracy: 0.5971
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3076 - g_loss: 0.9147 - d_accuracy: 0.6044Epoch 186: D Accuracy = 0.5923
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3084 - g_loss: 0.9128 - d_accuracy: 0.6040
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3177 - g_loss: 0.9150 - d_accuracy: 0.5967Epoch 187: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3165 - g_loss: 0.9210 - d_accuracy: 0.5968
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2946 - g_loss: 0.9199 - d_accuracy: 0.6177Epoch 188: D Accuracy = 0.5846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2959 - g_loss: 0.9163 - d_accuracy: 0.6165
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3013 - g_loss: 0.9267 - d_accuracy: 0.6162Epoch 189: D Accuracy = 0.7154
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2976 - g_loss: 0.9282 - d_accuracy: 0.6197
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3062 - g_loss: 0.9227 - d_accuracy: 0.6059Epoch 190: D Accuracy = 0.5385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3079 - g_loss: 0.9241 - d_accuracy: 0.6035
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2983 - g_loss: 0.9226 - d_accuracy: 0.6097Epoch 191: D Accuracy = 0.6231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2971 - g_loss: 0.9199 - d_accuracy: 0.6102
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3086 - g_loss: 0.9238 - d_accuracy: 0.6050Epoch 192: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3080 - g_loss: 0.9231 - d_accuracy: 0.6048
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3118 - g_loss: 0.9175 - d_accuracy: 0.6069Epoch 193: D Accuracy = 0.5308
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3146 - g_loss: 0.9189 - d_accuracy: 0.6042
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2994 - g_loss: 0.9275 - d_accuracy: 0.6187Epoch 194: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3012 - g_loss: 0.9300 - d_accuracy: 0.6181
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3063 - g_loss: 0.9205 - d_accuracy: 0.6057Epoch 195: D Accuracy = 0.6385
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3059 - g_loss: 0.9204 - d_accuracy: 0.6068
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3034 - g_loss: 0.9242 - d_accuracy: 0.6061Epoch 196: D Accuracy = 0.6462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3015 - g_loss: 0.9222 - d_accuracy: 0.6075
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2970 - g_loss: 0.9222 - d_accuracy: 0.6112Epoch 197: D Accuracy = 0.6538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2969 - g_loss: 0.9184 - d_accuracy: 0.6127
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3019 - g_loss: 0.9313 - d_accuracy: 0.6091Epoch 198: D Accuracy = 0.5462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3030 - g_loss: 0.9316 - d_accuracy: 0.6068
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3073 - g_loss: 0.9158 - d_accuracy: 0.6043Epoch 199: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3087 - g_loss: 0.9166 - d_accuracy: 0.6041
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3046 - g_loss: 0.9178 - d_accuracy: 0.6080
Class 4 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.6000
27/27 [==============================] - 1s 41ms/step - d_loss: 1.3055 - g_loss: 0.9155 - d_accuracy: 0.6077
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2990 - g_loss: 0.9236 - d_accuracy: 0.6093Epoch 201: D Accuracy = 0.6385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3001 - g_loss: 0.9205 - d_accuracy: 0.6103
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3006 - g_loss: 0.9209 - d_accuracy: 0.6123Epoch 202: D Accuracy = 0.6231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3010 - g_loss: 0.9184 - d_accuracy: 0.6127
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3043 - g_loss: 0.9255 - d_accuracy: 0.5981Epoch 203: D Accuracy = 0.5538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3041 - g_loss: 0.9256 - d_accuracy: 0.5965
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2971 - g_loss: 0.9213 - d_accuracy: 0.6133Epoch 204: D Accuracy = 0.5385
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2977 - g_loss: 0.9229 - d_accuracy: 0.6106
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3067 - g_loss: 0.9219 - d_accuracy: 0.6112Epoch 205: D Accuracy = 0.6231
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3062 - g_loss: 0.9195 - d_accuracy: 0.6116
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3064 - g_loss: 0.9217 - d_accuracy: 0.6106Epoch 206: D Accuracy = 0.5769
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3079 - g_loss: 0.9199 - d_accuracy: 0.6094
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3129 - g_loss: 0.9144 - d_accuracy: 0.6013Epoch 207: D Accuracy = 0.7308
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3103 - g_loss: 0.9134 - d_accuracy: 0.6059
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3057 - g_loss: 0.9220 - d_accuracy: 0.6009Epoch 208: D Accuracy = 0.5846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3048 - g_loss: 0.9268 - d_accuracy: 0.6004
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3017 - g_loss: 0.9228 - d_accuracy: 0.6105Epoch 209: D Accuracy = 0.5923
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3045 - g_loss: 0.9193 - d_accuracy: 0.6098
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2973 - g_loss: 0.9327 - d_accuracy: 0.6128Epoch 210: D Accuracy = 0.6308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2951 - g_loss: 0.9386 - d_accuracy: 0.6134
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2986 - g_loss: 0.9245 - d_accuracy: 0.6113Epoch 211: D Accuracy = 0.6077
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3000 - g_loss: 0.9227 - d_accuracy: 0.6112
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3034 - g_loss: 0.9174 - d_accuracy: 0.6125Epoch 212: D Accuracy = 0.5846
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3040 - g_loss: 0.9124 - d_accuracy: 0.6115
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3073 - g_loss: 0.9245 - d_accuracy: 0.6022Epoch 213: D Accuracy = 0.5923
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3070 - g_loss: 0.9270 - d_accuracy: 0.6019
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2992 - g_loss: 0.9253 - d_accuracy: 0.6080Epoch 214: D Accuracy = 0.6385
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2996 - g_loss: 0.9251 - d_accuracy: 0.6091
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2990 - g_loss: 0.9258 - d_accuracy: 0.6116Epoch 215: D Accuracy = 0.6154
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2982 - g_loss: 0.9289 - d_accuracy: 0.6118
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3072 - g_loss: 0.9185 - d_accuracy: 0.6073Epoch 216: D Accuracy = 0.5769
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3087 - g_loss: 0.9146 - d_accuracy: 0.6062
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2902 - g_loss: 0.9321 - d_accuracy: 0.6207Epoch 217: D Accuracy = 0.6231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2897 - g_loss: 0.9315 - d_accuracy: 0.6208
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2917 - g_loss: 0.9322 - d_accuracy: 0.6227Epoch 218: D Accuracy = 0.6615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2890 - g_loss: 0.9343 - d_accuracy: 0.6241
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2939 - g_loss: 0.9275 - d_accuracy: 0.6115Epoch 219: D Accuracy = 0.5692
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2956 - g_loss: 0.9264 - d_accuracy: 0.6100
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2956 - g_loss: 0.9303 - d_accuracy: 0.6171Epoch 220: D Accuracy = 0.5923
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2968 - g_loss: 0.9276 - d_accuracy: 0.6162
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9359 - d_accuracy: 0.6242
Epoch 221: Generator loss improved from 0.7442 to 0.7382. Saving weights.
Epoch 221: D Accuracy = 0.6692
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2896 - g_loss: 0.9288 - d_accuracy: 0.6258
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2975 - g_loss: 0.9289 - d_accuracy: 0.6126Epoch 222: D Accuracy = 0.5923
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2988 - g_loss: 0.9261 - d_accuracy: 0.6119
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2964 - g_loss: 0.9280 - d_accuracy: 0.6163Epoch 223: D Accuracy = 0.5385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2991 - g_loss: 0.9228 - d_accuracy: 0.6135
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2950 - g_loss: 0.9368 - d_accuracy: 0.6220Epoch 224: D Accuracy = 0.6077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2969 - g_loss: 0.9371 - d_accuracy: 0.6215
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2991 - g_loss: 0.9259 - d_accuracy: 0.6099Epoch 225: D Accuracy = 0.5769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2995 - g_loss: 0.9232 - d_accuracy: 0.6087
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2904 - g_loss: 0.9390 - d_accuracy: 0.6148Epoch 226: D Accuracy = 0.6615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2894 - g_loss: 0.9359 - d_accuracy: 0.6164
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2885 - g_loss: 0.9354 - d_accuracy: 0.6176Epoch 227: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2891 - g_loss: 0.9351 - d_accuracy: 0.6169
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3013 - g_loss: 0.9233 - d_accuracy: 0.6102Epoch 228: D Accuracy = 0.6231
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3028 - g_loss: 0.9202 - d_accuracy: 0.6106
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2975 - g_loss: 0.9274 - d_accuracy: 0.6106Epoch 229: D Accuracy = 0.6308
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2966 - g_loss: 0.9248 - d_accuracy: 0.6113
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2893 - g_loss: 0.9316 - d_accuracy: 0.6224Epoch 230: D Accuracy = 0.6615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2873 - g_loss: 0.9302 - d_accuracy: 0.6238
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2888 - g_loss: 0.9320 - d_accuracy: 0.6233Epoch 231: D Accuracy = 0.6462
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2884 - g_loss: 0.9334 - d_accuracy: 0.6241
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2941 - g_loss: 0.9291 - d_accuracy: 0.6158Epoch 232: D Accuracy = 0.5846
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2936 - g_loss: 0.9274 - d_accuracy: 0.6147
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2889 - g_loss: 0.9368 - d_accuracy: 0.6216Epoch 233: D Accuracy = 0.6231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2896 - g_loss: 0.9381 - d_accuracy: 0.6217
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2960 - g_loss: 0.9263 - d_accuracy: 0.6140Epoch 234: D Accuracy = 0.5846
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2975 - g_loss: 0.9269 - d_accuracy: 0.6129
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2978 - g_loss: 0.9265 - d_accuracy: 0.6170Epoch 235: D Accuracy = 0.5769
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3004 - g_loss: 0.9220 - d_accuracy: 0.6156
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2989 - g_loss: 0.9302 - d_accuracy: 0.6115Epoch 236: D Accuracy = 0.5308
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3010 - g_loss: 0.9336 - d_accuracy: 0.6086
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2958 - g_loss: 0.9247 - d_accuracy: 0.6175Epoch 237: D Accuracy = 0.7308
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2924 - g_loss: 0.9229 - d_accuracy: 0.6215
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2818 - g_loss: 0.9389 - d_accuracy: 0.6260Epoch 238: D Accuracy = 0.6077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2812 - g_loss: 0.9396 - d_accuracy: 0.6253
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2839 - g_loss: 0.9383 - d_accuracy: 0.6252Epoch 239: D Accuracy = 0.6308
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2841 - g_loss: 0.9408 - d_accuracy: 0.6254
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2858 - g_loss: 0.9392 - d_accuracy: 0.6241Epoch 240: D Accuracy = 0.6308
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2857 - g_loss: 0.9374 - d_accuracy: 0.6243
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2886 - g_loss: 0.9349 - d_accuracy: 0.6187Epoch 241: D Accuracy = 0.6538
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2874 - g_loss: 0.9345 - d_accuracy: 0.6199
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2889 - g_loss: 0.9392 - d_accuracy: 0.6156Epoch 242: D Accuracy = 0.5538
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2905 - g_loss: 0.9413 - d_accuracy: 0.6134
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3014 - g_loss: 0.9286 - d_accuracy: 0.6066Epoch 243: D Accuracy = 0.5615
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3021 - g_loss: 0.9300 - d_accuracy: 0.6050
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2843 - g_loss: 0.9340 - d_accuracy: 0.6174Epoch 244: D Accuracy = 0.6538
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2827 - g_loss: 0.9341 - d_accuracy: 0.6187
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2866 - g_loss: 0.9397 - d_accuracy: 0.6229Epoch 245: D Accuracy = 0.6231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2876 - g_loss: 0.9394 - d_accuracy: 0.6229
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 0.9451 - d_accuracy: 0.6349Epoch 246: D Accuracy = 0.6692
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2693 - g_loss: 0.9504 - d_accuracy: 0.6361
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2750 - g_loss: 0.9452 - d_accuracy: 0.6317Epoch 247: D Accuracy = 0.6077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2756 - g_loss: 0.9447 - d_accuracy: 0.6309
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2855 - g_loss: 0.9349 - d_accuracy: 0.6208Epoch 248: D Accuracy = 0.5923
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2862 - g_loss: 0.9391 - d_accuracy: 0.6197
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2801 - g_loss: 0.9445 - d_accuracy: 0.6246Epoch 249: D Accuracy = 0.6462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2798 - g_loss: 0.9447 - d_accuracy: 0.6254
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2913 - g_loss: 0.9344 - d_accuracy: 0.6191Epoch 250: D Accuracy = 0.6154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2919 - g_loss: 0.9333 - d_accuracy: 0.6190
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2792 - g_loss: 0.9421 - d_accuracy: 0.6272Epoch 251: D Accuracy = 0.6538
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2794 - g_loss: 0.9401 - d_accuracy: 0.6282
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2789 - g_loss: 0.9458 - d_accuracy: 0.6331Epoch 252: D Accuracy = 0.7385
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2751 - g_loss: 0.9471 - d_accuracy: 0.6369
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2827 - g_loss: 0.9438 - d_accuracy: 0.6214Epoch 253: D Accuracy = 0.5308
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2865 - g_loss: 0.9450 - d_accuracy: 0.6181
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2880 - g_loss: 0.9358 - d_accuracy: 0.6206Epoch 254: D Accuracy = 0.5615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2903 - g_loss: 0.9351 - d_accuracy: 0.6185
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2877 - g_loss: 0.9381 - d_accuracy: 0.6197Epoch 255: D Accuracy = 0.5846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2901 - g_loss: 0.9348 - d_accuracy: 0.6185
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2811 - g_loss: 0.9408 - d_accuracy: 0.6294Epoch 256: D Accuracy = 0.6385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2806 - g_loss: 0.9370 - d_accuracy: 0.6297
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2751 - g_loss: 0.9539 - d_accuracy: 0.6297Epoch 257: D Accuracy = 0.6692
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2754 - g_loss: 0.9503 - d_accuracy: 0.6311
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2778 - g_loss: 0.9464 - d_accuracy: 0.6309Epoch 258: D Accuracy = 0.5462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2795 - g_loss: 0.9457 - d_accuracy: 0.6279
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2772 - g_loss: 0.9435 - d_accuracy: 0.6239Epoch 259: D Accuracy = 0.6308
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2778 - g_loss: 0.9434 - d_accuracy: 0.6242
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2816 - g_loss: 0.9472 - d_accuracy: 0.6278Epoch 260: D Accuracy = 0.6538
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2814 - g_loss: 0.9487 - d_accuracy: 0.6287
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2812 - g_loss: 0.9414 - d_accuracy: 0.6269Epoch 261: D Accuracy = 0.6846
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2796 - g_loss: 0.9424 - d_accuracy: 0.6290
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9430 - d_accuracy: 0.6294Epoch 262: D Accuracy = 0.6154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2831 - g_loss: 0.9387 - d_accuracy: 0.6289
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2796 - g_loss: 0.9504 - d_accuracy: 0.6273Epoch 263: D Accuracy = 0.4923
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2832 - g_loss: 0.9510 - d_accuracy: 0.6225
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2789 - g_loss: 0.9423 - d_accuracy: 0.6291Epoch 264: D Accuracy = 0.6538
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2788 - g_loss: 0.9432 - d_accuracy: 0.6300
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2815 - g_loss: 0.9443 - d_accuracy: 0.6232Epoch 265: D Accuracy = 0.6077
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2824 - g_loss: 0.9443 - d_accuracy: 0.6226
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2906 - g_loss: 0.9382 - d_accuracy: 0.6211Epoch 266: D Accuracy = 0.5154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2944 - g_loss: 0.9402 - d_accuracy: 0.6173
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2734 - g_loss: 0.9480 - d_accuracy: 0.6328Epoch 267: D Accuracy = 0.7077
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2717 - g_loss: 0.9470 - d_accuracy: 0.6355
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2818 - g_loss: 0.9454 - d_accuracy: 0.6281Epoch 268: D Accuracy = 0.6308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2827 - g_loss: 0.9418 - d_accuracy: 0.6282
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 0.9576 - d_accuracy: 0.6397Epoch 269: D Accuracy = 0.5769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2644 - g_loss: 0.9600 - d_accuracy: 0.6375
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2793 - g_loss: 0.9498 - d_accuracy: 0.6307Epoch 270: D Accuracy = 0.6462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2786 - g_loss: 0.9535 - d_accuracy: 0.6313
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2788 - g_loss: 0.9419 - d_accuracy: 0.6249Epoch 271: D Accuracy = 0.6769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2780 - g_loss: 0.9390 - d_accuracy: 0.6268
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2757 - g_loss: 0.9552 - d_accuracy: 0.6296Epoch 272: D Accuracy = 0.6308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2748 - g_loss: 0.9564 - d_accuracy: 0.6296
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2735 - g_loss: 0.9556 - d_accuracy: 0.6291Epoch 273: D Accuracy = 0.6308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2731 - g_loss: 0.9533 - d_accuracy: 0.6292
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2737 - g_loss: 0.9507 - d_accuracy: 0.6287Epoch 274: D Accuracy = 0.5231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2767 - g_loss: 0.9454 - d_accuracy: 0.6250
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 0.9620 - d_accuracy: 0.6397Epoch 275: D Accuracy = 0.5923
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2704 - g_loss: 0.9673 - d_accuracy: 0.6380
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2779 - g_loss: 0.9419 - d_accuracy: 0.6287Epoch 276: D Accuracy = 0.6462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2779 - g_loss: 0.9405 - d_accuracy: 0.6293
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2744 - g_loss: 0.9550 - d_accuracy: 0.6364Epoch 277: D Accuracy = 0.5385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2793 - g_loss: 0.9581 - d_accuracy: 0.6329
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 0.9570 - d_accuracy: 0.6446Epoch 278: D Accuracy = 0.6462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2606 - g_loss: 0.9545 - d_accuracy: 0.6446
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2861 - g_loss: 0.9429 - d_accuracy: 0.6288Epoch 279: D Accuracy = 0.6846
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2857 - g_loss: 0.9387 - d_accuracy: 0.6308
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2677 - g_loss: 0.9524 - d_accuracy: 0.6410Epoch 280: D Accuracy = 0.6308
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2688 - g_loss: 0.9505 - d_accuracy: 0.6406
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9517 - d_accuracy: 0.6309Epoch 281: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2831 - g_loss: 0.9508 - d_accuracy: 0.6298
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2794 - g_loss: 0.9465 - d_accuracy: 0.6215Epoch 282: D Accuracy = 0.6077
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2796 - g_loss: 0.9450 - d_accuracy: 0.6210
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2655 - g_loss: 0.9522 - d_accuracy: 0.6384Epoch 283: D Accuracy = 0.6615
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2663 - g_loss: 0.9470 - d_accuracy: 0.6392
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2795 - g_loss: 0.9444 - d_accuracy: 0.6304Epoch 284: D Accuracy = 0.6462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2787 - g_loss: 0.9462 - d_accuracy: 0.6310
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2692 - g_loss: 0.9581 - d_accuracy: 0.6329Epoch 285: D Accuracy = 0.6538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2693 - g_loss: 0.9566 - d_accuracy: 0.6336
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2569 - g_loss: 0.9648 - d_accuracy: 0.6476Epoch 286: D Accuracy = 0.6538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2579 - g_loss: 0.9631 - d_accuracy: 0.6478
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2744 - g_loss: 0.9555 - d_accuracy: 0.6300Epoch 287: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2765 - g_loss: 0.9556 - d_accuracy: 0.6289
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2637 - g_loss: 0.9550 - d_accuracy: 0.6436Epoch 288: D Accuracy = 0.6538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2642 - g_loss: 0.9516 - d_accuracy: 0.6439
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2745 - g_loss: 0.9626 - d_accuracy: 0.6284Epoch 289: D Accuracy = 0.5538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2770 - g_loss: 0.9614 - d_accuracy: 0.6258
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2822 - g_loss: 0.9445 - d_accuracy: 0.6219Epoch 290: D Accuracy = 0.6462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2791 - g_loss: 0.9459 - d_accuracy: 0.6227
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9654 - d_accuracy: 0.6458Epoch 291: D Accuracy = 0.6077
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2669 - g_loss: 0.9674 - d_accuracy: 0.6444
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2736 - g_loss: 0.9444 - d_accuracy: 0.6315Epoch 292: D Accuracy = 0.5769
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2740 - g_loss: 0.9437 - d_accuracy: 0.6295
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2696 - g_loss: 0.9528 - d_accuracy: 0.6405Epoch 293: D Accuracy = 0.6538
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2690 - g_loss: 0.9516 - d_accuracy: 0.6410
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9520 - d_accuracy: 0.6337Epoch 294: D Accuracy = 0.6385
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2746 - g_loss: 0.9539 - d_accuracy: 0.6339
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2614 - g_loss: 0.9644 - d_accuracy: 0.6395Epoch 295: D Accuracy = 0.6692
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2599 - g_loss: 0.9676 - d_accuracy: 0.6406
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 0.9588 - d_accuracy: 0.6345Epoch 296: D Accuracy = 0.5769
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2677 - g_loss: 0.9546 - d_accuracy: 0.6324
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2731 - g_loss: 0.9580 - d_accuracy: 0.6295Epoch 297: D Accuracy = 0.6385
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2746 - g_loss: 0.9516 - d_accuracy: 0.6299
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2662 - g_loss: 0.9630 - d_accuracy: 0.6401Epoch 298: D Accuracy = 0.6462
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2659 - g_loss: 0.9675 - d_accuracy: 0.6403
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2676 - g_loss: 0.9550 - d_accuracy: 0.6395Epoch 299: D Accuracy = 0.6923
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2673 - g_loss: 0.9509 - d_accuracy: 0.6414
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2660 - g_loss: 0.9595 - d_accuracy: 0.6352
Class 4 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.7000
27/27 [==============================] - 1s 41ms/step - d_loss: 1.2640 - g_loss: 0.9550 - d_accuracy: 0.6375
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2791 - g_loss: 0.9610 - d_accuracy: 0.6274Epoch 301: D Accuracy = 0.5846
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2808 - g_loss: 0.9637 - d_accuracy: 0.6259
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2608 - g_loss: 0.9631 - d_accuracy: 0.6388Epoch 302: D Accuracy = 0.6615
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2601 - g_loss: 0.9658 - d_accuracy: 0.6396
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2699 - g_loss: 0.9629 - d_accuracy: 0.6435Epoch 303: D Accuracy = 0.5923
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2723 - g_loss: 0.9658 - d_accuracy: 0.6416
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2616 - g_loss: 0.9640 - d_accuracy: 0.6414Epoch 304: D Accuracy = 0.6769
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2611 - g_loss: 0.9635 - d_accuracy: 0.6427
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2639 - g_loss: 0.9625 - d_accuracy: 0.6385Epoch 305: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2633 - g_loss: 0.9632 - d_accuracy: 0.6372
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2542 - g_loss: 0.9772 - d_accuracy: 0.6420Epoch 306: D Accuracy = 0.5923
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2539 - g_loss: 0.9791 - d_accuracy: 0.6402
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2735 - g_loss: 0.9595 - d_accuracy: 0.6298Epoch 307: D Accuracy = 0.6231
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2725 - g_loss: 0.9630 - d_accuracy: 0.6296
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2637 - g_loss: 0.9577 - d_accuracy: 0.6407Epoch 308: D Accuracy = 0.5923
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2642 - g_loss: 0.9557 - d_accuracy: 0.6390
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2510 - g_loss: 0.9776 - d_accuracy: 0.6472Epoch 309: D Accuracy = 0.6538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2517 - g_loss: 0.9784 - d_accuracy: 0.6474
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2647 - g_loss: 0.9632 - d_accuracy: 0.6413Epoch 310: D Accuracy = 0.6385
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2663 - g_loss: 0.9601 - d_accuracy: 0.6412
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2614 - g_loss: 0.9619 - d_accuracy: 0.6391Epoch 311: D Accuracy = 0.7077
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2612 - g_loss: 0.9597 - d_accuracy: 0.6415
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2661 - g_loss: 0.9604 - d_accuracy: 0.6320Epoch 312: D Accuracy = 0.7154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2624 - g_loss: 0.9612 - d_accuracy: 0.6349
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2637 - g_loss: 0.9644 - d_accuracy: 0.6394Epoch 313: D Accuracy = 0.6000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2653 - g_loss: 0.9593 - d_accuracy: 0.6380
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2656 - g_loss: 0.9721 - d_accuracy: 0.6339Epoch 314: D Accuracy = 0.6692
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2643 - g_loss: 0.9734 - d_accuracy: 0.6351
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2585 - g_loss: 0.9700 - d_accuracy: 0.6440Epoch 315: D Accuracy = 0.5923
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2616 - g_loss: 0.9692 - d_accuracy: 0.6422
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2713 - g_loss: 0.9661 - d_accuracy: 0.6308Epoch 316: D Accuracy = 0.6462
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2705 - g_loss: 0.9699 - d_accuracy: 0.6314
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2530 - g_loss: 0.9693 - d_accuracy: 0.6484Epoch 317: D Accuracy = 0.6385
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2523 - g_loss: 0.9695 - d_accuracy: 0.6480
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2598 - g_loss: 0.9680 - d_accuracy: 0.6401Epoch 318: D Accuracy = 0.7308
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2565 - g_loss: 0.9677 - d_accuracy: 0.6433
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2553 - g_loss: 0.9737 - d_accuracy: 0.6474Epoch 319: D Accuracy = 0.6231
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2548 - g_loss: 0.9743 - d_accuracy: 0.6465
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2643 - g_loss: 0.9650 - d_accuracy: 0.6387Epoch 320: D Accuracy = 0.6385
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2642 - g_loss: 0.9654 - d_accuracy: 0.6387
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2510 - g_loss: 0.9788 - d_accuracy: 0.6511Epoch 321: D Accuracy = 0.6769
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2512 - g_loss: 0.9754 - d_accuracy: 0.6520
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 0.9689 - d_accuracy: 0.6417Epoch 322: D Accuracy = 0.6077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2606 - g_loss: 0.9736 - d_accuracy: 0.6405
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2591 - g_loss: 0.9665 - d_accuracy: 0.6410Epoch 323: D Accuracy = 0.6385
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2586 - g_loss: 0.9664 - d_accuracy: 0.6409
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2533 - g_loss: 0.9775 - d_accuracy: 0.6513Epoch 324: D Accuracy = 0.5231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2561 - g_loss: 0.9803 - d_accuracy: 0.6467
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2436 - g_loss: 0.9794 - d_accuracy: 0.6533Epoch 325: D Accuracy = 0.6692
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2430 - g_loss: 0.9802 - d_accuracy: 0.6538
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2440 - g_loss: 0.9827 - d_accuracy: 0.6599Epoch 326: D Accuracy = 0.7231
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2434 - g_loss: 0.9773 - d_accuracy: 0.6621
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2660 - g_loss: 0.9716 - d_accuracy: 0.6348Epoch 327: D Accuracy = 0.5923
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2664 - g_loss: 0.9712 - d_accuracy: 0.6333
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2615 - g_loss: 0.9783 - d_accuracy: 0.6358Epoch 328: D Accuracy = 0.5692
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2644 - g_loss: 0.9794 - d_accuracy: 0.6334
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2372 - g_loss: 0.9881 - d_accuracy: 0.6654Epoch 329: D Accuracy = 0.7077
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2370 - g_loss: 0.9859 - d_accuracy: 0.6669
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2583 - g_loss: 0.9803 - d_accuracy: 0.6329Epoch 330: D Accuracy = 0.6385
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2546 - g_loss: 0.9856 - d_accuracy: 0.6331
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2450 - g_loss: 0.9782 - d_accuracy: 0.6510Epoch 331: D Accuracy = 0.5462
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2468 - g_loss: 0.9751 - d_accuracy: 0.6473
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2413 - g_loss: 0.9893 - d_accuracy: 0.6592Epoch 332: D Accuracy = 0.6462
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2434 - g_loss: 0.9916 - d_accuracy: 0.6587
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2560 - g_loss: 0.9740 - d_accuracy: 0.6440Epoch 333: D Accuracy = 0.6077
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2575 - g_loss: 0.9786 - d_accuracy: 0.6427
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2445 - g_loss: 0.9790 - d_accuracy: 0.6552Epoch 334: D Accuracy = 0.7846
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2388 - g_loss: 0.9840 - d_accuracy: 0.6598
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2390 - g_loss: 0.9927 - d_accuracy: 0.6530Epoch 335: D Accuracy = 0.5769
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2424 - g_loss: 0.9863 - d_accuracy: 0.6503
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2478 - g_loss: 0.9786 - d_accuracy: 0.6588Epoch 336: D Accuracy = 0.6615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2478 - g_loss: 0.9736 - d_accuracy: 0.6589
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2432 - g_loss: 0.9901 - d_accuracy: 0.6508Epoch 337: D Accuracy = 0.6077
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2444 - g_loss: 0.9927 - d_accuracy: 0.6493
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2424 - g_loss: 0.9872 - d_accuracy: 0.6608Epoch 338: D Accuracy = 0.6615
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2423 - g_loss: 0.9883 - d_accuracy: 0.6608
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2584 - g_loss: 0.9707 - d_accuracy: 0.6511Epoch 339: D Accuracy = 0.6923
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2573 - g_loss: 0.9694 - d_accuracy: 0.6525
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2483 - g_loss: 0.9896 - d_accuracy: 0.6449Epoch 340: D Accuracy = 0.6462
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2472 - g_loss: 0.9925 - d_accuracy: 0.6449
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2515 - g_loss: 0.9828 - d_accuracy: 0.6501Epoch 341: D Accuracy = 0.6769
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2498 - g_loss: 0.9826 - d_accuracy: 0.6510
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2660 - g_loss: 0.9757 - d_accuracy: 0.6401Epoch 342: D Accuracy = 0.6308
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2667 - g_loss: 0.9752 - d_accuracy: 0.6398
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2448 - g_loss: 0.9834 - d_accuracy: 0.6516Epoch 343: D Accuracy = 0.6077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2450 - g_loss: 0.9824 - d_accuracy: 0.6500
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2462 - g_loss: 0.9843 - d_accuracy: 0.6513Epoch 344: D Accuracy = 0.7462
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2451 - g_loss: 0.9808 - d_accuracy: 0.6547
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2387 - g_loss: 0.9953 - d_accuracy: 0.6593Epoch 345: D Accuracy = 0.7154
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2374 - g_loss: 0.9974 - d_accuracy: 0.6613
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2571 - g_loss: 0.9757 - d_accuracy: 0.6377Epoch 346: D Accuracy = 0.6231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2576 - g_loss: 0.9763 - d_accuracy: 0.6371
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2364 - g_loss: 0.9893 - d_accuracy: 0.6632Epoch 347: D Accuracy = 0.7077
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2360 - g_loss: 0.9827 - d_accuracy: 0.6648
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2485 - g_loss: 0.9997 - d_accuracy: 0.6511Epoch 348: D Accuracy = 0.6692
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2477 - g_loss: 1.0031 - d_accuracy: 0.6517
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2280 - g_loss: 0.9985 - d_accuracy: 0.6647Epoch 349: D Accuracy = 0.6846
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2285 - g_loss: 0.9963 - d_accuracy: 0.6654
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2393 - g_loss: 0.9864 - d_accuracy: 0.6592Epoch 350: D Accuracy = 0.7308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2372 - g_loss: 0.9852 - d_accuracy: 0.6617
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2297 - g_loss: 0.9974 - d_accuracy: 0.6609Epoch 351: D Accuracy = 0.6615
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2306 - g_loss: 0.9914 - d_accuracy: 0.6610
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2339 - g_loss: 0.9988 - d_accuracy: 0.6638Epoch 352: D Accuracy = 0.6923
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2327 - g_loss: 0.9970 - d_accuracy: 0.6648
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2478 - g_loss: 0.9861 - d_accuracy: 0.6473Epoch 353: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2447 - g_loss: 0.9900 - d_accuracy: 0.6492
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2456 - g_loss: 0.9781 - d_accuracy: 0.6576Epoch 354: D Accuracy = 0.7154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2448 - g_loss: 0.9740 - d_accuracy: 0.6596
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2374 - g_loss: 0.9881 - d_accuracy: 0.6594Epoch 355: D Accuracy = 0.7385
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2336 - g_loss: 0.9902 - d_accuracy: 0.6623
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2582 - g_loss: 0.9759 - d_accuracy: 0.6378Epoch 356: D Accuracy = 0.6154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2590 - g_loss: 0.9754 - d_accuracy: 0.6370
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2442 - g_loss: 0.9845 - d_accuracy: 0.6600Epoch 357: D Accuracy = 0.6846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2448 - g_loss: 0.9863 - d_accuracy: 0.6609
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2369 - g_loss: 0.9921 - d_accuracy: 0.6590Epoch 358: D Accuracy = 0.7308
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2345 - g_loss: 0.9957 - d_accuracy: 0.6616
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2391 - g_loss: 0.9963 - d_accuracy: 0.6587Epoch 359: D Accuracy = 0.5462
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2416 - g_loss: 0.9997 - d_accuracy: 0.6547
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2390 - g_loss: 0.9929 - d_accuracy: 0.6534Epoch 360: D Accuracy = 0.6231
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2378 - g_loss: 0.9962 - d_accuracy: 0.6523
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2315 - g_loss: 0.9974 - d_accuracy: 0.6647Epoch 361: D Accuracy = 0.6538
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2313 - g_loss: 0.9993 - d_accuracy: 0.6643
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2456 - g_loss: 0.9915 - d_accuracy: 0.6544Epoch 362: D Accuracy = 0.6846
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2458 - g_loss: 0.9868 - d_accuracy: 0.6555
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2500 - g_loss: 0.9897 - d_accuracy: 0.6502Epoch 363: D Accuracy = 0.6615
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2479 - g_loss: 0.9946 - d_accuracy: 0.6506
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2284 - g_loss: 0.9953 - d_accuracy: 0.6650Epoch 364: D Accuracy = 0.6538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2281 - g_loss: 0.9951 - d_accuracy: 0.6646
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2325 - g_loss: 1.0024 - d_accuracy: 0.6550Epoch 365: D Accuracy = 0.5846
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2343 - g_loss: 1.0056 - d_accuracy: 0.6525
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2534 - g_loss: 0.9855 - d_accuracy: 0.6406Epoch 366: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2553 - g_loss: 0.9799 - d_accuracy: 0.6391
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2397 - g_loss: 0.9910 - d_accuracy: 0.6525Epoch 367: D Accuracy = 0.5231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2445 - g_loss: 0.9865 - d_accuracy: 0.6479
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2348 - g_loss: 1.0108 - d_accuracy: 0.6519Epoch 368: D Accuracy = 0.6000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2355 - g_loss: 1.0123 - d_accuracy: 0.6500
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2291 - g_loss: 1.0098 - d_accuracy: 0.6690Epoch 369: D Accuracy = 0.6769
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2302 - g_loss: 1.0067 - d_accuracy: 0.6693
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2301 - g_loss: 1.0006 - d_accuracy: 0.6664Epoch 370: D Accuracy = 0.6923
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2291 - g_loss: 0.9998 - d_accuracy: 0.6673
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2271 - g_loss: 1.0148 - d_accuracy: 0.6680Epoch 371: D Accuracy = 0.6615
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2260 - g_loss: 1.0184 - d_accuracy: 0.6678
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2392 - g_loss: 0.9954 - d_accuracy: 0.6595Epoch 372: D Accuracy = 0.6308
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2402 - g_loss: 0.9995 - d_accuracy: 0.6585
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2449 - g_loss: 0.9908 - d_accuracy: 0.6525Epoch 373: D Accuracy = 0.6923
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2435 - g_loss: 0.9902 - d_accuracy: 0.6539
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2228 - g_loss: 1.0051 - d_accuracy: 0.6728Epoch 374: D Accuracy = 0.6615
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2236 - g_loss: 1.0007 - d_accuracy: 0.6724
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2192 - g_loss: 1.0187 - d_accuracy: 0.6709Epoch 375: D Accuracy = 0.6692
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2189 - g_loss: 1.0236 - d_accuracy: 0.6708
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2261 - g_loss: 1.0041 - d_accuracy: 0.6707Epoch 376: D Accuracy = 0.7615
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2223 - g_loss: 1.0060 - d_accuracy: 0.6740
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2517 - g_loss: 0.9923 - d_accuracy: 0.6437Epoch 377: D Accuracy = 0.6308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2513 - g_loss: 0.9938 - d_accuracy: 0.6433
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2276 - g_loss: 1.0090 - d_accuracy: 0.6706Epoch 378: D Accuracy = 0.7000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2280 - g_loss: 1.0067 - d_accuracy: 0.6717
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2313 - g_loss: 1.0029 - d_accuracy: 0.6663Epoch 379: D Accuracy = 0.6462
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2336 - g_loss: 0.9980 - d_accuracy: 0.6656
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2302 - g_loss: 1.0115 - d_accuracy: 0.6672Epoch 380: D Accuracy = 0.6385
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2317 - g_loss: 1.0155 - d_accuracy: 0.6661
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2285 - g_loss: 1.0026 - d_accuracy: 0.6716Epoch 381: D Accuracy = 0.7154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2281 - g_loss: 0.9995 - d_accuracy: 0.6732
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2375 - g_loss: 1.0038 - d_accuracy: 0.6583Epoch 382: D Accuracy = 0.6846
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2375 - g_loss: 1.0021 - d_accuracy: 0.6593
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2217 - g_loss: 1.0130 - d_accuracy: 0.6718Epoch 383: D Accuracy = 0.6231
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2223 - g_loss: 1.0165 - d_accuracy: 0.6701
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2305 - g_loss: 1.0091 - d_accuracy: 0.6652Epoch 384: D Accuracy = 0.7000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2288 - g_loss: 1.0111 - d_accuracy: 0.6665
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2236 - g_loss: 1.0153 - d_accuracy: 0.6693Epoch 385: D Accuracy = 0.7154
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2215 - g_loss: 1.0187 - d_accuracy: 0.6709
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2156 - g_loss: 1.0171 - d_accuracy: 0.6667Epoch 386: D Accuracy = 0.7308
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2102 - g_loss: 1.0230 - d_accuracy: 0.6690
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2228 - g_loss: 1.0121 - d_accuracy: 0.6638Epoch 387: D Accuracy = 0.7154
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2224 - g_loss: 1.0099 - d_accuracy: 0.6656
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2218 - g_loss: 1.0087 - d_accuracy: 0.6668Epoch 388: D Accuracy = 0.7231
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2184 - g_loss: 1.0127 - d_accuracy: 0.6688
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2226 - g_loss: 1.0134 - d_accuracy: 0.6705Epoch 389: D Accuracy = 0.6462
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2236 - g_loss: 1.0153 - d_accuracy: 0.6696
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2160 - g_loss: 1.0181 - d_accuracy: 0.6738Epoch 390: D Accuracy = 0.7385
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2137 - g_loss: 1.0214 - d_accuracy: 0.6761
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2426 - g_loss: 0.9945 - d_accuracy: 0.6562Epoch 391: D Accuracy = 0.6077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2452 - g_loss: 0.9887 - d_accuracy: 0.6545
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2282 - g_loss: 1.0144 - d_accuracy: 0.6570Epoch 392: D Accuracy = 0.7231
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2258 - g_loss: 1.0202 - d_accuracy: 0.6593
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2249 - g_loss: 1.0161 - d_accuracy: 0.6616Epoch 393: D Accuracy = 0.6923
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2247 - g_loss: 1.0175 - d_accuracy: 0.6627
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2185 - g_loss: 1.0186 - d_accuracy: 0.6675Epoch 394: D Accuracy = 0.5923
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2215 - g_loss: 1.0146 - d_accuracy: 0.6648
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2208 - g_loss: 1.0185 - d_accuracy: 0.6696Epoch 395: D Accuracy = 0.6077
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2220 - g_loss: 1.0169 - d_accuracy: 0.6674
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2057 - g_loss: 1.0275 - d_accuracy: 0.6825Epoch 396: D Accuracy = 0.6769
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2041 - g_loss: 1.0295 - d_accuracy: 0.6823
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2230 - g_loss: 1.0134 - d_accuracy: 0.6642Epoch 397: D Accuracy = 0.7385
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2221 - g_loss: 1.0136 - d_accuracy: 0.6669
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2133 - g_loss: 1.0309 - d_accuracy: 0.6773Epoch 398: D Accuracy = 0.6846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2118 - g_loss: 1.0379 - d_accuracy: 0.6775
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2247 - g_loss: 1.0238 - d_accuracy: 0.6619Epoch 399: D Accuracy = 0.6615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2257 - g_loss: 1.0179 - d_accuracy: 0.6619
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2101 - g_loss: 1.0394 - d_accuracy: 0.6791
Class 4 — Epoch 400 preview:
No description has been provided for this image
Epoch 400: D Accuracy = 0.5692
27/27 [==============================] - 1s 41ms/step - d_loss: 1.2123 - g_loss: 1.0477 - d_accuracy: 0.6751
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2189 - g_loss: 1.0246 - d_accuracy: 0.6754Epoch 401: D Accuracy = 0.6154
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2226 - g_loss: 1.0281 - d_accuracy: 0.6733
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2171 - g_loss: 1.0170 - d_accuracy: 0.6738Epoch 402: D Accuracy = 0.7000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2147 - g_loss: 1.0204 - d_accuracy: 0.6747
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2094 - g_loss: 1.0315 - d_accuracy: 0.6758Epoch 403: D Accuracy = 0.6538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2102 - g_loss: 1.0315 - d_accuracy: 0.6751
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2271 - g_loss: 1.0172 - d_accuracy: 0.6643Epoch 404: D Accuracy = 0.7692
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2233 - g_loss: 1.0166 - d_accuracy: 0.6681
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2043 - g_loss: 1.0318 - d_accuracy: 0.6779Epoch 405: D Accuracy = 0.6308
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2051 - g_loss: 1.0303 - d_accuracy: 0.6762
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2116 - g_loss: 1.0239 - d_accuracy: 0.6784Epoch 406: D Accuracy = 0.7154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2103 - g_loss: 1.0235 - d_accuracy: 0.6797
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2161 - g_loss: 1.0222 - d_accuracy: 0.6782Epoch 407: D Accuracy = 0.6231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2168 - g_loss: 1.0211 - d_accuracy: 0.6762
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2176 - g_loss: 1.0343 - d_accuracy: 0.6745Epoch 408: D Accuracy = 0.6692
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2171 - g_loss: 1.0373 - d_accuracy: 0.6743
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2073 - g_loss: 1.0289 - d_accuracy: 0.6745Epoch 409: D Accuracy = 0.6769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2067 - g_loss: 1.0315 - d_accuracy: 0.6746
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2189 - g_loss: 1.0241 - d_accuracy: 0.6735Epoch 410: D Accuracy = 0.7538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2175 - g_loss: 1.0203 - d_accuracy: 0.6763
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2141 - g_loss: 1.0284 - d_accuracy: 0.6757Epoch 411: D Accuracy = 0.6308
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2167 - g_loss: 1.0285 - d_accuracy: 0.6741
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2215 - g_loss: 1.0160 - d_accuracy: 0.6748Epoch 412: D Accuracy = 0.6385
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2240 - g_loss: 1.0112 - d_accuracy: 0.6735
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2236 - g_loss: 1.0179 - d_accuracy: 0.6629Epoch 413: D Accuracy = 0.7000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2238 - g_loss: 1.0171 - d_accuracy: 0.6643
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2076 - g_loss: 1.0330 - d_accuracy: 0.6810Epoch 414: D Accuracy = 0.6769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2070 - g_loss: 1.0323 - d_accuracy: 0.6809
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2111 - g_loss: 1.0271 - d_accuracy: 0.6758Epoch 415: D Accuracy = 0.6923
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2109 - g_loss: 1.0267 - d_accuracy: 0.6764
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2089 - g_loss: 1.0315 - d_accuracy: 0.6760Epoch 416: D Accuracy = 0.6846
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2088 - g_loss: 1.0384 - d_accuracy: 0.6763
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2179 - g_loss: 1.0279 - d_accuracy: 0.6670Epoch 417: D Accuracy = 0.6077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2189 - g_loss: 1.0341 - d_accuracy: 0.6649
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1973 - g_loss: 1.0314 - d_accuracy: 0.6852Epoch 418: D Accuracy = 0.6846
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1961 - g_loss: 1.0326 - d_accuracy: 0.6852
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2156 - g_loss: 1.0322 - d_accuracy: 0.6746Epoch 419: D Accuracy = 0.7692
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2135 - g_loss: 1.0299 - d_accuracy: 0.6780
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2100 - g_loss: 1.0337 - d_accuracy: 0.6733Epoch 420: D Accuracy = 0.7154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2069 - g_loss: 1.0366 - d_accuracy: 0.6748
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2084 - g_loss: 1.0356 - d_accuracy: 0.6769Epoch 421: D Accuracy = 0.6231
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2117 - g_loss: 1.0267 - d_accuracy: 0.6749
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.0409 - d_accuracy: 0.6729Epoch 422: D Accuracy = 0.6538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2081 - g_loss: 1.0347 - d_accuracy: 0.6723
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2049 - g_loss: 1.0350 - d_accuracy: 0.6839Epoch 423: D Accuracy = 0.6692
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2045 - g_loss: 1.0336 - d_accuracy: 0.6834
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2003 - g_loss: 1.0451 - d_accuracy: 0.6823Epoch 424: D Accuracy = 0.7308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1979 - g_loss: 1.0440 - d_accuracy: 0.6840
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2097 - g_loss: 1.0443 - d_accuracy: 0.6790Epoch 425: D Accuracy = 0.6692
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2087 - g_loss: 1.0530 - d_accuracy: 0.6787
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1916 - g_loss: 1.0396 - d_accuracy: 0.6952Epoch 426: D Accuracy = 0.7154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1901 - g_loss: 1.0412 - d_accuracy: 0.6959
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2006 - g_loss: 1.0466 - d_accuracy: 0.6846Epoch 427: D Accuracy = 0.5923
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2024 - g_loss: 1.0461 - d_accuracy: 0.6813
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2093 - g_loss: 1.0348 - d_accuracy: 0.6771Epoch 428: D Accuracy = 0.6692
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2088 - g_loss: 1.0391 - d_accuracy: 0.6768
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2178 - g_loss: 1.0274 - d_accuracy: 0.6751Epoch 429: D Accuracy = 0.6538
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2204 - g_loss: 1.0229 - d_accuracy: 0.6744
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2003 - g_loss: 1.0462 - d_accuracy: 0.6822Epoch 430: D Accuracy = 0.6615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2015 - g_loss: 1.0506 - d_accuracy: 0.6815
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1898 - g_loss: 1.0500 - d_accuracy: 0.6894Epoch 431: D Accuracy = 0.7000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1898 - g_loss: 1.0495 - d_accuracy: 0.6898
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2222 - g_loss: 1.0253 - d_accuracy: 0.6721Epoch 432: D Accuracy = 0.6538
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2233 - g_loss: 1.0251 - d_accuracy: 0.6714
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1948 - g_loss: 1.0427 - d_accuracy: 0.6875Epoch 433: D Accuracy = 0.7692
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1907 - g_loss: 1.0447 - d_accuracy: 0.6904
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1865 - g_loss: 1.0534 - d_accuracy: 0.6916Epoch 434: D Accuracy = 0.7077
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1866 - g_loss: 1.0488 - d_accuracy: 0.6922
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2056 - g_loss: 1.0617 - d_accuracy: 0.6764Epoch 435: D Accuracy = 0.6846
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2049 - g_loss: 1.0589 - d_accuracy: 0.6767
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1980 - g_loss: 1.0448 - d_accuracy: 0.6887Epoch 436: D Accuracy = 0.6538
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2011 - g_loss: 1.0398 - d_accuracy: 0.6875
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2096 - g_loss: 1.0365 - d_accuracy: 0.6784Epoch 437: D Accuracy = 0.6846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2088 - g_loss: 1.0358 - d_accuracy: 0.6786
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1978 - g_loss: 1.0474 - d_accuracy: 0.6848Epoch 438: D Accuracy = 0.6615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1990 - g_loss: 1.0441 - d_accuracy: 0.6840
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1974 - g_loss: 1.0508 - d_accuracy: 0.6784Epoch 439: D Accuracy = 0.6385
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1988 - g_loss: 1.0455 - d_accuracy: 0.6770
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2099 - g_loss: 1.0416 - d_accuracy: 0.6716Epoch 440: D Accuracy = 0.6462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2111 - g_loss: 1.0430 - d_accuracy: 0.6707
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1925 - g_loss: 1.0410 - d_accuracy: 0.6888Epoch 441: D Accuracy = 0.7308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1930 - g_loss: 1.0381 - d_accuracy: 0.6903
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1974 - g_loss: 1.0516 - d_accuracy: 0.6823Epoch 442: D Accuracy = 0.7692
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1944 - g_loss: 1.0521 - d_accuracy: 0.6854
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1927 - g_loss: 1.0563 - d_accuracy: 0.6897Epoch 443: D Accuracy = 0.6615
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1935 - g_loss: 1.0550 - d_accuracy: 0.6887
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1946 - g_loss: 1.0552 - d_accuracy: 0.6851Epoch 444: D Accuracy = 0.6231
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1979 - g_loss: 1.0549 - d_accuracy: 0.6829
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2053 - g_loss: 1.0450 - d_accuracy: 0.6732Epoch 445: D Accuracy = 0.6615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2048 - g_loss: 1.0469 - d_accuracy: 0.6728
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1899 - g_loss: 1.0504 - d_accuracy: 0.6930Epoch 446: D Accuracy = 0.6846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1895 - g_loss: 1.0570 - d_accuracy: 0.6927
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1920 - g_loss: 1.0517 - d_accuracy: 0.6926Epoch 447: D Accuracy = 0.6615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1902 - g_loss: 1.0572 - d_accuracy: 0.6915
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1912 - g_loss: 1.0586 - d_accuracy: 0.6910Epoch 448: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1897 - g_loss: 1.0637 - d_accuracy: 0.6913
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1836 - g_loss: 1.0614 - d_accuracy: 0.6946Epoch 449: D Accuracy = 0.7231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1835 - g_loss: 1.0610 - d_accuracy: 0.6956
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1919 - g_loss: 1.0538 - d_accuracy: 0.6956Epoch 450: D Accuracy = 0.7462
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1915 - g_loss: 1.0531 - d_accuracy: 0.6974
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1911 - g_loss: 1.0572 - d_accuracy: 0.6935Epoch 451: D Accuracy = 0.7077
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1912 - g_loss: 1.0558 - d_accuracy: 0.6940
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1943 - g_loss: 1.0552 - d_accuracy: 0.6862Epoch 452: D Accuracy = 0.7462
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1941 - g_loss: 1.0486 - d_accuracy: 0.6883
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1964 - g_loss: 1.0581 - d_accuracy: 0.6840Epoch 453: D Accuracy = 0.7538
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1940 - g_loss: 1.0590 - d_accuracy: 0.6865
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1797 - g_loss: 1.0688 - d_accuracy: 0.7008Epoch 454: D Accuracy = 0.6846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1806 - g_loss: 1.0673 - d_accuracy: 0.7003
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1926 - g_loss: 1.0579 - d_accuracy: 0.6865Epoch 455: D Accuracy = 0.6615
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1955 - g_loss: 1.0566 - d_accuracy: 0.6856
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1962 - g_loss: 1.0526 - d_accuracy: 0.6868Epoch 456: D Accuracy = 0.7077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1965 - g_loss: 1.0507 - d_accuracy: 0.6875
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2060 - g_loss: 1.0494 - d_accuracy: 0.6735Epoch 457: D Accuracy = 0.6846
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2056 - g_loss: 1.0486 - d_accuracy: 0.6739
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1877 - g_loss: 1.0678 - d_accuracy: 0.6915Epoch 458: D Accuracy = 0.7923
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1834 - g_loss: 1.0712 - d_accuracy: 0.6951
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1835 - g_loss: 1.0556 - d_accuracy: 0.6994Epoch 459: D Accuracy = 0.7308
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1848 - g_loss: 1.0508 - d_accuracy: 0.7005
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1843 - g_loss: 1.0716 - d_accuracy: 0.6929Epoch 460: D Accuracy = 0.7308
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1818 - g_loss: 1.0726 - d_accuracy: 0.6942
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1786 - g_loss: 1.0694 - d_accuracy: 0.6932Epoch 461: D Accuracy = 0.6462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1793 - g_loss: 1.0692 - d_accuracy: 0.6915
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1677 - g_loss: 1.0766 - d_accuracy: 0.7045Epoch 462: D Accuracy = 0.6769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1679 - g_loss: 1.0797 - d_accuracy: 0.7035
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1826 - g_loss: 1.0653 - d_accuracy: 0.6929Epoch 463: D Accuracy = 0.6692
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1837 - g_loss: 1.0606 - d_accuracy: 0.6921
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1814 - g_loss: 1.0692 - d_accuracy: 0.6940Epoch 464: D Accuracy = 0.7231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1797 - g_loss: 1.0723 - d_accuracy: 0.6951
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1783 - g_loss: 1.0790 - d_accuracy: 0.6933Epoch 465: D Accuracy = 0.6769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1757 - g_loss: 1.0873 - d_accuracy: 0.6927
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1859 - g_loss: 1.0606 - d_accuracy: 0.6977Epoch 466: D Accuracy = 0.7923
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1848 - g_loss: 1.0602 - d_accuracy: 0.7011
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1804 - g_loss: 1.0789 - d_accuracy: 0.6942Epoch 467: D Accuracy = 0.7308
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1779 - g_loss: 1.0824 - d_accuracy: 0.6955
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1794 - g_loss: 1.0728 - d_accuracy: 0.7013Epoch 468: D Accuracy = 0.7231
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1795 - g_loss: 1.0679 - d_accuracy: 0.7020
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1884 - g_loss: 1.0698 - d_accuracy: 0.6868Epoch 469: D Accuracy = 0.6769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1899 - g_loss: 1.0647 - d_accuracy: 0.6865
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1869 - g_loss: 1.0621 - d_accuracy: 0.6950Epoch 470: D Accuracy = 0.7846
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1858 - g_loss: 1.0543 - d_accuracy: 0.6982
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1708 - g_loss: 1.0788 - d_accuracy: 0.7067Epoch 471: D Accuracy = 0.8077
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1693 - g_loss: 1.0736 - d_accuracy: 0.7103
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1694 - g_loss: 1.0914 - d_accuracy: 0.7024Epoch 472: D Accuracy = 0.7538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1679 - g_loss: 1.0887 - d_accuracy: 0.7042
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1796 - g_loss: 1.0751 - d_accuracy: 0.6956Epoch 473: D Accuracy = 0.7538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1770 - g_loss: 1.0766 - d_accuracy: 0.6977
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1849 - g_loss: 1.0744 - d_accuracy: 0.6856Epoch 474: D Accuracy = 0.7231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1854 - g_loss: 1.0698 - d_accuracy: 0.6870
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1839 - g_loss: 1.0771 - d_accuracy: 0.6928Epoch 475: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1862 - g_loss: 1.0747 - d_accuracy: 0.6895
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1841 - g_loss: 1.0807 - d_accuracy: 0.6835Epoch 476: D Accuracy = 0.6923
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1856 - g_loss: 1.0813 - d_accuracy: 0.6838
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1949 - g_loss: 1.0585 - d_accuracy: 0.6790Epoch 477: D Accuracy = 0.6923
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1936 - g_loss: 1.0585 - d_accuracy: 0.6795
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1723 - g_loss: 1.0810 - d_accuracy: 0.6955Epoch 478: D Accuracy = 0.6846
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1712 - g_loss: 1.0847 - d_accuracy: 0.6951
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1809 - g_loss: 1.0794 - d_accuracy: 0.6988Epoch 479: D Accuracy = 0.6615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1822 - g_loss: 1.0814 - d_accuracy: 0.6975
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1729 - g_loss: 1.0797 - d_accuracy: 0.7006Epoch 480: D Accuracy = 0.6615
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1751 - g_loss: 1.0755 - d_accuracy: 0.6992
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1790 - g_loss: 1.0754 - d_accuracy: 0.7013Epoch 481: D Accuracy = 0.7308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1763 - g_loss: 1.0762 - d_accuracy: 0.7023
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1752 - g_loss: 1.0762 - d_accuracy: 0.6984Epoch 482: D Accuracy = 0.6692
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1756 - g_loss: 1.0733 - d_accuracy: 0.6974
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1933 - g_loss: 1.0694 - d_accuracy: 0.6879Epoch 483: D Accuracy = 0.6385
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1948 - g_loss: 1.0628 - d_accuracy: 0.6861
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1826 - g_loss: 1.0776 - d_accuracy: 0.6937Epoch 484: D Accuracy = 0.7462
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1804 - g_loss: 1.0778 - d_accuracy: 0.6956
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1719 - g_loss: 1.0863 - d_accuracy: 0.6946Epoch 485: D Accuracy = 0.6615
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1711 - g_loss: 1.0913 - d_accuracy: 0.6935
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1795 - g_loss: 1.0691 - d_accuracy: 0.6916Epoch 486: D Accuracy = 0.6923
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1784 - g_loss: 1.0716 - d_accuracy: 0.6916
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1869 - g_loss: 1.0732 - d_accuracy: 0.6895Epoch 487: D Accuracy = 0.7462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1865 - g_loss: 1.0640 - d_accuracy: 0.6916
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1734 - g_loss: 1.0816 - d_accuracy: 0.6970Epoch 488: D Accuracy = 0.7538
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1715 - g_loss: 1.0826 - d_accuracy: 0.6991
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1652 - g_loss: 1.0918 - d_accuracy: 0.7058Epoch 489: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1647 - g_loss: 1.0915 - d_accuracy: 0.7056
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1787 - g_loss: 1.0810 - d_accuracy: 0.6955Epoch 490: D Accuracy = 0.6769
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1808 - g_loss: 1.0760 - d_accuracy: 0.6948
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1843 - g_loss: 1.0890 - d_accuracy: 0.6922Epoch 491: D Accuracy = 0.6462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1866 - g_loss: 1.0893 - d_accuracy: 0.6905
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1739 - g_loss: 1.0761 - d_accuracy: 0.7042Epoch 492: D Accuracy = 0.6462
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1766 - g_loss: 1.0770 - d_accuracy: 0.7021
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1796 - g_loss: 1.0796 - d_accuracy: 0.6952Epoch 493: D Accuracy = 0.6692
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1793 - g_loss: 1.0838 - d_accuracy: 0.6943
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1707 - g_loss: 1.0914 - d_accuracy: 0.7033Epoch 494: D Accuracy = 0.7154
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1712 - g_loss: 1.0905 - d_accuracy: 0.7037
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1672 - g_loss: 1.0904 - d_accuracy: 0.7007Epoch 495: D Accuracy = 0.6231
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1682 - g_loss: 1.0916 - d_accuracy: 0.6980
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1695 - g_loss: 1.0899 - d_accuracy: 0.6983Epoch 496: D Accuracy = 0.6692
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1716 - g_loss: 1.0885 - d_accuracy: 0.6972
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1663 - g_loss: 1.0975 - d_accuracy: 0.7063Epoch 497: D Accuracy = 0.7692
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1651 - g_loss: 1.0956 - d_accuracy: 0.7085
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1632 - g_loss: 1.0962 - d_accuracy: 0.7084Epoch 498: D Accuracy = 0.6538
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1660 - g_loss: 1.0940 - d_accuracy: 0.7064
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1671 - g_loss: 1.0906 - d_accuracy: 0.7085Epoch 499: D Accuracy = 0.7846
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1647 - g_loss: 1.0906 - d_accuracy: 0.7112
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1705 - g_loss: 1.0967 - d_accuracy: 0.6993
Class 4 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.8000
27/27 [==============================] - 1s 41ms/step - d_loss: 1.1665 - g_loss: 1.0980 - d_accuracy: 0.7029
Training DCGAN for class 5...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.3805 - g_loss: 0.9251 - d_accuracy: 0.5898WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0169s vs `on_train_batch_end` time: 0.0185s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 1.1305 - g_loss: 1.1839 - d_accuracy: 0.7388
Epoch 1: Generator loss improved from inf to 1.1926. Saving weights.
Epoch 1: D Accuracy = 0.7982
27/27 [==============================] - 2s 35ms/step - d_loss: 1.1274 - g_loss: 1.1843 - d_accuracy: 0.7409
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0698 - g_loss: 1.3489 - d_accuracy: 0.7787Epoch 2: D Accuracy = 0.8070
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0689 - g_loss: 1.3490 - d_accuracy: 0.7797
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8219 - g_loss: 1.6950 - d_accuracy: 0.8749Epoch 3: D Accuracy = 0.9386
27/27 [==============================] - 1s 34ms/step - d_loss: 0.8152 - g_loss: 1.7158 - d_accuracy: 0.8772
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5531 - g_loss: 2.5454 - d_accuracy: 0.9633Epoch 4: D Accuracy = 0.9649
27/27 [==============================] - 1s 34ms/step - d_loss: 0.5511 - g_loss: 2.5653 - d_accuracy: 0.9633
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4559 - g_loss: 3.4126 - d_accuracy: 0.9809Epoch 5: D Accuracy = 0.9737
27/27 [==============================] - 1s 34ms/step - d_loss: 0.4551 - g_loss: 3.4223 - d_accuracy: 0.9807
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4182 - g_loss: 4.0417 - d_accuracy: 0.9873Epoch 6: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.4173 - g_loss: 4.0543 - d_accuracy: 0.9877
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4014 - g_loss: 4.4361 - d_accuracy: 0.9912Epoch 7: D Accuracy = 1.0000
27/27 [==============================] - 1s 37ms/step - d_loss: 0.4011 - g_loss: 4.4310 - d_accuracy: 0.9915
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8972 - g_loss: 2.0255 - d_accuracy: 0.8410Epoch 8: D Accuracy = 0.8684
27/27 [==============================] - 1s 37ms/step - d_loss: 0.8966 - g_loss: 2.0131 - d_accuracy: 0.8420
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7880 - g_loss: 2.1464 - d_accuracy: 0.8781Epoch 9: D Accuracy = 0.8772
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7857 - g_loss: 2.1424 - d_accuracy: 0.8781
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6008 - g_loss: 2.6093 - d_accuracy: 0.9355Epoch 10: D Accuracy = 0.9737
27/27 [==============================] - 1s 34ms/step - d_loss: 0.5979 - g_loss: 2.6242 - d_accuracy: 0.9369
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4996 - g_loss: 3.2967 - d_accuracy: 0.9635Epoch 11: D Accuracy = 0.9649
27/27 [==============================] - 1s 34ms/step - d_loss: 0.4984 - g_loss: 3.3077 - d_accuracy: 0.9636
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4598 - g_loss: 3.7792 - d_accuracy: 0.9776Epoch 12: D Accuracy = 0.9737
27/27 [==============================] - 1s 34ms/step - d_loss: 0.4589 - g_loss: 3.7916 - d_accuracy: 0.9775
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4276 - g_loss: 4.2861 - d_accuracy: 0.9863Epoch 13: D Accuracy = 0.9825
27/27 [==============================] - 1s 36ms/step - d_loss: 0.4274 - g_loss: 4.2843 - d_accuracy: 0.9862
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4583 - g_loss: 3.8504 - d_accuracy: 0.9768Epoch 14: D Accuracy = 0.9912
27/27 [==============================] - 1s 38ms/step - d_loss: 0.4573 - g_loss: 3.8578 - d_accuracy: 0.9773
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0005 - g_loss: 2.6428 - d_accuracy: 0.8018Epoch 15: D Accuracy = 0.6053
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0238 - g_loss: 2.5951 - d_accuracy: 0.7948
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4106 - g_loss: 1.2491 - d_accuracy: 0.6503
Epoch 16: Generator loss improved from 1.1926 to 0.9752. Saving weights.
Epoch 16: D Accuracy = 0.6404
27/27 [==============================] - 1s 36ms/step - d_loss: 1.4123 - g_loss: 1.2393 - d_accuracy: 0.6500
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2983 - g_loss: 1.1486 - d_accuracy: 0.6517Epoch 17: D Accuracy = 0.5965
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3019 - g_loss: 1.1472 - d_accuracy: 0.6497
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 1.0590 - d_accuracy: 0.6298
Epoch 18: Generator loss improved from 0.9752 to 0.9533. Saving weights.
Epoch 18: D Accuracy = 0.5789
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3200 - g_loss: 1.0552 - d_accuracy: 0.6280
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 1.0240 - d_accuracy: 0.6164Epoch 19: D Accuracy = 0.6316
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3235 - g_loss: 1.0253 - d_accuracy: 0.6170
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3292 - g_loss: 0.9874 - d_accuracy: 0.6089Epoch 20: D Accuracy = 0.6316
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3274 - g_loss: 0.9877 - d_accuracy: 0.6097
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3170 - g_loss: 0.9810 - d_accuracy: 0.6126
Epoch 21: Generator loss improved from 0.9533 to 0.9517. Saving weights.
Epoch 21: D Accuracy = 0.6228
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3160 - g_loss: 0.9800 - d_accuracy: 0.6130
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2968 - g_loss: 0.9762 - d_accuracy: 0.6227Epoch 22: D Accuracy = 0.6140
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2973 - g_loss: 0.9755 - d_accuracy: 0.6224
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2812 - g_loss: 0.9937 - d_accuracy: 0.6356Epoch 23: D Accuracy = 0.6930
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2798 - g_loss: 0.9946 - d_accuracy: 0.6377
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2662 - g_loss: 0.9949 - d_accuracy: 0.6460
Epoch 24: Generator loss improved from 0.9517 to 0.9257. Saving weights.
Epoch 24: D Accuracy = 0.6754
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2661 - g_loss: 0.9924 - d_accuracy: 0.6470
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2501 - g_loss: 1.0155 - d_accuracy: 0.6549Epoch 25: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2492 - g_loss: 1.0168 - d_accuracy: 0.6553
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2385 - g_loss: 1.0351 - d_accuracy: 0.6609Epoch 26: D Accuracy = 0.7895
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2342 - g_loss: 1.0349 - d_accuracy: 0.6655
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2108 - g_loss: 1.0548 - d_accuracy: 0.6836Epoch 27: D Accuracy = 0.7281
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2095 - g_loss: 1.0528 - d_accuracy: 0.6852
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2077 - g_loss: 1.0748 - d_accuracy: 0.6838Epoch 28: D Accuracy = 0.6930
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2066 - g_loss: 1.0758 - d_accuracy: 0.6841
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1776 - g_loss: 1.1076 - d_accuracy: 0.7064Epoch 29: D Accuracy = 0.6404
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1811 - g_loss: 1.1135 - d_accuracy: 0.7041
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1675 - g_loss: 1.1181 - d_accuracy: 0.7121Epoch 30: D Accuracy = 0.6754
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1697 - g_loss: 1.1162 - d_accuracy: 0.7108
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1491 - g_loss: 1.1518 - d_accuracy: 0.7116Epoch 31: D Accuracy = 0.6316
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1491 - g_loss: 1.1550 - d_accuracy: 0.7088
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1275 - g_loss: 1.1746 - d_accuracy: 0.7301Epoch 32: D Accuracy = 0.7281
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1275 - g_loss: 1.1739 - d_accuracy: 0.7300
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1127 - g_loss: 1.2087 - d_accuracy: 0.7318Epoch 33: D Accuracy = 0.7193
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1140 - g_loss: 1.2003 - d_accuracy: 0.7313
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1249 - g_loss: 1.2272 - d_accuracy: 0.7304Epoch 34: D Accuracy = 0.8158
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1203 - g_loss: 1.2296 - d_accuracy: 0.7335
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1210 - g_loss: 1.2332 - d_accuracy: 0.7259Epoch 35: D Accuracy = 0.7632
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1186 - g_loss: 1.2387 - d_accuracy: 0.7272
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1516 - g_loss: 1.1896 - d_accuracy: 0.7079Epoch 36: D Accuracy = 0.6842
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1519 - g_loss: 1.1881 - d_accuracy: 0.7071
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1760 - g_loss: 1.1725 - d_accuracy: 0.6991Epoch 37: D Accuracy = 0.7807
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1729 - g_loss: 1.1697 - d_accuracy: 0.7020
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2128 - g_loss: 1.1257 - d_accuracy: 0.6807Epoch 38: D Accuracy = 0.7193
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2128 - g_loss: 1.1230 - d_accuracy: 0.6821
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2447 - g_loss: 1.1056 - d_accuracy: 0.6587Epoch 39: D Accuracy = 0.7105
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2427 - g_loss: 1.1060 - d_accuracy: 0.6605
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1823 - g_loss: 1.1502 - d_accuracy: 0.6953Epoch 40: D Accuracy = 0.7105
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1802 - g_loss: 1.1474 - d_accuracy: 0.6958
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1966 - g_loss: 1.1618 - d_accuracy: 0.6935Epoch 41: D Accuracy = 0.6579
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1978 - g_loss: 1.1552 - d_accuracy: 0.6922
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1785 - g_loss: 1.1624 - d_accuracy: 0.6914Epoch 42: D Accuracy = 0.7456
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1766 - g_loss: 1.1653 - d_accuracy: 0.6933
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1765 - g_loss: 1.1627 - d_accuracy: 0.6979Epoch 43: D Accuracy = 0.6404
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1800 - g_loss: 1.1569 - d_accuracy: 0.6959
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1761 - g_loss: 1.1472 - d_accuracy: 0.7007Epoch 44: D Accuracy = 0.7193
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1770 - g_loss: 1.1410 - d_accuracy: 0.7014
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1783 - g_loss: 1.1624 - d_accuracy: 0.6917Epoch 45: D Accuracy = 0.6842
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1782 - g_loss: 1.1628 - d_accuracy: 0.6915
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1835 - g_loss: 1.1452 - d_accuracy: 0.6944Epoch 46: D Accuracy = 0.6930
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1839 - g_loss: 1.1457 - d_accuracy: 0.6943
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2040 - g_loss: 1.1386 - d_accuracy: 0.6883Epoch 47: D Accuracy = 0.7632
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2007 - g_loss: 1.1444 - d_accuracy: 0.6910
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1808 - g_loss: 1.1441 - d_accuracy: 0.6964Epoch 48: D Accuracy = 0.6930
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1799 - g_loss: 1.1497 - d_accuracy: 0.6963
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1994 - g_loss: 1.1296 - d_accuracy: 0.6898Epoch 49: D Accuracy = 0.7368
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1981 - g_loss: 1.1295 - d_accuracy: 0.6914
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1897 - g_loss: 1.1355 - d_accuracy: 0.6902Epoch 50: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1874 - g_loss: 1.1479 - d_accuracy: 0.6906
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1940 - g_loss: 1.1242 - d_accuracy: 0.6887Epoch 51: D Accuracy = 0.7544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1907 - g_loss: 1.1273 - d_accuracy: 0.6910
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2048 - g_loss: 1.1116 - d_accuracy: 0.6787Epoch 52: D Accuracy = 0.6404
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2096 - g_loss: 1.1055 - d_accuracy: 0.6773
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2210 - g_loss: 1.0960 - d_accuracy: 0.6683Epoch 53: D Accuracy = 0.6491
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2199 - g_loss: 1.0950 - d_accuracy: 0.6676
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2052 - g_loss: 1.1015 - d_accuracy: 0.6776Epoch 54: D Accuracy = 0.7281
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2017 - g_loss: 1.1077 - d_accuracy: 0.6794
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2125 - g_loss: 1.1096 - d_accuracy: 0.6753Epoch 55: D Accuracy = 0.7281
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2092 - g_loss: 1.1107 - d_accuracy: 0.6771
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2121 - g_loss: 1.0843 - d_accuracy: 0.6837
Epoch 56: Generator loss improved from 0.9257 to 0.8191. Saving weights.
Epoch 56: D Accuracy = 0.6754
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2128 - g_loss: 1.0748 - d_accuracy: 0.6834
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2117 - g_loss: 1.0965 - d_accuracy: 0.6769Epoch 57: D Accuracy = 0.5965
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2142 - g_loss: 1.0922 - d_accuracy: 0.6740
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2238 - g_loss: 1.0878 - d_accuracy: 0.6720Epoch 58: D Accuracy = 0.6842
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2238 - g_loss: 1.0892 - d_accuracy: 0.6725
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2416 - g_loss: 1.0681 - d_accuracy: 0.6559Epoch 59: D Accuracy = 0.6579
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2410 - g_loss: 1.0774 - d_accuracy: 0.6559
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2308 - g_loss: 1.0629 - d_accuracy: 0.6634Epoch 60: D Accuracy = 0.6228
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2337 - g_loss: 1.0608 - d_accuracy: 0.6620
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2219 - g_loss: 1.0643 - d_accuracy: 0.6728Epoch 61: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2214 - g_loss: 1.0587 - d_accuracy: 0.6739
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2363 - g_loss: 1.0665 - d_accuracy: 0.6550Epoch 62: D Accuracy = 0.6579
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2356 - g_loss: 1.0766 - d_accuracy: 0.6551
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2316 - g_loss: 1.0559 - d_accuracy: 0.6708Epoch 63: D Accuracy = 0.6754
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2329 - g_loss: 1.0516 - d_accuracy: 0.6710
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2481 - g_loss: 1.0487 - d_accuracy: 0.6471Epoch 64: D Accuracy = 0.6579
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2499 - g_loss: 1.0419 - d_accuracy: 0.6474
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2344 - g_loss: 1.0517 - d_accuracy: 0.6608Epoch 65: D Accuracy = 0.7281
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2318 - g_loss: 1.0516 - d_accuracy: 0.6632
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2446 - g_loss: 1.0449 - d_accuracy: 0.6574Epoch 66: D Accuracy = 0.6316
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2463 - g_loss: 1.0441 - d_accuracy: 0.6564
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2383 - g_loss: 1.0473 - d_accuracy: 0.6594Epoch 67: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2380 - g_loss: 1.0500 - d_accuracy: 0.6596
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2348 - g_loss: 1.0401 - d_accuracy: 0.6689Epoch 68: D Accuracy = 0.6228
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2363 - g_loss: 1.0386 - d_accuracy: 0.6673
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2392 - g_loss: 1.0410 - d_accuracy: 0.6677Epoch 69: D Accuracy = 0.6842
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2395 - g_loss: 1.0369 - d_accuracy: 0.6683
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2354 - g_loss: 1.0472 - d_accuracy: 0.6629Epoch 70: D Accuracy = 0.6491
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2344 - g_loss: 1.0501 - d_accuracy: 0.6624
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2421 - g_loss: 1.0456 - d_accuracy: 0.6560Epoch 71: D Accuracy = 0.6491
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2413 - g_loss: 1.0498 - d_accuracy: 0.6557
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2255 - g_loss: 1.0458 - d_accuracy: 0.6701Epoch 72: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2243 - g_loss: 1.0469 - d_accuracy: 0.6712
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2545 - g_loss: 1.0444 - d_accuracy: 0.6503Epoch 73: D Accuracy = 0.6140
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2542 - g_loss: 1.0491 - d_accuracy: 0.6490
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2308 - g_loss: 1.0504 - d_accuracy: 0.6706Epoch 74: D Accuracy = 0.6579
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2323 - g_loss: 1.0447 - d_accuracy: 0.6702
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2455 - g_loss: 1.0440 - d_accuracy: 0.6630Epoch 75: D Accuracy = 0.7018
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2436 - g_loss: 1.0483 - d_accuracy: 0.6644
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2490 - g_loss: 1.0340 - d_accuracy: 0.6536Epoch 76: D Accuracy = 0.6228
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2507 - g_loss: 1.0325 - d_accuracy: 0.6525
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2410 - g_loss: 1.0275 - d_accuracy: 0.6648Epoch 77: D Accuracy = 0.6404
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2416 - g_loss: 1.0211 - d_accuracy: 0.6639
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2463 - g_loss: 1.0337 - d_accuracy: 0.6599Epoch 78: D Accuracy = 0.6930
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2468 - g_loss: 1.0271 - d_accuracy: 0.6611
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2477 - g_loss: 1.0354 - d_accuracy: 0.6507Epoch 79: D Accuracy = 0.6404
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2487 - g_loss: 1.0292 - d_accuracy: 0.6504
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2686 - g_loss: 1.0109 - d_accuracy: 0.6475
Epoch 80: Generator loss improved from 0.8191 to 0.8090. Saving weights.
Epoch 80: D Accuracy = 0.6228
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2718 - g_loss: 1.0037 - d_accuracy: 0.6466
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2616 - g_loss: 1.0144 - d_accuracy: 0.6467Epoch 81: D Accuracy = 0.7105
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2601 - g_loss: 1.0125 - d_accuracy: 0.6490
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2512 - g_loss: 1.0208 - d_accuracy: 0.6510Epoch 82: D Accuracy = 0.6228
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2530 - g_loss: 1.0208 - d_accuracy: 0.6500
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2553 - g_loss: 1.0235 - d_accuracy: 0.6490Epoch 83: D Accuracy = 0.7368
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2520 - g_loss: 1.0244 - d_accuracy: 0.6521
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2690 - g_loss: 1.0141 - d_accuracy: 0.6395Epoch 84: D Accuracy = 0.7105
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2657 - g_loss: 1.0156 - d_accuracy: 0.6420
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2564 - g_loss: 1.0215 - d_accuracy: 0.6480Epoch 85: D Accuracy = 0.7193
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2554 - g_loss: 1.0200 - d_accuracy: 0.6506
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2546 - g_loss: 1.0220 - d_accuracy: 0.6516Epoch 86: D Accuracy = 0.6053
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2566 - g_loss: 1.0199 - d_accuracy: 0.6500
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2627 - g_loss: 1.0235 - d_accuracy: 0.6412Epoch 87: D Accuracy = 0.6404
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2631 - g_loss: 1.0269 - d_accuracy: 0.6412
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2593 - g_loss: 1.0164 - d_accuracy: 0.6476Epoch 88: D Accuracy = 0.6930
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2567 - g_loss: 1.0215 - d_accuracy: 0.6492
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2699 - g_loss: 1.0072 - d_accuracy: 0.6385Epoch 89: D Accuracy = 0.5088
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2710 - g_loss: 1.0104 - d_accuracy: 0.6339
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2737 - g_loss: 1.0037 - d_accuracy: 0.6416Epoch 90: D Accuracy = 0.5965
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2770 - g_loss: 0.9971 - d_accuracy: 0.6400
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2708 - g_loss: 1.0060 - d_accuracy: 0.6395Epoch 91: D Accuracy = 0.6491
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2708 - g_loss: 1.0098 - d_accuracy: 0.6398
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2788 - g_loss: 0.9908 - d_accuracy: 0.6355Epoch 92: D Accuracy = 0.5965
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2808 - g_loss: 0.9916 - d_accuracy: 0.6341
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2866 - g_loss: 0.9900 - d_accuracy: 0.6249Epoch 93: D Accuracy = 0.6228
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2883 - g_loss: 0.9912 - d_accuracy: 0.6248
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2862 - g_loss: 0.9878 - d_accuracy: 0.6327Epoch 94: D Accuracy = 0.5351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2898 - g_loss: 0.9880 - d_accuracy: 0.6292
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2791 - g_loss: 0.9895 - d_accuracy: 0.6358Epoch 95: D Accuracy = 0.5351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2819 - g_loss: 0.9883 - d_accuracy: 0.6322
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2882 - g_loss: 0.9808 - d_accuracy: 0.6284Epoch 96: D Accuracy = 0.5789
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2901 - g_loss: 0.9766 - d_accuracy: 0.6266
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2830 - g_loss: 0.9843 - d_accuracy: 0.6340Epoch 97: D Accuracy = 0.6579
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2833 - g_loss: 0.9853 - d_accuracy: 0.6349
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2712 - g_loss: 0.9984 - d_accuracy: 0.6408Epoch 98: D Accuracy = 0.6053
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2707 - g_loss: 1.0041 - d_accuracy: 0.6395
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2802 - g_loss: 0.9879 - d_accuracy: 0.6333Epoch 99: D Accuracy = 0.6491
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2800 - g_loss: 0.9880 - d_accuracy: 0.6338
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2695 - g_loss: 0.9916 - d_accuracy: 0.6358
Class 5 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.7456
27/27 [==============================] - 1s 41ms/step - d_loss: 1.2662 - g_loss: 0.9917 - d_accuracy: 0.6398
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9868 - d_accuracy: 0.6310Epoch 101: D Accuracy = 0.5526
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2867 - g_loss: 0.9827 - d_accuracy: 0.6282
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2786 - g_loss: 0.9812 - d_accuracy: 0.6290Epoch 102: D Accuracy = 0.5965
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2803 - g_loss: 0.9788 - d_accuracy: 0.6278
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2922 - g_loss: 0.9780 - d_accuracy: 0.6187Epoch 103: D Accuracy = 0.6316
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2918 - g_loss: 0.9777 - d_accuracy: 0.6192
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2965 - g_loss: 0.9718 - d_accuracy: 0.6214Epoch 104: D Accuracy = 0.5702
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2997 - g_loss: 0.9695 - d_accuracy: 0.6195
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2926 - g_loss: 0.9666 - d_accuracy: 0.6214Epoch 105: D Accuracy = 0.6053
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2914 - g_loss: 0.9668 - d_accuracy: 0.6208
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2969 - g_loss: 0.9739 - d_accuracy: 0.6116Epoch 106: D Accuracy = 0.5614
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2967 - g_loss: 0.9773 - d_accuracy: 0.6099
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2915 - g_loss: 0.9698 - d_accuracy: 0.6244Epoch 107: D Accuracy = 0.6140
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2919 - g_loss: 0.9694 - d_accuracy: 0.6241
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3099 - g_loss: 0.9552 - d_accuracy: 0.6140Epoch 108: D Accuracy = 0.6491
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3075 - g_loss: 0.9560 - d_accuracy: 0.6153
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2947 - g_loss: 0.9693 - d_accuracy: 0.6206Epoch 109: D Accuracy = 0.6930
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2936 - g_loss: 0.9694 - d_accuracy: 0.6232
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2879 - g_loss: 0.9715 - d_accuracy: 0.6221Epoch 110: D Accuracy = 0.6754
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2858 - g_loss: 0.9737 - d_accuracy: 0.6240
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2872 - g_loss: 0.9728 - d_accuracy: 0.6249Epoch 111: D Accuracy = 0.6491
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2863 - g_loss: 0.9779 - d_accuracy: 0.6257
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2938 - g_loss: 0.9568 - d_accuracy: 0.6156Epoch 112: D Accuracy = 0.6140
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2949 - g_loss: 0.9554 - d_accuracy: 0.6156
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2998 - g_loss: 0.9606 - d_accuracy: 0.6204Epoch 113: D Accuracy = 0.6053
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3018 - g_loss: 0.9628 - d_accuracy: 0.6198
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3022 - g_loss: 0.9586 - d_accuracy: 0.6110Epoch 114: D Accuracy = 0.6140
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3015 - g_loss: 0.9668 - d_accuracy: 0.6111
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2876 - g_loss: 0.9717 - d_accuracy: 0.6269Epoch 115: D Accuracy = 0.6491
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2863 - g_loss: 0.9746 - d_accuracy: 0.6277
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2944 - g_loss: 0.9581 - d_accuracy: 0.6181Epoch 116: D Accuracy = 0.6491
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2938 - g_loss: 0.9577 - d_accuracy: 0.6192
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9613 - d_accuracy: 0.6218Epoch 117: D Accuracy = 0.6140
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2974 - g_loss: 0.9612 - d_accuracy: 0.6216
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9669 - d_accuracy: 0.6284Epoch 118: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2800 - g_loss: 0.9678 - d_accuracy: 0.6298
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2954 - g_loss: 0.9632 - d_accuracy: 0.6150Epoch 119: D Accuracy = 0.6140
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2949 - g_loss: 0.9634 - d_accuracy: 0.6150
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2957 - g_loss: 0.9560 - d_accuracy: 0.6175Epoch 120: D Accuracy = 0.5877
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2978 - g_loss: 0.9551 - d_accuracy: 0.6165
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2845 - g_loss: 0.9548 - d_accuracy: 0.6254
Epoch 121: Generator loss improved from 0.8090 to 0.7771. Saving weights.
Epoch 121: D Accuracy = 0.6579
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2862 - g_loss: 0.9485 - d_accuracy: 0.6265
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3060 - g_loss: 0.9629 - d_accuracy: 0.6136Epoch 122: D Accuracy = 0.5789
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3054 - g_loss: 0.9692 - d_accuracy: 0.6124
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2953 - g_loss: 0.9558 - d_accuracy: 0.6195Epoch 123: D Accuracy = 0.6053
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2959 - g_loss: 0.9587 - d_accuracy: 0.6190
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9537 - d_accuracy: 0.6201Epoch 124: D Accuracy = 0.6228
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2978 - g_loss: 0.9500 - d_accuracy: 0.6202
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2858 - g_loss: 0.9630 - d_accuracy: 0.6258Epoch 125: D Accuracy = 0.5965
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2863 - g_loss: 0.9604 - d_accuracy: 0.6248
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3072 - g_loss: 0.9448 - d_accuracy: 0.6090Epoch 126: D Accuracy = 0.7018
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3050 - g_loss: 0.9464 - d_accuracy: 0.6123
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3037 - g_loss: 0.9490 - d_accuracy: 0.6216
Epoch 127: Generator loss improved from 0.7771 to 0.7760. Saving weights.
Epoch 127: D Accuracy = 0.6842
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3038 - g_loss: 0.9428 - d_accuracy: 0.6238
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2959 - g_loss: 0.9578 - d_accuracy: 0.6208Epoch 128: D Accuracy = 0.6491
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2943 - g_loss: 0.9607 - d_accuracy: 0.6218
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3003 - g_loss: 0.9485 - d_accuracy: 0.6186Epoch 129: D Accuracy = 0.6579
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2998 - g_loss: 0.9473 - d_accuracy: 0.6200
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3034 - g_loss: 0.9516 - d_accuracy: 0.6143Epoch 130: D Accuracy = 0.6404
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3006 - g_loss: 0.9542 - d_accuracy: 0.6152
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3044 - g_loss: 0.9450 - d_accuracy: 0.6100Epoch 131: D Accuracy = 0.6140
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3033 - g_loss: 0.9411 - d_accuracy: 0.6101
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9592 - d_accuracy: 0.6203Epoch 132: D Accuracy = 0.5263
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2901 - g_loss: 0.9566 - d_accuracy: 0.6170
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3055 - g_loss: 0.9446 - d_accuracy: 0.6114Epoch 133: D Accuracy = 0.5351
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3088 - g_loss: 0.9416 - d_accuracy: 0.6087
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3009 - g_loss: 0.9537 - d_accuracy: 0.6063Epoch 134: D Accuracy = 0.6228
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3016 - g_loss: 0.9543 - d_accuracy: 0.6068
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2903 - g_loss: 0.9452 - d_accuracy: 0.6272Epoch 135: D Accuracy = 0.6842
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2893 - g_loss: 0.9412 - d_accuracy: 0.6292
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2910 - g_loss: 0.9603 - d_accuracy: 0.6237Epoch 136: D Accuracy = 0.5263
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2923 - g_loss: 0.9577 - d_accuracy: 0.6202
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3005 - g_loss: 0.9453 - d_accuracy: 0.6148Epoch 137: D Accuracy = 0.5789
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3027 - g_loss: 0.9411 - d_accuracy: 0.6135
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2884 - g_loss: 0.9622 - d_accuracy: 0.6216Epoch 138: D Accuracy = 0.6491
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2870 - g_loss: 0.9676 - d_accuracy: 0.6225
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2833 - g_loss: 0.9578 - d_accuracy: 0.6301Epoch 139: D Accuracy = 0.5877
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2841 - g_loss: 0.9583 - d_accuracy: 0.6286
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2886 - g_loss: 0.9510 - d_accuracy: 0.6227Epoch 140: D Accuracy = 0.6228
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2890 - g_loss: 0.9466 - d_accuracy: 0.6228
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2967 - g_loss: 0.9536 - d_accuracy: 0.6164Epoch 141: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2945 - g_loss: 0.9582 - d_accuracy: 0.6182
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9473 - d_accuracy: 0.6190Epoch 142: D Accuracy = 0.6579
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2990 - g_loss: 0.9460 - d_accuracy: 0.6204
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2923 - g_loss: 0.9461 - d_accuracy: 0.6191Epoch 143: D Accuracy = 0.6404
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2931 - g_loss: 0.9426 - d_accuracy: 0.6198
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2986 - g_loss: 0.9556 - d_accuracy: 0.6148Epoch 144: D Accuracy = 0.6316
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2973 - g_loss: 0.9602 - d_accuracy: 0.6154
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2979 - g_loss: 0.9491 - d_accuracy: 0.6131Epoch 145: D Accuracy = 0.5702
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3004 - g_loss: 0.9495 - d_accuracy: 0.6116
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2876 - g_loss: 0.9609 - d_accuracy: 0.6247Epoch 146: D Accuracy = 0.6754
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2868 - g_loss: 0.9598 - d_accuracy: 0.6265
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2893 - g_loss: 0.9471 - d_accuracy: 0.6249Epoch 147: D Accuracy = 0.6140
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2900 - g_loss: 0.9452 - d_accuracy: 0.6245
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2952 - g_loss: 0.9553 - d_accuracy: 0.6164Epoch 148: D Accuracy = 0.5965
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2963 - g_loss: 0.9622 - d_accuracy: 0.6157
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2801 - g_loss: 0.9573 - d_accuracy: 0.6284Epoch 149: D Accuracy = 0.5877
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2822 - g_loss: 0.9564 - d_accuracy: 0.6269
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2832 - g_loss: 0.9542 - d_accuracy: 0.6268Epoch 150: D Accuracy = 0.7193
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2797 - g_loss: 0.9559 - d_accuracy: 0.6301
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2852 - g_loss: 0.9595 - d_accuracy: 0.6264Epoch 151: D Accuracy = 0.7018
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2840 - g_loss: 0.9586 - d_accuracy: 0.6291
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2868 - g_loss: 0.9566 - d_accuracy: 0.6229Epoch 152: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2856 - g_loss: 0.9598 - d_accuracy: 0.6245
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2753 - g_loss: 0.9563 - d_accuracy: 0.6294Epoch 153: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2737 - g_loss: 0.9558 - d_accuracy: 0.6308
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2830 - g_loss: 0.9649 - d_accuracy: 0.6145Epoch 154: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2813 - g_loss: 0.9660 - d_accuracy: 0.6164
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2904 - g_loss: 0.9524 - d_accuracy: 0.6202Epoch 155: D Accuracy = 0.5614
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2924 - g_loss: 0.9561 - d_accuracy: 0.6181
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2864 - g_loss: 0.9560 - d_accuracy: 0.6197Epoch 156: D Accuracy = 0.6579
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2849 - g_loss: 0.9631 - d_accuracy: 0.6211
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2841 - g_loss: 0.9501 - d_accuracy: 0.6204Epoch 157: D Accuracy = 0.5877
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2829 - g_loss: 0.9497 - d_accuracy: 0.6193
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2913 - g_loss: 0.9487 - d_accuracy: 0.6154Epoch 158: D Accuracy = 0.5702
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2916 - g_loss: 0.9472 - d_accuracy: 0.6138
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2973 - g_loss: 0.9505 - d_accuracy: 0.6196Epoch 159: D Accuracy = 0.6053
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2945 - g_loss: 0.9600 - d_accuracy: 0.6191
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2788 - g_loss: 0.9524 - d_accuracy: 0.6284Epoch 160: D Accuracy = 0.6930
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2777 - g_loss: 0.9493 - d_accuracy: 0.6307
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9596 - d_accuracy: 0.6310Epoch 161: D Accuracy = 0.6316
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2832 - g_loss: 0.9571 - d_accuracy: 0.6311
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9610 - d_accuracy: 0.6359Epoch 162: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2755 - g_loss: 0.9606 - d_accuracy: 0.6370
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2997 - g_loss: 0.9499 - d_accuracy: 0.6179Epoch 163: D Accuracy = 0.6842
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2971 - g_loss: 0.9564 - d_accuracy: 0.6203
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2748 - g_loss: 0.9623 - d_accuracy: 0.6332Epoch 164: D Accuracy = 0.5614
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2768 - g_loss: 0.9626 - d_accuracy: 0.6306
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2805 - g_loss: 0.9628 - d_accuracy: 0.6321Epoch 165: D Accuracy = 0.7105
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2764 - g_loss: 0.9688 - d_accuracy: 0.6349
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2753 - g_loss: 0.9616 - d_accuracy: 0.6355Epoch 166: D Accuracy = 0.6316
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2754 - g_loss: 0.9595 - d_accuracy: 0.6354
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2778 - g_loss: 0.9648 - d_accuracy: 0.6332Epoch 167: D Accuracy = 0.6579
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2758 - g_loss: 0.9683 - d_accuracy: 0.6340
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2887 - g_loss: 0.9503 - d_accuracy: 0.6206Epoch 168: D Accuracy = 0.6316
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2885 - g_loss: 0.9474 - d_accuracy: 0.6210
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9600 - d_accuracy: 0.6279Epoch 169: D Accuracy = 0.6842
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2778 - g_loss: 0.9605 - d_accuracy: 0.6299
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2747 - g_loss: 0.9678 - d_accuracy: 0.6326Epoch 170: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2735 - g_loss: 0.9731 - d_accuracy: 0.6338
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2790 - g_loss: 0.9562 - d_accuracy: 0.6253Epoch 171: D Accuracy = 0.5789
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2810 - g_loss: 0.9527 - d_accuracy: 0.6237
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2747 - g_loss: 0.9622 - d_accuracy: 0.6315
Epoch 172: Generator loss improved from 0.7760 to 0.7430. Saving weights.
Epoch 172: D Accuracy = 0.6140
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2775 - g_loss: 0.9544 - d_accuracy: 0.6309
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2891 - g_loss: 0.9598 - d_accuracy: 0.6193Epoch 173: D Accuracy = 0.6228
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2897 - g_loss: 0.9580 - d_accuracy: 0.6194
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2676 - g_loss: 0.9723 - d_accuracy: 0.6359Epoch 174: D Accuracy = 0.6228
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2686 - g_loss: 0.9720 - d_accuracy: 0.6354
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2778 - g_loss: 0.9654 - d_accuracy: 0.6297Epoch 175: D Accuracy = 0.5175
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2801 - g_loss: 0.9656 - d_accuracy: 0.6257
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2765 - g_loss: 0.9649 - d_accuracy: 0.6290Epoch 176: D Accuracy = 0.5702
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2788 - g_loss: 0.9629 - d_accuracy: 0.6269
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2758 - g_loss: 0.9690 - d_accuracy: 0.6271Epoch 177: D Accuracy = 0.6316
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2753 - g_loss: 0.9738 - d_accuracy: 0.6273
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2602 - g_loss: 0.9763 - d_accuracy: 0.6393Epoch 178: D Accuracy = 0.6404
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2584 - g_loss: 0.9811 - d_accuracy: 0.6393
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2719 - g_loss: 0.9661 - d_accuracy: 0.6401Epoch 179: D Accuracy = 0.5789
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2732 - g_loss: 0.9682 - d_accuracy: 0.6379
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2752 - g_loss: 0.9643 - d_accuracy: 0.6286Epoch 180: D Accuracy = 0.6404
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2737 - g_loss: 0.9668 - d_accuracy: 0.6290
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2724 - g_loss: 0.9665 - d_accuracy: 0.6347Epoch 181: D Accuracy = 0.6140
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2743 - g_loss: 0.9666 - d_accuracy: 0.6340
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2835 - g_loss: 0.9604 - d_accuracy: 0.6329Epoch 182: D Accuracy = 0.6053
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2842 - g_loss: 0.9590 - d_accuracy: 0.6320
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2751 - g_loss: 0.9612 - d_accuracy: 0.6252Epoch 183: D Accuracy = 0.6228
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2755 - g_loss: 0.9565 - d_accuracy: 0.6251
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2754 - g_loss: 0.9784 - d_accuracy: 0.6266Epoch 184: D Accuracy = 0.6491
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2731 - g_loss: 0.9843 - d_accuracy: 0.6274
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2843 - g_loss: 0.9550 - d_accuracy: 0.6277Epoch 185: D Accuracy = 0.6579
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2845 - g_loss: 0.9576 - d_accuracy: 0.6287
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2834 - g_loss: 0.9547 - d_accuracy: 0.6271Epoch 186: D Accuracy = 0.6930
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2829 - g_loss: 0.9493 - d_accuracy: 0.6294
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2788 - g_loss: 0.9678 - d_accuracy: 0.6286Epoch 187: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2748 - g_loss: 0.9700 - d_accuracy: 0.6299
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2790 - g_loss: 0.9568 - d_accuracy: 0.6274Epoch 188: D Accuracy = 0.6404
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2773 - g_loss: 0.9593 - d_accuracy: 0.6279
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2901 - g_loss: 0.9505 - d_accuracy: 0.6228Epoch 189: D Accuracy = 0.5877
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2911 - g_loss: 0.9491 - d_accuracy: 0.6215
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2740 - g_loss: 0.9606 - d_accuracy: 0.6363Epoch 190: D Accuracy = 0.6140
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2756 - g_loss: 0.9578 - d_accuracy: 0.6355
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2698 - g_loss: 0.9721 - d_accuracy: 0.6370Epoch 191: D Accuracy = 0.6404
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2704 - g_loss: 0.9731 - d_accuracy: 0.6371
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2629 - g_loss: 0.9686 - d_accuracy: 0.6446Epoch 192: D Accuracy = 0.6842
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2630 - g_loss: 0.9674 - d_accuracy: 0.6460
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2647 - g_loss: 0.9702 - d_accuracy: 0.6357Epoch 193: D Accuracy = 0.6140
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2660 - g_loss: 0.9685 - d_accuracy: 0.6350
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2683 - g_loss: 0.9741 - d_accuracy: 0.6345Epoch 194: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2671 - g_loss: 0.9756 - d_accuracy: 0.6369
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9615 - d_accuracy: 0.6347Epoch 195: D Accuracy = 0.5614
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2750 - g_loss: 0.9603 - d_accuracy: 0.6320
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 0.9740 - d_accuracy: 0.6374Epoch 196: D Accuracy = 0.6228
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2705 - g_loss: 0.9728 - d_accuracy: 0.6368
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2787 - g_loss: 0.9640 - d_accuracy: 0.6334Epoch 197: D Accuracy = 0.5702
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2821 - g_loss: 0.9625 - d_accuracy: 0.6311
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2618 - g_loss: 0.9706 - d_accuracy: 0.6437Epoch 198: D Accuracy = 0.6754
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2610 - g_loss: 0.9693 - d_accuracy: 0.6448
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2597 - g_loss: 0.9768 - d_accuracy: 0.6384Epoch 199: D Accuracy = 0.5526
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2608 - g_loss: 0.9767 - d_accuracy: 0.6353
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2666 - g_loss: 0.9666 - d_accuracy: 0.6352
Class 5 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.6579
27/27 [==============================] - 1s 40ms/step - d_loss: 1.2669 - g_loss: 0.9645 - d_accuracy: 0.6360
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2623 - g_loss: 0.9777 - d_accuracy: 0.6366Epoch 201: D Accuracy = 0.5702
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2635 - g_loss: 0.9801 - d_accuracy: 0.6342
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2744 - g_loss: 0.9626 - d_accuracy: 0.6346Epoch 202: D Accuracy = 0.6579
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2745 - g_loss: 0.9599 - d_accuracy: 0.6354
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2748 - g_loss: 0.9682 - d_accuracy: 0.6325Epoch 203: D Accuracy = 0.5263
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2775 - g_loss: 0.9650 - d_accuracy: 0.6287
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2676 - g_loss: 0.9703 - d_accuracy: 0.6410Epoch 204: D Accuracy = 0.6754
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2685 - g_loss: 0.9685 - d_accuracy: 0.6423
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2637 - g_loss: 0.9717 - d_accuracy: 0.6396Epoch 205: D Accuracy = 0.6667
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2632 - g_loss: 0.9689 - d_accuracy: 0.6405
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2736 - g_loss: 0.9744 - d_accuracy: 0.6312Epoch 206: D Accuracy = 0.6316
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2743 - g_loss: 0.9691 - d_accuracy: 0.6312
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2657 - g_loss: 0.9711 - d_accuracy: 0.6423Epoch 207: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2637 - g_loss: 0.9725 - d_accuracy: 0.6444
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2673 - g_loss: 0.9784 - d_accuracy: 0.6379Epoch 208: D Accuracy = 0.6404
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2671 - g_loss: 0.9821 - d_accuracy: 0.6380
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2613 - g_loss: 0.9695 - d_accuracy: 0.6408Epoch 209: D Accuracy = 0.7281
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2589 - g_loss: 0.9722 - d_accuracy: 0.6439
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2809 - g_loss: 0.9620 - d_accuracy: 0.6286Epoch 210: D Accuracy = 0.6754
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2774 - g_loss: 0.9674 - d_accuracy: 0.6303
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2600 - g_loss: 0.9731 - d_accuracy: 0.6447Epoch 211: D Accuracy = 0.6053
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2621 - g_loss: 0.9758 - d_accuracy: 0.6433
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2633 - g_loss: 0.9731 - d_accuracy: 0.6387Epoch 212: D Accuracy = 0.7018
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2610 - g_loss: 0.9715 - d_accuracy: 0.6409
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2581 - g_loss: 0.9709 - d_accuracy: 0.6389Epoch 213: D Accuracy = 0.5789
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2604 - g_loss: 0.9650 - d_accuracy: 0.6368
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2522 - g_loss: 0.9886 - d_accuracy: 0.6541Epoch 214: D Accuracy = 0.6404
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2524 - g_loss: 0.9916 - d_accuracy: 0.6536
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2627 - g_loss: 0.9801 - d_accuracy: 0.6482Epoch 215: D Accuracy = 0.6842
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2623 - g_loss: 0.9754 - d_accuracy: 0.6495
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2608 - g_loss: 0.9927 - d_accuracy: 0.6319Epoch 216: D Accuracy = 0.6228
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2592 - g_loss: 1.0003 - d_accuracy: 0.6315
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2610 - g_loss: 0.9746 - d_accuracy: 0.6415Epoch 217: D Accuracy = 0.5789
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2639 - g_loss: 0.9772 - d_accuracy: 0.6393
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2647 - g_loss: 0.9722 - d_accuracy: 0.6372Epoch 218: D Accuracy = 0.6842
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2615 - g_loss: 0.9768 - d_accuracy: 0.6389
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2629 - g_loss: 0.9681 - d_accuracy: 0.6430Epoch 219: D Accuracy = 0.6316
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2640 - g_loss: 0.9701 - d_accuracy: 0.6426
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2621 - g_loss: 0.9720 - d_accuracy: 0.6364Epoch 220: D Accuracy = 0.6667
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2640 - g_loss: 0.9657 - d_accuracy: 0.6375
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2597 - g_loss: 0.9847 - d_accuracy: 0.6470Epoch 221: D Accuracy = 0.7105
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2584 - g_loss: 0.9885 - d_accuracy: 0.6492
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2573 - g_loss: 0.9804 - d_accuracy: 0.6440Epoch 222: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2565 - g_loss: 0.9803 - d_accuracy: 0.6449
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2510 - g_loss: 0.9848 - d_accuracy: 0.6523Epoch 223: D Accuracy = 0.6053
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2544 - g_loss: 0.9813 - d_accuracy: 0.6507
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2703 - g_loss: 0.9795 - d_accuracy: 0.6310Epoch 224: D Accuracy = 0.5877
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2712 - g_loss: 0.9780 - d_accuracy: 0.6295
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2563 - g_loss: 0.9787 - d_accuracy: 0.6511Epoch 225: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2561 - g_loss: 0.9787 - d_accuracy: 0.6529
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2598 - g_loss: 0.9790 - d_accuracy: 0.6367Epoch 226: D Accuracy = 0.6491
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2590 - g_loss: 0.9828 - d_accuracy: 0.6372
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2594 - g_loss: 0.9822 - d_accuracy: 0.6421Epoch 227: D Accuracy = 0.6754
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2592 - g_loss: 0.9804 - d_accuracy: 0.6433
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2595 - g_loss: 0.9747 - d_accuracy: 0.6474Epoch 228: D Accuracy = 0.7193
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2581 - g_loss: 0.9713 - d_accuracy: 0.6500
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2532 - g_loss: 0.9870 - d_accuracy: 0.6482Epoch 229: D Accuracy = 0.6491
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2529 - g_loss: 0.9814 - d_accuracy: 0.6482
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2522 - g_loss: 0.9785 - d_accuracy: 0.6524Epoch 230: D Accuracy = 0.6491
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2516 - g_loss: 0.9756 - d_accuracy: 0.6523
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2618 - g_loss: 0.9794 - d_accuracy: 0.6395Epoch 231: D Accuracy = 0.6053
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2622 - g_loss: 0.9822 - d_accuracy: 0.6382
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2564 - g_loss: 0.9811 - d_accuracy: 0.6463Epoch 232: D Accuracy = 0.6491
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2562 - g_loss: 0.9803 - d_accuracy: 0.6464
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2493 - g_loss: 0.9872 - d_accuracy: 0.6592Epoch 233: D Accuracy = 0.7281
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2469 - g_loss: 0.9878 - d_accuracy: 0.6617
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9715 - d_accuracy: 0.6425Epoch 234: D Accuracy = 0.7193
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2562 - g_loss: 0.9738 - d_accuracy: 0.6453
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2550 - g_loss: 0.9803 - d_accuracy: 0.6370Epoch 235: D Accuracy = 0.7018
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2543 - g_loss: 0.9773 - d_accuracy: 0.6393
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2512 - g_loss: 0.9879 - d_accuracy: 0.6466Epoch 236: D Accuracy = 0.6579
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2500 - g_loss: 0.9862 - d_accuracy: 0.6470
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2595 - g_loss: 0.9849 - d_accuracy: 0.6469Epoch 237: D Accuracy = 0.6842
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2585 - g_loss: 0.9824 - d_accuracy: 0.6482
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2606 - g_loss: 0.9803 - d_accuracy: 0.6407Epoch 238: D Accuracy = 0.6316
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2597 - g_loss: 0.9843 - d_accuracy: 0.6404
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2550 - g_loss: 0.9847 - d_accuracy: 0.6442Epoch 239: D Accuracy = 0.6228
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2557 - g_loss: 0.9901 - d_accuracy: 0.6434
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2606 - g_loss: 0.9815 - d_accuracy: 0.6386Epoch 240: D Accuracy = 0.6053
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2608 - g_loss: 0.9891 - d_accuracy: 0.6374
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2507 - g_loss: 0.9925 - d_accuracy: 0.6532Epoch 241: D Accuracy = 0.6316
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2507 - g_loss: 0.9995 - d_accuracy: 0.6524
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2599 - g_loss: 0.9796 - d_accuracy: 0.6437Epoch 242: D Accuracy = 0.7281
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2575 - g_loss: 0.9774 - d_accuracy: 0.6467
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2653 - g_loss: 0.9831 - d_accuracy: 0.6377Epoch 243: D Accuracy = 0.6404
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2653 - g_loss: 0.9797 - d_accuracy: 0.6378
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2531 - g_loss: 0.9868 - d_accuracy: 0.6490Epoch 244: D Accuracy = 0.6842
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2522 - g_loss: 0.9831 - d_accuracy: 0.6503
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2558 - g_loss: 0.9945 - d_accuracy: 0.6423Epoch 245: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2545 - g_loss: 0.9949 - d_accuracy: 0.6432
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2549 - g_loss: 0.9810 - d_accuracy: 0.6484Epoch 246: D Accuracy = 0.6404
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2539 - g_loss: 0.9803 - d_accuracy: 0.6481
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2481 - g_loss: 0.9950 - d_accuracy: 0.6526Epoch 247: D Accuracy = 0.6754
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2484 - g_loss: 0.9890 - d_accuracy: 0.6534
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2579 - g_loss: 0.9794 - d_accuracy: 0.6447Epoch 248: D Accuracy = 0.6140
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2582 - g_loss: 0.9774 - d_accuracy: 0.6436
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2421 - g_loss: 0.9904 - d_accuracy: 0.6550Epoch 249: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2426 - g_loss: 0.9831 - d_accuracy: 0.6555
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2440 - g_loss: 0.9971 - d_accuracy: 0.6558Epoch 250: D Accuracy = 0.6491
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2447 - g_loss: 0.9959 - d_accuracy: 0.6556
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2618 - g_loss: 0.9811 - d_accuracy: 0.6410Epoch 251: D Accuracy = 0.5614
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2647 - g_loss: 0.9823 - d_accuracy: 0.6382
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2553 - g_loss: 0.9916 - d_accuracy: 0.6473Epoch 252: D Accuracy = 0.6579
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2563 - g_loss: 0.9869 - d_accuracy: 0.6477
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2472 - g_loss: 0.9897 - d_accuracy: 0.6495Epoch 253: D Accuracy = 0.6491
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2460 - g_loss: 0.9886 - d_accuracy: 0.6495
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2657 - g_loss: 0.9825 - d_accuracy: 0.6334Epoch 254: D Accuracy = 0.5614
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2662 - g_loss: 0.9861 - d_accuracy: 0.6308
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2528 - g_loss: 0.9817 - d_accuracy: 0.6465Epoch 255: D Accuracy = 0.5614
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2567 - g_loss: 0.9782 - d_accuracy: 0.6435
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2569 - g_loss: 0.9885 - d_accuracy: 0.6419Epoch 256: D Accuracy = 0.5351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2596 - g_loss: 0.9850 - d_accuracy: 0.6381
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2445 - g_loss: 0.9917 - d_accuracy: 0.6532Epoch 257: D Accuracy = 0.6404
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2459 - g_loss: 0.9908 - d_accuracy: 0.6527
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2442 - g_loss: 0.9994 - d_accuracy: 0.6496Epoch 258: D Accuracy = 0.7193
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2409 - g_loss: 0.9995 - d_accuracy: 0.6521
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2424 - g_loss: 0.9977 - d_accuracy: 0.6521Epoch 259: D Accuracy = 0.6930
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2399 - g_loss: 0.9995 - d_accuracy: 0.6536
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2430 - g_loss: 0.9947 - d_accuracy: 0.6551Epoch 260: D Accuracy = 0.5439
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2465 - g_loss: 0.9973 - d_accuracy: 0.6512
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2596 - g_loss: 0.9816 - d_accuracy: 0.6426Epoch 261: D Accuracy = 0.6228
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2608 - g_loss: 0.9814 - d_accuracy: 0.6419
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2386 - g_loss: 1.0011 - d_accuracy: 0.6573Epoch 262: D Accuracy = 0.6404
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2398 - g_loss: 1.0010 - d_accuracy: 0.6566
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2333 - g_loss: 0.9979 - d_accuracy: 0.6637Epoch 263: D Accuracy = 0.6316
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2331 - g_loss: 0.9996 - d_accuracy: 0.6626
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2581 - g_loss: 0.9837 - d_accuracy: 0.6412Epoch 264: D Accuracy = 0.7018
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2559 - g_loss: 0.9833 - d_accuracy: 0.6433
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 1.0053 - d_accuracy: 0.6497Epoch 265: D Accuracy = 0.5965
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2443 - g_loss: 1.0088 - d_accuracy: 0.6478
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2464 - g_loss: 1.0013 - d_accuracy: 0.6482Epoch 266: D Accuracy = 0.5965
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2469 - g_loss: 1.0091 - d_accuracy: 0.6464
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2552 - g_loss: 0.9847 - d_accuracy: 0.6453Epoch 267: D Accuracy = 0.6491
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2555 - g_loss: 0.9812 - d_accuracy: 0.6454
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 0.9937 - d_accuracy: 0.6616Epoch 268: D Accuracy = 0.6754
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2417 - g_loss: 0.9960 - d_accuracy: 0.6621
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9809 - d_accuracy: 0.6359Epoch 269: D Accuracy = 0.6316
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2648 - g_loss: 0.9776 - d_accuracy: 0.6358
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2505 - g_loss: 0.9935 - d_accuracy: 0.6482Epoch 270: D Accuracy = 0.7018
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2503 - g_loss: 0.9957 - d_accuracy: 0.6502
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2421 - g_loss: 0.9949 - d_accuracy: 0.6545Epoch 271: D Accuracy = 0.7105
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2409 - g_loss: 0.9956 - d_accuracy: 0.6565
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2579 - g_loss: 0.9809 - d_accuracy: 0.6425Epoch 272: D Accuracy = 0.6316
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2576 - g_loss: 0.9803 - d_accuracy: 0.6421
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2315 - g_loss: 1.0037 - d_accuracy: 0.6639Epoch 273: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2320 - g_loss: 1.0013 - d_accuracy: 0.6640
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2509 - g_loss: 1.0006 - d_accuracy: 0.6492Epoch 274: D Accuracy = 0.6404
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2511 - g_loss: 0.9986 - d_accuracy: 0.6488
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2479 - g_loss: 0.9992 - d_accuracy: 0.6543Epoch 275: D Accuracy = 0.6140
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2508 - g_loss: 1.0022 - d_accuracy: 0.6528
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2413 - g_loss: 0.9930 - d_accuracy: 0.6568Epoch 276: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2412 - g_loss: 0.9976 - d_accuracy: 0.6571
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2440 - g_loss: 0.9982 - d_accuracy: 0.6552Epoch 277: D Accuracy = 0.6579
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2449 - g_loss: 1.0033 - d_accuracy: 0.6553
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2453 - g_loss: 0.9893 - d_accuracy: 0.6541Epoch 278: D Accuracy = 0.7281
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2442 - g_loss: 0.9875 - d_accuracy: 0.6568
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2477 - g_loss: 0.9961 - d_accuracy: 0.6477Epoch 279: D Accuracy = 0.6842
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2451 - g_loss: 0.9963 - d_accuracy: 0.6490
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2336 - g_loss: 1.0050 - d_accuracy: 0.6677Epoch 280: D Accuracy = 0.6404
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2354 - g_loss: 1.0019 - d_accuracy: 0.6667
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2373 - g_loss: 1.0030 - d_accuracy: 0.6553Epoch 281: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2375 - g_loss: 0.9986 - d_accuracy: 0.6557
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2417 - g_loss: 1.0062 - d_accuracy: 0.6494Epoch 282: D Accuracy = 0.5965
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2435 - g_loss: 1.0129 - d_accuracy: 0.6475
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2460 - g_loss: 0.9896 - d_accuracy: 0.6510Epoch 283: D Accuracy = 0.5614
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2492 - g_loss: 0.9861 - d_accuracy: 0.6478
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2398 - g_loss: 0.9943 - d_accuracy: 0.6473Epoch 284: D Accuracy = 0.7544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2379 - g_loss: 0.9935 - d_accuracy: 0.6511
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2403 - g_loss: 1.0007 - d_accuracy: 0.6507Epoch 285: D Accuracy = 0.6228
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2408 - g_loss: 1.0000 - d_accuracy: 0.6497
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2390 - g_loss: 1.0002 - d_accuracy: 0.6560Epoch 286: D Accuracy = 0.6930
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2391 - g_loss: 0.9950 - d_accuracy: 0.6573
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2396 - g_loss: 1.0007 - d_accuracy: 0.6561Epoch 287: D Accuracy = 0.6404
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2403 - g_loss: 0.9965 - d_accuracy: 0.6555
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2396 - g_loss: 1.0092 - d_accuracy: 0.6554Epoch 288: D Accuracy = 0.6754
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2376 - g_loss: 1.0103 - d_accuracy: 0.6561
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2437 - g_loss: 0.9958 - d_accuracy: 0.6528Epoch 289: D Accuracy = 0.6404
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2436 - g_loss: 0.9966 - d_accuracy: 0.6523
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2380 - g_loss: 1.0082 - d_accuracy: 0.6544Epoch 290: D Accuracy = 0.6754
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2367 - g_loss: 1.0076 - d_accuracy: 0.6551
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2334 - g_loss: 1.0086 - d_accuracy: 0.6603Epoch 291: D Accuracy = 0.5702
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2348 - g_loss: 1.0170 - d_accuracy: 0.6571
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2543 - g_loss: 0.9855 - d_accuracy: 0.6430Epoch 292: D Accuracy = 0.6228
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2547 - g_loss: 0.9839 - d_accuracy: 0.6423
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2388 - g_loss: 1.0011 - d_accuracy: 0.6559Epoch 293: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2397 - g_loss: 0.9928 - d_accuracy: 0.6563
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2384 - g_loss: 1.0004 - d_accuracy: 0.6605Epoch 294: D Accuracy = 0.6579
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2396 - g_loss: 0.9969 - d_accuracy: 0.6604
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2490 - g_loss: 1.0085 - d_accuracy: 0.6459Epoch 295: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2478 - g_loss: 1.0097 - d_accuracy: 0.6479
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2395 - g_loss: 0.9988 - d_accuracy: 0.6553Epoch 296: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2389 - g_loss: 0.9948 - d_accuracy: 0.6557
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2346 - g_loss: 1.0077 - d_accuracy: 0.6560Epoch 297: D Accuracy = 0.6842
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2334 - g_loss: 1.0092 - d_accuracy: 0.6570
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2395 - g_loss: 1.0010 - d_accuracy: 0.6522Epoch 298: D Accuracy = 0.7193
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2382 - g_loss: 0.9958 - d_accuracy: 0.6546
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 1.0140 - d_accuracy: 0.6577Epoch 299: D Accuracy = 0.6754
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2266 - g_loss: 1.0224 - d_accuracy: 0.6583
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2316 - g_loss: 1.0076 - d_accuracy: 0.6651
Class 5 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.6404
27/27 [==============================] - 1s 41ms/step - d_loss: 1.2328 - g_loss: 1.0083 - d_accuracy: 0.6642
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2293 - g_loss: 1.0138 - d_accuracy: 0.6634Epoch 301: D Accuracy = 0.7281
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2260 - g_loss: 1.0190 - d_accuracy: 0.6657
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2336 - g_loss: 1.0016 - d_accuracy: 0.6676Epoch 302: D Accuracy = 0.6842
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2324 - g_loss: 1.0042 - d_accuracy: 0.6682
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2368 - g_loss: 1.0063 - d_accuracy: 0.6584Epoch 303: D Accuracy = 0.5614
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2396 - g_loss: 1.0069 - d_accuracy: 0.6549
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2438 - g_loss: 0.9996 - d_accuracy: 0.6511Epoch 304: D Accuracy = 0.5439
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2468 - g_loss: 0.9952 - d_accuracy: 0.6472
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2332 - g_loss: 1.0145 - d_accuracy: 0.6570Epoch 305: D Accuracy = 0.6491
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2309 - g_loss: 1.0190 - d_accuracy: 0.6567
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2400 - g_loss: 0.9980 - d_accuracy: 0.6548Epoch 306: D Accuracy = 0.6316
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2412 - g_loss: 0.9915 - d_accuracy: 0.6539
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2309 - g_loss: 1.0087 - d_accuracy: 0.6611Epoch 307: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2289 - g_loss: 1.0095 - d_accuracy: 0.6613
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2287 - g_loss: 1.0162 - d_accuracy: 0.6616Epoch 308: D Accuracy = 0.6491
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2285 - g_loss: 1.0158 - d_accuracy: 0.6612
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2297 - g_loss: 1.0156 - d_accuracy: 0.6597Epoch 309: D Accuracy = 0.7368
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2260 - g_loss: 1.0218 - d_accuracy: 0.6624
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2406 - g_loss: 1.0020 - d_accuracy: 0.6519Epoch 310: D Accuracy = 0.6316
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2416 - g_loss: 0.9999 - d_accuracy: 0.6511
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2359 - g_loss: 1.0042 - d_accuracy: 0.6550Epoch 311: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2349 - g_loss: 1.0043 - d_accuracy: 0.6555
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2376 - g_loss: 1.0112 - d_accuracy: 0.6512Epoch 312: D Accuracy = 0.6491
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2364 - g_loss: 1.0138 - d_accuracy: 0.6511
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2393 - g_loss: 1.0040 - d_accuracy: 0.6577Epoch 313: D Accuracy = 0.5702
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2421 - g_loss: 1.0069 - d_accuracy: 0.6546
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2286 - g_loss: 1.0186 - d_accuracy: 0.6626Epoch 314: D Accuracy = 0.6404
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2262 - g_loss: 1.0259 - d_accuracy: 0.6618
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2378 - g_loss: 1.0054 - d_accuracy: 0.6630Epoch 315: D Accuracy = 0.7018
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2351 - g_loss: 1.0108 - d_accuracy: 0.6644
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2288 - g_loss: 1.0113 - d_accuracy: 0.6637Epoch 316: D Accuracy = 0.7368
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2265 - g_loss: 1.0133 - d_accuracy: 0.6663
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2312 - g_loss: 1.0104 - d_accuracy: 0.6670Epoch 317: D Accuracy = 0.7368
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2291 - g_loss: 1.0104 - d_accuracy: 0.6695
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2269 - g_loss: 1.0239 - d_accuracy: 0.6656Epoch 318: D Accuracy = 0.7632
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2229 - g_loss: 1.0281 - d_accuracy: 0.6690
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2380 - g_loss: 1.0076 - d_accuracy: 0.6560Epoch 319: D Accuracy = 0.6140
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2399 - g_loss: 1.0060 - d_accuracy: 0.6545
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2367 - g_loss: 1.0177 - d_accuracy: 0.6534Epoch 320: D Accuracy = 0.7193
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2341 - g_loss: 1.0192 - d_accuracy: 0.6557
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2466 - g_loss: 0.9972 - d_accuracy: 0.6468Epoch 321: D Accuracy = 0.6316
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2472 - g_loss: 0.9985 - d_accuracy: 0.6463
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2341 - g_loss: 1.0040 - d_accuracy: 0.6598Epoch 322: D Accuracy = 0.6579
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2330 - g_loss: 1.0064 - d_accuracy: 0.6597
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2378 - g_loss: 1.0060 - d_accuracy: 0.6555Epoch 323: D Accuracy = 0.5175
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2443 - g_loss: 1.0026 - d_accuracy: 0.6505
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2382 - g_loss: 0.9993 - d_accuracy: 0.6557Epoch 324: D Accuracy = 0.6579
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2394 - g_loss: 0.9975 - d_accuracy: 0.6558
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2347 - g_loss: 1.0029 - d_accuracy: 0.6609Epoch 325: D Accuracy = 0.6579
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2365 - g_loss: 0.9999 - d_accuracy: 0.6608
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2249 - g_loss: 1.0230 - d_accuracy: 0.6651Epoch 326: D Accuracy = 0.6140
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2264 - g_loss: 1.0187 - d_accuracy: 0.6633
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2278 - g_loss: 1.0112 - d_accuracy: 0.6708Epoch 327: D Accuracy = 0.6579
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2294 - g_loss: 1.0091 - d_accuracy: 0.6703
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2326 - g_loss: 1.0139 - d_accuracy: 0.6584Epoch 328: D Accuracy = 0.6404
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2331 - g_loss: 1.0149 - d_accuracy: 0.6578
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2262 - g_loss: 1.0180 - d_accuracy: 0.6624Epoch 329: D Accuracy = 0.6667
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2254 - g_loss: 1.0168 - d_accuracy: 0.6626
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2302 - g_loss: 1.0130 - d_accuracy: 0.6608Epoch 330: D Accuracy = 0.6930
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2299 - g_loss: 1.0152 - d_accuracy: 0.6619
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2351 - g_loss: 1.0050 - d_accuracy: 0.6588Epoch 331: D Accuracy = 0.6228
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2368 - g_loss: 1.0019 - d_accuracy: 0.6575
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2245 - g_loss: 1.0286 - d_accuracy: 0.6656Epoch 332: D Accuracy = 0.6228
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2242 - g_loss: 1.0338 - d_accuracy: 0.6640
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2291 - g_loss: 1.0203 - d_accuracy: 0.6554Epoch 333: D Accuracy = 0.6754
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2282 - g_loss: 1.0238 - d_accuracy: 0.6561
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2166 - g_loss: 1.0208 - d_accuracy: 0.6732Epoch 334: D Accuracy = 0.7281
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2132 - g_loss: 1.0247 - d_accuracy: 0.6752
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2302 - g_loss: 1.0211 - d_accuracy: 0.6557Epoch 335: D Accuracy = 0.6579
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2291 - g_loss: 1.0225 - d_accuracy: 0.6558
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2192 - g_loss: 1.0183 - d_accuracy: 0.6707Epoch 336: D Accuracy = 0.7368
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2172 - g_loss: 1.0190 - d_accuracy: 0.6730
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2228 - g_loss: 1.0233 - d_accuracy: 0.6673Epoch 337: D Accuracy = 0.6140
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2244 - g_loss: 1.0254 - d_accuracy: 0.6654
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2294 - g_loss: 1.0134 - d_accuracy: 0.6636Epoch 338: D Accuracy = 0.6316
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2302 - g_loss: 1.0150 - d_accuracy: 0.6624
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2183 - g_loss: 1.0245 - d_accuracy: 0.6718Epoch 339: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2177 - g_loss: 1.0274 - d_accuracy: 0.6716
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2197 - g_loss: 1.0274 - d_accuracy: 0.6662Epoch 340: D Accuracy = 0.6316
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2199 - g_loss: 1.0350 - d_accuracy: 0.6650
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2255 - g_loss: 1.0178 - d_accuracy: 0.6669Epoch 341: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2261 - g_loss: 1.0205 - d_accuracy: 0.6669
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2199 - g_loss: 1.0260 - d_accuracy: 0.6690Epoch 342: D Accuracy = 0.6404
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2207 - g_loss: 1.0243 - d_accuracy: 0.6679
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2361 - g_loss: 1.0124 - d_accuracy: 0.6529Epoch 343: D Accuracy = 0.5614
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2394 - g_loss: 1.0127 - d_accuracy: 0.6496
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2111 - g_loss: 1.0330 - d_accuracy: 0.6765Epoch 344: D Accuracy = 0.6140
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2128 - g_loss: 1.0386 - d_accuracy: 0.6743
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2227 - g_loss: 1.0159 - d_accuracy: 0.6697Epoch 345: D Accuracy = 0.6754
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2213 - g_loss: 1.0214 - d_accuracy: 0.6699
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2096 - g_loss: 1.0282 - d_accuracy: 0.6795Epoch 346: D Accuracy = 0.7281
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2088 - g_loss: 1.0295 - d_accuracy: 0.6812
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2198 - g_loss: 1.0245 - d_accuracy: 0.6739Epoch 347: D Accuracy = 0.6491
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2201 - g_loss: 1.0283 - d_accuracy: 0.6730
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2179 - g_loss: 1.0292 - d_accuracy: 0.6741Epoch 348: D Accuracy = 0.6140
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2182 - g_loss: 1.0344 - d_accuracy: 0.6719
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2197 - g_loss: 1.0154 - d_accuracy: 0.6713Epoch 349: D Accuracy = 0.7193
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2188 - g_loss: 1.0129 - d_accuracy: 0.6730
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2222 - g_loss: 1.0246 - d_accuracy: 0.6690Epoch 350: D Accuracy = 0.5702
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2255 - g_loss: 1.0187 - d_accuracy: 0.6654
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2067 - g_loss: 1.0426 - d_accuracy: 0.6783Epoch 351: D Accuracy = 0.5877
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2089 - g_loss: 1.0491 - d_accuracy: 0.6751
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2183 - g_loss: 1.0311 - d_accuracy: 0.6705Epoch 352: D Accuracy = 0.6491
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2191 - g_loss: 1.0330 - d_accuracy: 0.6697
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2196 - g_loss: 1.0171 - d_accuracy: 0.6765Epoch 353: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2204 - g_loss: 1.0114 - d_accuracy: 0.6774
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2148 - g_loss: 1.0285 - d_accuracy: 0.6736Epoch 354: D Accuracy = 0.7018
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2148 - g_loss: 1.0225 - d_accuracy: 0.6746
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2180 - g_loss: 1.0288 - d_accuracy: 0.6715Epoch 355: D Accuracy = 0.7368
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2143 - g_loss: 1.0287 - d_accuracy: 0.6739
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2221 - g_loss: 1.0263 - d_accuracy: 0.6737Epoch 356: D Accuracy = 0.7105
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2212 - g_loss: 1.0258 - d_accuracy: 0.6751
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2169 - g_loss: 1.0337 - d_accuracy: 0.6676Epoch 357: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2163 - g_loss: 1.0348 - d_accuracy: 0.6676
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2099 - g_loss: 1.0323 - d_accuracy: 0.6733Epoch 358: D Accuracy = 0.6491
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2087 - g_loss: 1.0320 - d_accuracy: 0.6725
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2190 - g_loss: 1.0402 - d_accuracy: 0.6667Epoch 359: D Accuracy = 0.6053
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2202 - g_loss: 1.0441 - d_accuracy: 0.6645
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2133 - g_loss: 1.0362 - d_accuracy: 0.6763Epoch 360: D Accuracy = 0.7105
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2118 - g_loss: 1.0407 - d_accuracy: 0.6776
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2020 - g_loss: 1.0468 - d_accuracy: 0.6822Epoch 361: D Accuracy = 0.6140
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2047 - g_loss: 1.0494 - d_accuracy: 0.6797
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2226 - g_loss: 1.0250 - d_accuracy: 0.6661Epoch 362: D Accuracy = 0.6053
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2260 - g_loss: 1.0233 - d_accuracy: 0.6639
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2176 - g_loss: 1.0320 - d_accuracy: 0.6685Epoch 363: D Accuracy = 0.6579
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2186 - g_loss: 1.0221 - d_accuracy: 0.6681
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2129 - g_loss: 1.0436 - d_accuracy: 0.6727Epoch 364: D Accuracy = 0.5877
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2160 - g_loss: 1.0410 - d_accuracy: 0.6696
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2112 - g_loss: 1.0297 - d_accuracy: 0.6784Epoch 365: D Accuracy = 0.5789
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2163 - g_loss: 1.0244 - d_accuracy: 0.6749
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2115 - g_loss: 1.0383 - d_accuracy: 0.6717Epoch 366: D Accuracy = 0.7018
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2108 - g_loss: 1.0375 - d_accuracy: 0.6728
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2063 - g_loss: 1.0448 - d_accuracy: 0.6784Epoch 367: D Accuracy = 0.6491
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2071 - g_loss: 1.0510 - d_accuracy: 0.6774
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2123 - g_loss: 1.0403 - d_accuracy: 0.6747Epoch 368: D Accuracy = 0.7368
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2118 - g_loss: 1.0445 - d_accuracy: 0.6769
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1980 - g_loss: 1.0435 - d_accuracy: 0.6842Epoch 369: D Accuracy = 0.6842
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2005 - g_loss: 1.0439 - d_accuracy: 0.6842
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2154 - g_loss: 1.0362 - d_accuracy: 0.6679Epoch 370: D Accuracy = 0.6140
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2160 - g_loss: 1.0357 - d_accuracy: 0.6659
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2090 - g_loss: 1.0340 - d_accuracy: 0.6766Epoch 371: D Accuracy = 0.5702
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2133 - g_loss: 1.0343 - d_accuracy: 0.6728
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2127 - g_loss: 1.0338 - d_accuracy: 0.6803Epoch 372: D Accuracy = 0.6404
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2140 - g_loss: 1.0320 - d_accuracy: 0.6788
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2240 - g_loss: 1.0294 - d_accuracy: 0.6644Epoch 373: D Accuracy = 0.5789
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2281 - g_loss: 1.0304 - d_accuracy: 0.6613
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2040 - g_loss: 1.0371 - d_accuracy: 0.6852Epoch 374: D Accuracy = 0.7105
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2022 - g_loss: 1.0420 - d_accuracy: 0.6861
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2162 - g_loss: 1.0330 - d_accuracy: 0.6719Epoch 375: D Accuracy = 0.6404
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2182 - g_loss: 1.0302 - d_accuracy: 0.6707
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2082 - g_loss: 1.0457 - d_accuracy: 0.6790Epoch 376: D Accuracy = 0.6842
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2079 - g_loss: 1.0445 - d_accuracy: 0.6792
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2012 - g_loss: 1.0468 - d_accuracy: 0.6813Epoch 377: D Accuracy = 0.6754
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2015 - g_loss: 1.0433 - d_accuracy: 0.6811
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2161 - g_loss: 1.0473 - d_accuracy: 0.6775Epoch 378: D Accuracy = 0.6053
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2181 - g_loss: 1.0587 - d_accuracy: 0.6749
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2092 - g_loss: 1.0367 - d_accuracy: 0.6720Epoch 379: D Accuracy = 0.6053
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2108 - g_loss: 1.0351 - d_accuracy: 0.6696
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2076 - g_loss: 1.0430 - d_accuracy: 0.6739Epoch 380: D Accuracy = 0.7105
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2055 - g_loss: 1.0436 - d_accuracy: 0.6752
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2048 - g_loss: 1.0473 - d_accuracy: 0.6780Epoch 381: D Accuracy = 0.7281
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2047 - g_loss: 1.0448 - d_accuracy: 0.6798
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2138 - g_loss: 1.0372 - d_accuracy: 0.6770Epoch 382: D Accuracy = 0.6930
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2139 - g_loss: 1.0403 - d_accuracy: 0.6776
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2074 - g_loss: 1.0454 - d_accuracy: 0.6806Epoch 383: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2051 - g_loss: 1.0457 - d_accuracy: 0.6814
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2023 - g_loss: 1.0582 - d_accuracy: 0.6795Epoch 384: D Accuracy = 0.6053
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2055 - g_loss: 1.0571 - d_accuracy: 0.6769
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2047 - g_loss: 1.0461 - d_accuracy: 0.6773Epoch 385: D Accuracy = 0.7018
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2017 - g_loss: 1.0568 - d_accuracy: 0.6782
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2052 - g_loss: 1.0320 - d_accuracy: 0.6835Epoch 386: D Accuracy = 0.6316
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2098 - g_loss: 1.0228 - d_accuracy: 0.6817
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1994 - g_loss: 1.0629 - d_accuracy: 0.6803Epoch 387: D Accuracy = 0.6140
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1993 - g_loss: 1.0708 - d_accuracy: 0.6779
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2114 - g_loss: 1.0398 - d_accuracy: 0.6749Epoch 388: D Accuracy = 0.6053
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2111 - g_loss: 1.0445 - d_accuracy: 0.6724
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2026 - g_loss: 1.0435 - d_accuracy: 0.6828Epoch 389: D Accuracy = 0.7281
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2023 - g_loss: 1.0398 - d_accuracy: 0.6844
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1950 - g_loss: 1.0484 - d_accuracy: 0.6906Epoch 390: D Accuracy = 0.7544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1951 - g_loss: 1.0438 - d_accuracy: 0.6928
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2091 - g_loss: 1.0524 - d_accuracy: 0.6707Epoch 391: D Accuracy = 0.6316
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2077 - g_loss: 1.0609 - d_accuracy: 0.6693
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2094 - g_loss: 1.0388 - d_accuracy: 0.6774Epoch 392: D Accuracy = 0.7193
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2081 - g_loss: 1.0387 - d_accuracy: 0.6789
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2004 - g_loss: 1.0476 - d_accuracy: 0.6818Epoch 393: D Accuracy = 0.7281
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1992 - g_loss: 1.0515 - d_accuracy: 0.6834
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2065 - g_loss: 1.0471 - d_accuracy: 0.6776Epoch 394: D Accuracy = 0.5877
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2099 - g_loss: 1.0451 - d_accuracy: 0.6744
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1969 - g_loss: 1.0521 - d_accuracy: 0.6842Epoch 395: D Accuracy = 0.7193
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1965 - g_loss: 1.0501 - d_accuracy: 0.6854
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2106 - g_loss: 1.0481 - d_accuracy: 0.6759Epoch 396: D Accuracy = 0.7456
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2086 - g_loss: 1.0446 - d_accuracy: 0.6784
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1987 - g_loss: 1.0623 - d_accuracy: 0.6775Epoch 397: D Accuracy = 0.6316
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1996 - g_loss: 1.0604 - d_accuracy: 0.6758
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.0404 - d_accuracy: 0.6771Epoch 398: D Accuracy = 0.6930
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2050 - g_loss: 1.0387 - d_accuracy: 0.6777
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1917 - g_loss: 1.0613 - d_accuracy: 0.6832Epoch 399: D Accuracy = 0.6579
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1928 - g_loss: 1.0653 - d_accuracy: 0.6823
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2141 - g_loss: 1.0345 - d_accuracy: 0.6777
Class 5 — Epoch 400 preview:
No description has been provided for this image
Epoch 400: D Accuracy = 0.6930
27/27 [==============================] - 1s 49ms/step - d_loss: 1.2144 - g_loss: 1.0321 - d_accuracy: 0.6783
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2012 - g_loss: 1.0478 - d_accuracy: 0.6826Epoch 401: D Accuracy = 0.6228
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2024 - g_loss: 1.0413 - d_accuracy: 0.6805
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1873 - g_loss: 1.0667 - d_accuracy: 0.6937Epoch 402: D Accuracy = 0.7193
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1871 - g_loss: 1.0618 - d_accuracy: 0.6947
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1972 - g_loss: 1.0551 - d_accuracy: 0.6813Epoch 403: D Accuracy = 0.6754
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1958 - g_loss: 1.0593 - d_accuracy: 0.6811
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2074 - g_loss: 1.0453 - d_accuracy: 0.6785Epoch 404: D Accuracy = 0.5877
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2103 - g_loss: 1.0440 - d_accuracy: 0.6752
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2047 - g_loss: 1.0551 - d_accuracy: 0.6775Epoch 405: D Accuracy = 0.6053
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2045 - g_loss: 1.0595 - d_accuracy: 0.6749
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1911 - g_loss: 1.0587 - d_accuracy: 0.6894Epoch 406: D Accuracy = 0.7193
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1912 - g_loss: 1.0542 - d_accuracy: 0.6905
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2057 - g_loss: 1.0487 - d_accuracy: 0.6830Epoch 407: D Accuracy = 0.6140
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2102 - g_loss: 1.0452 - d_accuracy: 0.6806
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2099 - g_loss: 1.0410 - d_accuracy: 0.6834Epoch 408: D Accuracy = 0.7105
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2100 - g_loss: 1.0395 - d_accuracy: 0.6844
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1874 - g_loss: 1.0650 - d_accuracy: 0.6907Epoch 409: D Accuracy = 0.6842
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1892 - g_loss: 1.0625 - d_accuracy: 0.6905
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1816 - g_loss: 1.0624 - d_accuracy: 0.6934Epoch 410: D Accuracy = 0.7368
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1804 - g_loss: 1.0606 - d_accuracy: 0.6949
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2028 - g_loss: 1.0543 - d_accuracy: 0.6774Epoch 411: D Accuracy = 0.6404
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2046 - g_loss: 1.0510 - d_accuracy: 0.6760
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1924 - g_loss: 1.0625 - d_accuracy: 0.6893Epoch 412: D Accuracy = 0.6842
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1927 - g_loss: 1.0605 - d_accuracy: 0.6891
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1907 - g_loss: 1.0705 - d_accuracy: 0.6854Epoch 413: D Accuracy = 0.6579
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1917 - g_loss: 1.0661 - d_accuracy: 0.6844
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1919 - g_loss: 1.0736 - d_accuracy: 0.6890Epoch 414: D Accuracy = 0.7281
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1900 - g_loss: 1.0767 - d_accuracy: 0.6904
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1926 - g_loss: 1.0632 - d_accuracy: 0.6880Epoch 415: D Accuracy = 0.7368
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1907 - g_loss: 1.0626 - d_accuracy: 0.6898
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1820 - g_loss: 1.0677 - d_accuracy: 0.6954Epoch 416: D Accuracy = 0.7807
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1802 - g_loss: 1.0665 - d_accuracy: 0.6985
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1974 - g_loss: 1.0573 - d_accuracy: 0.6902Epoch 417: D Accuracy = 0.7982
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1937 - g_loss: 1.0567 - d_accuracy: 0.6940
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2071 - g_loss: 1.0598 - d_accuracy: 0.6739Epoch 418: D Accuracy = 0.6491
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2055 - g_loss: 1.0652 - d_accuracy: 0.6730
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2021 - g_loss: 1.0512 - d_accuracy: 0.6815Epoch 419: D Accuracy = 0.6667
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2032 - g_loss: 1.0445 - d_accuracy: 0.6810
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1933 - g_loss: 1.0602 - d_accuracy: 0.6851Epoch 420: D Accuracy = 0.6491
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1973 - g_loss: 1.0531 - d_accuracy: 0.6838
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1835 - g_loss: 1.0703 - d_accuracy: 0.6879Epoch 421: D Accuracy = 0.7719
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1803 - g_loss: 1.0724 - d_accuracy: 0.6909
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1944 - g_loss: 1.0562 - d_accuracy: 0.6861Epoch 422: D Accuracy = 0.6491
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1959 - g_loss: 1.0512 - d_accuracy: 0.6848
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1894 - g_loss: 1.0700 - d_accuracy: 0.6940Epoch 423: D Accuracy = 0.8509
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1832 - g_loss: 1.0733 - d_accuracy: 0.6996
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1984 - g_loss: 1.0556 - d_accuracy: 0.6780Epoch 424: D Accuracy = 0.7281
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1960 - g_loss: 1.0520 - d_accuracy: 0.6798
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2084 - g_loss: 1.0563 - d_accuracy: 0.6681Epoch 425: D Accuracy = 0.5965
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2106 - g_loss: 1.0545 - d_accuracy: 0.6655
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1980 - g_loss: 1.0606 - d_accuracy: 0.6823Epoch 426: D Accuracy = 0.6842
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1975 - g_loss: 1.0596 - d_accuracy: 0.6824
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1817 - g_loss: 1.0675 - d_accuracy: 0.7001Epoch 427: D Accuracy = 0.8333
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1788 - g_loss: 1.0661 - d_accuracy: 0.7049
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1984 - g_loss: 1.0711 - d_accuracy: 0.6831Epoch 428: D Accuracy = 0.6579
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1995 - g_loss: 1.0759 - d_accuracy: 0.6822
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2054 - g_loss: 1.0553 - d_accuracy: 0.6816Epoch 429: D Accuracy = 0.6842
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2073 - g_loss: 1.0482 - d_accuracy: 0.6817
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1788 - g_loss: 1.0804 - d_accuracy: 0.6927Epoch 430: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1812 - g_loss: 1.0756 - d_accuracy: 0.6917
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2041 - g_loss: 1.0599 - d_accuracy: 0.6806Epoch 431: D Accuracy = 0.6491
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2042 - g_loss: 1.0552 - d_accuracy: 0.6795
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1914 - g_loss: 1.0628 - d_accuracy: 0.6889Epoch 432: D Accuracy = 0.7456
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1890 - g_loss: 1.0630 - d_accuracy: 0.6910
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1827 - g_loss: 1.0642 - d_accuracy: 0.6937Epoch 433: D Accuracy = 0.7018
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1825 - g_loss: 1.0565 - d_accuracy: 0.6940
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1867 - g_loss: 1.0806 - d_accuracy: 0.6935Epoch 434: D Accuracy = 0.7281
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1855 - g_loss: 1.0830 - d_accuracy: 0.6947
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2104 - g_loss: 1.0469 - d_accuracy: 0.6715Epoch 435: D Accuracy = 0.7719
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2070 - g_loss: 1.0466 - d_accuracy: 0.6751
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1844 - g_loss: 1.0816 - d_accuracy: 0.6889Epoch 436: D Accuracy = 0.6930
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1865 - g_loss: 1.0787 - d_accuracy: 0.6890
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1788 - g_loss: 1.0754 - d_accuracy: 0.6948Epoch 437: D Accuracy = 0.7018
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1776 - g_loss: 1.0749 - d_accuracy: 0.6951
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1960 - g_loss: 1.0693 - d_accuracy: 0.6859Epoch 438: D Accuracy = 0.7105
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1963 - g_loss: 1.0643 - d_accuracy: 0.6868
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1867 - g_loss: 1.0763 - d_accuracy: 0.6886Epoch 439: D Accuracy = 0.6754
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1875 - g_loss: 1.0768 - d_accuracy: 0.6882
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1808 - g_loss: 1.0733 - d_accuracy: 0.6976Epoch 440: D Accuracy = 0.7105
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1802 - g_loss: 1.0775 - d_accuracy: 0.6981
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1973 - g_loss: 1.0728 - d_accuracy: 0.6812Epoch 441: D Accuracy = 0.7544
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1922 - g_loss: 1.0771 - d_accuracy: 0.6838
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1964 - g_loss: 1.0618 - d_accuracy: 0.6774Epoch 442: D Accuracy = 0.7281
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1943 - g_loss: 1.0614 - d_accuracy: 0.6792
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1897 - g_loss: 1.0693 - d_accuracy: 0.6851Epoch 443: D Accuracy = 0.7368
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1880 - g_loss: 1.0653 - d_accuracy: 0.6870
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1864 - g_loss: 1.0804 - d_accuracy: 0.6899Epoch 444: D Accuracy = 0.6754
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1870 - g_loss: 1.0828 - d_accuracy: 0.6894
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1889 - g_loss: 1.0680 - d_accuracy: 0.6874Epoch 445: D Accuracy = 0.7368
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1874 - g_loss: 1.0669 - d_accuracy: 0.6892
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1883 - g_loss: 1.0719 - d_accuracy: 0.6927Epoch 446: D Accuracy = 0.7018
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1869 - g_loss: 1.0720 - d_accuracy: 0.6930
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1863 - g_loss: 1.0809 - d_accuracy: 0.6935Epoch 447: D Accuracy = 0.6667
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1883 - g_loss: 1.0806 - d_accuracy: 0.6926
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1875 - g_loss: 1.0671 - d_accuracy: 0.6882Epoch 448: D Accuracy = 0.7368
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1863 - g_loss: 1.0653 - d_accuracy: 0.6899
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1765 - g_loss: 1.0875 - d_accuracy: 0.6969Epoch 449: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1767 - g_loss: 1.0887 - d_accuracy: 0.6970
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1806 - g_loss: 1.0820 - d_accuracy: 0.6936Epoch 450: D Accuracy = 0.5702
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1859 - g_loss: 1.0873 - d_accuracy: 0.6892
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1851 - g_loss: 1.0785 - d_accuracy: 0.6903Epoch 451: D Accuracy = 0.7544
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1819 - g_loss: 1.0816 - d_accuracy: 0.6926
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1859 - g_loss: 1.0702 - d_accuracy: 0.6871Epoch 452: D Accuracy = 0.7544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1850 - g_loss: 1.0678 - d_accuracy: 0.6895
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1811 - g_loss: 1.0812 - d_accuracy: 0.6927Epoch 453: D Accuracy = 0.6404
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1844 - g_loss: 1.0832 - d_accuracy: 0.6908
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1909 - g_loss: 1.0712 - d_accuracy: 0.6891Epoch 454: D Accuracy = 0.7544
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1881 - g_loss: 1.0720 - d_accuracy: 0.6914
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1814 - g_loss: 1.0948 - d_accuracy: 0.6954Epoch 455: D Accuracy = 0.7632
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1792 - g_loss: 1.0938 - d_accuracy: 0.6978
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1796 - g_loss: 1.0768 - d_accuracy: 0.6997Epoch 456: D Accuracy = 0.6491
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1817 - g_loss: 1.0728 - d_accuracy: 0.6979
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1859 - g_loss: 1.0845 - d_accuracy: 0.6872Epoch 457: D Accuracy = 0.6316
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1890 - g_loss: 1.0814 - d_accuracy: 0.6852
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1774 - g_loss: 1.0799 - d_accuracy: 0.6982Epoch 458: D Accuracy = 0.6842
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1784 - g_loss: 1.0778 - d_accuracy: 0.6977
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1851 - g_loss: 1.0762 - d_accuracy: 0.6925Epoch 459: D Accuracy = 0.6579
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1871 - g_loss: 1.0705 - d_accuracy: 0.6912
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1685 - g_loss: 1.0902 - d_accuracy: 0.7084Epoch 460: D Accuracy = 0.7193
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1666 - g_loss: 1.0945 - d_accuracy: 0.7087
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1784 - g_loss: 1.0810 - d_accuracy: 0.6991Epoch 461: D Accuracy = 0.7456
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1767 - g_loss: 1.0801 - d_accuracy: 0.7007
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1765 - g_loss: 1.0897 - d_accuracy: 0.6920Epoch 462: D Accuracy = 0.7456
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1745 - g_loss: 1.0931 - d_accuracy: 0.6939
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1743 - g_loss: 1.0915 - d_accuracy: 0.6979Epoch 463: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1736 - g_loss: 1.0932 - d_accuracy: 0.6968
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1711 - g_loss: 1.0881 - d_accuracy: 0.7002Epoch 464: D Accuracy = 0.8070
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1656 - g_loss: 1.0926 - d_accuracy: 0.7040
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1827 - g_loss: 1.0907 - d_accuracy: 0.6939Epoch 465: D Accuracy = 0.6404
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1836 - g_loss: 1.0938 - d_accuracy: 0.6919
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1949 - g_loss: 1.0730 - d_accuracy: 0.6817Epoch 466: D Accuracy = 0.7456
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1917 - g_loss: 1.0740 - d_accuracy: 0.6840
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1709 - g_loss: 1.0965 - d_accuracy: 0.6969Epoch 467: D Accuracy = 0.6404
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1720 - g_loss: 1.0995 - d_accuracy: 0.6949
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1762 - g_loss: 1.0830 - d_accuracy: 0.6922Epoch 468: D Accuracy = 0.7982
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1745 - g_loss: 1.0765 - d_accuracy: 0.6960
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1832 - g_loss: 1.0839 - d_accuracy: 0.6923Epoch 469: D Accuracy = 0.6930
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1848 - g_loss: 1.0800 - d_accuracy: 0.6924
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1713 - g_loss: 1.0843 - d_accuracy: 0.6957Epoch 470: D Accuracy = 0.6754
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1729 - g_loss: 1.0875 - d_accuracy: 0.6950
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1738 - g_loss: 1.0927 - d_accuracy: 0.6912Epoch 471: D Accuracy = 0.6930
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1724 - g_loss: 1.0963 - d_accuracy: 0.6912
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1688 - g_loss: 1.0928 - d_accuracy: 0.7000Epoch 472: D Accuracy = 0.6842
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1698 - g_loss: 1.0932 - d_accuracy: 0.6994
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1836 - g_loss: 1.0848 - d_accuracy: 0.6943Epoch 473: D Accuracy = 0.6491
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1846 - g_loss: 1.0834 - d_accuracy: 0.6927
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1728 - g_loss: 1.0962 - d_accuracy: 0.6996Epoch 474: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1745 - g_loss: 1.0946 - d_accuracy: 0.6984
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1634 - g_loss: 1.0991 - d_accuracy: 0.7062Epoch 475: D Accuracy = 0.6842
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1637 - g_loss: 1.0939 - d_accuracy: 0.7054
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1754 - g_loss: 1.0867 - d_accuracy: 0.6999Epoch 476: D Accuracy = 0.6930
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1742 - g_loss: 1.0831 - d_accuracy: 0.6996
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1644 - g_loss: 1.1027 - d_accuracy: 0.6989Epoch 477: D Accuracy = 0.6754
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1646 - g_loss: 1.1012 - d_accuracy: 0.6981
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1730 - g_loss: 1.0821 - d_accuracy: 0.7006Epoch 478: D Accuracy = 0.7368
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1738 - g_loss: 1.0759 - d_accuracy: 0.7019
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1838 - g_loss: 1.0944 - d_accuracy: 0.6905Epoch 479: D Accuracy = 0.6930
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1811 - g_loss: 1.0987 - d_accuracy: 0.6905
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1645 - g_loss: 1.1034 - d_accuracy: 0.6983Epoch 480: D Accuracy = 0.7105
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1658 - g_loss: 1.0991 - d_accuracy: 0.6988
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1826 - g_loss: 1.0986 - d_accuracy: 0.6865Epoch 481: D Accuracy = 0.7193
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1819 - g_loss: 1.1042 - d_accuracy: 0.6877
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1647 - g_loss: 1.0992 - d_accuracy: 0.7013Epoch 482: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1656 - g_loss: 1.0991 - d_accuracy: 0.7001
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1619 - g_loss: 1.1051 - d_accuracy: 0.7026Epoch 483: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1621 - g_loss: 1.1081 - d_accuracy: 0.7014
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1805 - g_loss: 1.0871 - d_accuracy: 0.6923Epoch 484: D Accuracy = 0.7105
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1817 - g_loss: 1.0838 - d_accuracy: 0.6929
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1783 - g_loss: 1.0997 - d_accuracy: 0.6922Epoch 485: D Accuracy = 0.6842
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1790 - g_loss: 1.0995 - d_accuracy: 0.6919
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1554 - g_loss: 1.1026 - d_accuracy: 0.7092Epoch 486: D Accuracy = 0.7018
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1557 - g_loss: 1.1032 - d_accuracy: 0.7089
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1741 - g_loss: 1.0910 - d_accuracy: 0.6964Epoch 487: D Accuracy = 0.6316
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1756 - g_loss: 1.0891 - d_accuracy: 0.6941
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1652 - g_loss: 1.1092 - d_accuracy: 0.7089Epoch 488: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1668 - g_loss: 1.1052 - d_accuracy: 0.7086
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1606 - g_loss: 1.1100 - d_accuracy: 0.7040Epoch 489: D Accuracy = 0.8158
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1558 - g_loss: 1.1139 - d_accuracy: 0.7080
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1645 - g_loss: 1.1065 - d_accuracy: 0.6987Epoch 490: D Accuracy = 0.7193
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1648 - g_loss: 1.1031 - d_accuracy: 0.6994
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1691 - g_loss: 1.1035 - d_accuracy: 0.6963Epoch 491: D Accuracy = 0.6842
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1688 - g_loss: 1.1043 - d_accuracy: 0.6959
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1624 - g_loss: 1.1128 - d_accuracy: 0.7076Epoch 492: D Accuracy = 0.7018
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1610 - g_loss: 1.1172 - d_accuracy: 0.7074
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1742 - g_loss: 1.0940 - d_accuracy: 0.6909Epoch 493: D Accuracy = 0.6930
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1770 - g_loss: 1.0876 - d_accuracy: 0.6910
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1591 - g_loss: 1.1031 - d_accuracy: 0.7045Epoch 494: D Accuracy = 0.7368
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1587 - g_loss: 1.0985 - d_accuracy: 0.7057
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1699 - g_loss: 1.1209 - d_accuracy: 0.6940Epoch 495: D Accuracy = 0.6140
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1709 - g_loss: 1.1327 - d_accuracy: 0.6912
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1777 - g_loss: 1.0934 - d_accuracy: 0.6961Epoch 496: D Accuracy = 0.7193
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1777 - g_loss: 1.0988 - d_accuracy: 0.6969
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1723 - g_loss: 1.0948 - d_accuracy: 0.6936Epoch 497: D Accuracy = 0.6228
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1750 - g_loss: 1.1009 - d_accuracy: 0.6911
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1731 - g_loss: 1.0995 - d_accuracy: 0.6991Epoch 498: D Accuracy = 0.6754
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1750 - g_loss: 1.0994 - d_accuracy: 0.6982
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1649 - g_loss: 1.1047 - d_accuracy: 0.7020Epoch 499: D Accuracy = 0.7544
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1627 - g_loss: 1.1057 - d_accuracy: 0.7039
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1603 - g_loss: 1.1043 - d_accuracy: 0.7028
Class 5 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.7105
27/27 [==============================] - 1s 40ms/step - d_loss: 1.1598 - g_loss: 1.1047 - d_accuracy: 0.7031
Training DCGAN for class 6...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.3539 - g_loss: 0.8292 - d_accuracy: 0.6031WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0166s vs `on_train_batch_end` time: 0.0175s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 0.9329 - g_loss: 1.4222 - d_accuracy: 0.8281
Epoch 1: Generator loss improved from inf to 1.9509. Saving weights.
Epoch 1: D Accuracy = 0.9100
27/27 [==============================] - 2s 35ms/step - d_loss: 0.9271 - g_loss: 1.4411 - d_accuracy: 0.8310
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8463 - g_loss: 1.7769 - d_accuracy: 0.8774
Epoch 2: Generator loss improved from 1.9509 to 1.7418. Saving weights.
Epoch 2: D Accuracy = 0.8650
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8468 - g_loss: 1.7757 - d_accuracy: 0.8769
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6230 - g_loss: 2.3660 - d_accuracy: 0.9412Epoch 3: D Accuracy = 0.9700
27/27 [==============================] - 1s 34ms/step - d_loss: 0.6207 - g_loss: 2.3695 - d_accuracy: 0.9422
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4505 - g_loss: 3.5151 - d_accuracy: 0.9807Epoch 4: D Accuracy = 0.9950
27/27 [==============================] - 1s 34ms/step - d_loss: 0.4493 - g_loss: 3.5148 - d_accuracy: 0.9812
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5212 - g_loss: 3.5556 - d_accuracy: 0.9586
Epoch 5: Generator loss improved from 1.7418 to 1.5769. Saving weights.
Epoch 5: D Accuracy = 0.9200
27/27 [==============================] - 1s 36ms/step - d_loss: 0.5308 - g_loss: 3.4850 - d_accuracy: 0.9572
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6815 - g_loss: 2.4319 - d_accuracy: 0.9176Epoch 6: D Accuracy = 0.9550
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6772 - g_loss: 2.4426 - d_accuracy: 0.9189
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5100 - g_loss: 3.3153 - d_accuracy: 0.9655Epoch 7: D Accuracy = 0.9700
27/27 [==============================] - 1s 36ms/step - d_loss: 0.5080 - g_loss: 3.3418 - d_accuracy: 0.9656
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4598 - g_loss: 3.8418 - d_accuracy: 0.9769Epoch 8: D Accuracy = 0.9700
27/27 [==============================] - 1s 37ms/step - d_loss: 0.4612 - g_loss: 3.8681 - d_accuracy: 0.9767
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4366 - g_loss: 4.0998 - d_accuracy: 0.9826Epoch 9: D Accuracy = 0.9900
27/27 [==============================] - 1s 36ms/step - d_loss: 0.4361 - g_loss: 4.0967 - d_accuracy: 0.9828
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4896 - g_loss: 3.4047 - d_accuracy: 0.9728Epoch 10: D Accuracy = 0.9600
27/27 [==============================] - 1s 35ms/step - d_loss: 0.4908 - g_loss: 3.4104 - d_accuracy: 0.9723
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4573 - g_loss: 3.7702 - d_accuracy: 0.9790Epoch 11: D Accuracy = 0.9800
27/27 [==============================] - 1s 34ms/step - d_loss: 0.4584 - g_loss: 3.7542 - d_accuracy: 0.9790
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2557 - g_loss: 1.7826 - d_accuracy: 0.7071
Epoch 12: Generator loss improved from 1.5769 to 1.1975. Saving weights.
Epoch 12: D Accuracy = 0.5950
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2642 - g_loss: 1.7617 - d_accuracy: 0.7031
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3775 - g_loss: 1.1261 - d_accuracy: 0.6144
Epoch 13: Generator loss improved from 1.1975 to 1.0161. Saving weights.
Epoch 13: D Accuracy = 0.6350
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3752 - g_loss: 1.1222 - d_accuracy: 0.6151
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3630 - g_loss: 1.0484 - d_accuracy: 0.6007
Epoch 14: Generator loss improved from 1.0161 to 0.8856. Saving weights.
Epoch 14: D Accuracy = 0.5900
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3624 - g_loss: 1.0426 - d_accuracy: 0.6003
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3406 - g_loss: 1.0322 - d_accuracy: 0.5993Epoch 15: D Accuracy = 0.5250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3437 - g_loss: 1.0311 - d_accuracy: 0.5967
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3440 - g_loss: 0.9868 - d_accuracy: 0.5983Epoch 16: D Accuracy = 0.5600
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3450 - g_loss: 0.9867 - d_accuracy: 0.5969
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3361 - g_loss: 0.9677 - d_accuracy: 0.5966Epoch 17: D Accuracy = 0.5700
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3371 - g_loss: 0.9656 - d_accuracy: 0.5957
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3300 - g_loss: 0.9583 - d_accuracy: 0.5964Epoch 18: D Accuracy = 0.5900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3309 - g_loss: 0.9602 - d_accuracy: 0.5961
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3264 - g_loss: 0.9503 - d_accuracy: 0.5953Epoch 19: D Accuracy = 0.5850
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3264 - g_loss: 0.9514 - d_accuracy: 0.5949
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3128 - g_loss: 0.9452 - d_accuracy: 0.6049Epoch 20: D Accuracy = 0.6100
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3120 - g_loss: 0.9462 - d_accuracy: 0.6051
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.9339 - d_accuracy: 0.5935Epoch 21: D Accuracy = 0.5600
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3325 - g_loss: 0.9354 - d_accuracy: 0.5923
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3043 - g_loss: 0.9443 - d_accuracy: 0.6135Epoch 22: D Accuracy = 0.6200
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3037 - g_loss: 0.9457 - d_accuracy: 0.6138
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3095 - g_loss: 0.9336 - d_accuracy: 0.6084Epoch 23: D Accuracy = 0.6300
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3085 - g_loss: 0.9361 - d_accuracy: 0.6092
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2802 - g_loss: 0.9678 - d_accuracy: 0.6270Epoch 24: D Accuracy = 0.6200
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2801 - g_loss: 0.9689 - d_accuracy: 0.6267
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2933 - g_loss: 0.9492 - d_accuracy: 0.6271Epoch 25: D Accuracy = 0.6150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2931 - g_loss: 0.9481 - d_accuracy: 0.6267
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2745 - g_loss: 0.9673 - d_accuracy: 0.6318Epoch 26: D Accuracy = 0.6050
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2735 - g_loss: 0.9677 - d_accuracy: 0.6308
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2763 - g_loss: 0.9720 - d_accuracy: 0.6321Epoch 27: D Accuracy = 0.6650
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2755 - g_loss: 0.9751 - d_accuracy: 0.6333
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9697 - d_accuracy: 0.6284
Epoch 28: Generator loss improved from 0.8856 to 0.8550. Saving weights.
Epoch 28: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2786 - g_loss: 0.9656 - d_accuracy: 0.6292
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9761 - d_accuracy: 0.6265Epoch 29: D Accuracy = 0.6100
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2775 - g_loss: 0.9770 - d_accuracy: 0.6259
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 0.9736 - d_accuracy: 0.6465Epoch 30: D Accuracy = 0.6850
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2679 - g_loss: 0.9698 - d_accuracy: 0.6478
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2610 - g_loss: 0.9890 - d_accuracy: 0.6427Epoch 31: D Accuracy = 0.6650
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2609 - g_loss: 0.9905 - d_accuracy: 0.6435
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2619 - g_loss: 0.9790 - d_accuracy: 0.6496Epoch 32: D Accuracy = 0.6750
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2615 - g_loss: 0.9786 - d_accuracy: 0.6505
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2564 - g_loss: 0.9921 - d_accuracy: 0.6524Epoch 33: D Accuracy = 0.6700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2552 - g_loss: 0.9898 - d_accuracy: 0.6530
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2506 - g_loss: 0.9922 - d_accuracy: 0.6546Epoch 34: D Accuracy = 0.5950
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2522 - g_loss: 0.9915 - d_accuracy: 0.6524
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2659 - g_loss: 0.9818 - d_accuracy: 0.6449Epoch 35: D Accuracy = 0.6900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2648 - g_loss: 0.9783 - d_accuracy: 0.6465
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2559 - g_loss: 0.9954 - d_accuracy: 0.6500Epoch 36: D Accuracy = 0.6750
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2544 - g_loss: 0.9953 - d_accuracy: 0.6509
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2663 - g_loss: 0.9975 - d_accuracy: 0.6333Epoch 37: D Accuracy = 0.6000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2675 - g_loss: 0.9976 - d_accuracy: 0.6321
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2662 - g_loss: 0.9872 - d_accuracy: 0.6403Epoch 38: D Accuracy = 0.6550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2666 - g_loss: 0.9858 - d_accuracy: 0.6408
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2654 - g_loss: 0.9850 - d_accuracy: 0.6413Epoch 39: D Accuracy = 0.6000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2665 - g_loss: 0.9846 - d_accuracy: 0.6398
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2844 - g_loss: 0.9713 - d_accuracy: 0.6273Epoch 40: D Accuracy = 0.6200
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2843 - g_loss: 0.9689 - d_accuracy: 0.6270
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 0.9805 - d_accuracy: 0.6379Epoch 41: D Accuracy = 0.6600
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2705 - g_loss: 0.9800 - d_accuracy: 0.6387
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9699 - d_accuracy: 0.6243Epoch 42: D Accuracy = 0.6300
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2867 - g_loss: 0.9707 - d_accuracy: 0.6245
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2795 - g_loss: 0.9693 - d_accuracy: 0.6233Epoch 43: D Accuracy = 0.6250
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2811 - g_loss: 0.9690 - d_accuracy: 0.6233
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9664 - d_accuracy: 0.6175Epoch 44: D Accuracy = 0.6100
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2876 - g_loss: 0.9708 - d_accuracy: 0.6172
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2937 - g_loss: 0.9555 - d_accuracy: 0.6185Epoch 45: D Accuracy = 0.5950
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2946 - g_loss: 0.9554 - d_accuracy: 0.6177
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2955 - g_loss: 0.9492 - d_accuracy: 0.6164Epoch 46: D Accuracy = 0.6650
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2919 - g_loss: 0.9547 - d_accuracy: 0.6181
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2973 - g_loss: 0.9521 - d_accuracy: 0.6095Epoch 47: D Accuracy = 0.5750
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2989 - g_loss: 0.9527 - d_accuracy: 0.6083
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2862 - g_loss: 0.9595 - d_accuracy: 0.6270Epoch 48: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2862 - g_loss: 0.9606 - d_accuracy: 0.6260
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3041 - g_loss: 0.9568 - d_accuracy: 0.6013Epoch 49: D Accuracy = 0.5700
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3042 - g_loss: 0.9614 - d_accuracy: 0.6001
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2868 - g_loss: 0.9541 - d_accuracy: 0.6186Epoch 50: D Accuracy = 0.5850
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2884 - g_loss: 0.9540 - d_accuracy: 0.6174
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2801 - g_loss: 0.9670 - d_accuracy: 0.6189Epoch 51: D Accuracy = 0.6900
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2771 - g_loss: 0.9693 - d_accuracy: 0.6214
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2815 - g_loss: 0.9681 - d_accuracy: 0.6219Epoch 52: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2816 - g_loss: 0.9656 - d_accuracy: 0.6211
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2868 - g_loss: 0.9664 - d_accuracy: 0.6175
Epoch 53: Generator loss improved from 0.8550 to 0.8225. Saving weights.
Epoch 53: D Accuracy = 0.5750
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2899 - g_loss: 0.9613 - d_accuracy: 0.6160
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2871 - g_loss: 0.9648 - d_accuracy: 0.6142Epoch 54: D Accuracy = 0.6300
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2854 - g_loss: 0.9681 - d_accuracy: 0.6148
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2843 - g_loss: 0.9611 - d_accuracy: 0.6181Epoch 55: D Accuracy = 0.6450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2832 - g_loss: 0.9606 - d_accuracy: 0.6190
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2863 - g_loss: 0.9670 - d_accuracy: 0.6148Epoch 56: D Accuracy = 0.5600
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2882 - g_loss: 0.9687 - d_accuracy: 0.6128
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3001 - g_loss: 0.9481 - d_accuracy: 0.6082Epoch 57: D Accuracy = 0.5850
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2992 - g_loss: 0.9510 - d_accuracy: 0.6074
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2899 - g_loss: 0.9548 - d_accuracy: 0.6212Epoch 58: D Accuracy = 0.5700
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2916 - g_loss: 0.9518 - d_accuracy: 0.6194
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3006 - g_loss: 0.9529 - d_accuracy: 0.6069Epoch 59: D Accuracy = 0.5650
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3020 - g_loss: 0.9539 - d_accuracy: 0.6054
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2950 - g_loss: 0.9447 - d_accuracy: 0.6082Epoch 60: D Accuracy = 0.6100
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2956 - g_loss: 0.9406 - d_accuracy: 0.6083
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2987 - g_loss: 0.9471 - d_accuracy: 0.5981Epoch 61: D Accuracy = 0.5900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2995 - g_loss: 0.9501 - d_accuracy: 0.5978
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3032 - g_loss: 0.9389 - d_accuracy: 0.5997Epoch 62: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3034 - g_loss: 0.9380 - d_accuracy: 0.5988
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3038 - g_loss: 0.9451 - d_accuracy: 0.6027Epoch 63: D Accuracy = 0.5850
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3038 - g_loss: 0.9481 - d_accuracy: 0.6021
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3044 - g_loss: 0.9326 - d_accuracy: 0.5959Epoch 64: D Accuracy = 0.5750
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3069 - g_loss: 0.9308 - d_accuracy: 0.5952
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3087 - g_loss: 0.9309 - d_accuracy: 0.5996Epoch 65: D Accuracy = 0.6200
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3082 - g_loss: 0.9328 - d_accuracy: 0.6004
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3054 - g_loss: 0.9307 - d_accuracy: 0.5986Epoch 66: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3049 - g_loss: 0.9317 - d_accuracy: 0.6004
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3088 - g_loss: 0.9394 - d_accuracy: 0.6020Epoch 67: D Accuracy = 0.6850
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3063 - g_loss: 0.9412 - d_accuracy: 0.6050
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3130 - g_loss: 0.9306 - d_accuracy: 0.5916Epoch 68: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3113 - g_loss: 0.9295 - d_accuracy: 0.5937
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3092 - g_loss: 0.9349 - d_accuracy: 0.5947Epoch 69: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3094 - g_loss: 0.9337 - d_accuracy: 0.5949
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3117 - g_loss: 0.9304 - d_accuracy: 0.5898Epoch 70: D Accuracy = 0.5900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3109 - g_loss: 0.9331 - d_accuracy: 0.5899
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3137 - g_loss: 0.9248 - d_accuracy: 0.5898Epoch 71: D Accuracy = 0.5650
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3141 - g_loss: 0.9256 - d_accuracy: 0.5889
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3185 - g_loss: 0.9207 - d_accuracy: 0.5901Epoch 72: D Accuracy = 0.6150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3185 - g_loss: 0.9194 - d_accuracy: 0.5909
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3217 - g_loss: 0.9229 - d_accuracy: 0.5880Epoch 73: D Accuracy = 0.5550
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3220 - g_loss: 0.9208 - d_accuracy: 0.5868
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3201 - g_loss: 0.9240 - d_accuracy: 0.5947Epoch 74: D Accuracy = 0.5650
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3215 - g_loss: 0.9229 - d_accuracy: 0.5936
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3207 - g_loss: 0.9205 - d_accuracy: 0.5819Epoch 75: D Accuracy = 0.5200
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3247 - g_loss: 0.9203 - d_accuracy: 0.5797
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.9133 - d_accuracy: 0.5858Epoch 76: D Accuracy = 0.6450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3184 - g_loss: 0.9163 - d_accuracy: 0.5879
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3279 - g_loss: 0.9097 - d_accuracy: 0.5851Epoch 77: D Accuracy = 0.5250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3305 - g_loss: 0.9091 - d_accuracy: 0.5830
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.9093 - d_accuracy: 0.5904Epoch 78: D Accuracy = 0.5650
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3273 - g_loss: 0.9129 - d_accuracy: 0.5895
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.9112 - d_accuracy: 0.5856Epoch 79: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3171 - g_loss: 0.9103 - d_accuracy: 0.5861
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3146 - g_loss: 0.9178 - d_accuracy: 0.5969Epoch 80: D Accuracy = 0.5700
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3154 - g_loss: 0.9177 - d_accuracy: 0.5960
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3173 - g_loss: 0.9158 - d_accuracy: 0.5914Epoch 81: D Accuracy = 0.5850
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3180 - g_loss: 0.9160 - d_accuracy: 0.5912
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3230 - g_loss: 0.9149 - d_accuracy: 0.5885Epoch 82: D Accuracy = 0.6050
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3230 - g_loss: 0.9125 - d_accuracy: 0.5891
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3187 - g_loss: 0.9143 - d_accuracy: 0.5872Epoch 83: D Accuracy = 0.6350
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3176 - g_loss: 0.9139 - d_accuracy: 0.5889
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3195 - g_loss: 0.9118 - d_accuracy: 0.5843Epoch 84: D Accuracy = 0.5650
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3205 - g_loss: 0.9111 - d_accuracy: 0.5836
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.9070 - d_accuracy: 0.5879Epoch 85: D Accuracy = 0.6050
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3161 - g_loss: 0.9071 - d_accuracy: 0.5886
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3306 - g_loss: 0.9023 - d_accuracy: 0.5750Epoch 86: D Accuracy = 0.5200
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3330 - g_loss: 0.9032 - d_accuracy: 0.5730
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3257 - g_loss: 0.9037 - d_accuracy: 0.5864Epoch 87: D Accuracy = 0.5950
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3255 - g_loss: 0.9034 - d_accuracy: 0.5867
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.9014 - d_accuracy: 0.5775Epoch 88: D Accuracy = 0.5800
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3269 - g_loss: 0.9021 - d_accuracy: 0.5776
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3211 - g_loss: 0.9076 - d_accuracy: 0.5746Epoch 89: D Accuracy = 0.5800
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3213 - g_loss: 0.9109 - d_accuracy: 0.5748
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3241 - g_loss: 0.9017 - d_accuracy: 0.5763Epoch 90: D Accuracy = 0.6100
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3233 - g_loss: 0.9025 - d_accuracy: 0.5775
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3295 - g_loss: 0.8994 - d_accuracy: 0.5799Epoch 91: D Accuracy = 0.5250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3298 - g_loss: 0.8998 - d_accuracy: 0.5780
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3298 - g_loss: 0.8971 - d_accuracy: 0.5745Epoch 92: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3288 - g_loss: 0.8961 - d_accuracy: 0.5754
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3295 - g_loss: 0.9010 - d_accuracy: 0.5782Epoch 93: D Accuracy = 0.5950
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3291 - g_loss: 0.9031 - d_accuracy: 0.5788
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.8986 - d_accuracy: 0.5770Epoch 94: D Accuracy = 0.6050
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3275 - g_loss: 0.8964 - d_accuracy: 0.5780
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.9111 - d_accuracy: 0.5818Epoch 95: D Accuracy = 0.5950
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3250 - g_loss: 0.9123 - d_accuracy: 0.5823
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3189 - g_loss: 0.9017 - d_accuracy: 0.5754Epoch 96: D Accuracy = 0.5200
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3203 - g_loss: 0.9026 - d_accuracy: 0.5734
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3413 - g_loss: 0.8892 - d_accuracy: 0.5615Epoch 97: D Accuracy = 0.5700
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3432 - g_loss: 0.8886 - d_accuracy: 0.5618
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3267 - g_loss: 0.8974 - d_accuracy: 0.5785Epoch 98: D Accuracy = 0.5700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3269 - g_loss: 0.8971 - d_accuracy: 0.5782
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3265 - g_loss: 0.8994 - d_accuracy: 0.5744Epoch 99: D Accuracy = 0.5350
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3276 - g_loss: 0.8984 - d_accuracy: 0.5730
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3431 - g_loss: 0.8816 - d_accuracy: 0.5635
Class 6 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.5700
27/27 [==============================] - 1s 41ms/step - d_loss: 1.3439 - g_loss: 0.8796 - d_accuracy: 0.5637
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3234 - g_loss: 0.8948 - d_accuracy: 0.5823Epoch 101: D Accuracy = 0.5700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3232 - g_loss: 0.8945 - d_accuracy: 0.5819
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3341 - g_loss: 0.8859 - d_accuracy: 0.5692
Epoch 102: Generator loss improved from 0.8225 to 0.8175. Saving weights.
Epoch 102: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3339 - g_loss: 0.8834 - d_accuracy: 0.5703
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3267 - g_loss: 0.9011 - d_accuracy: 0.5744Epoch 103: D Accuracy = 0.6300
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3254 - g_loss: 0.9023 - d_accuracy: 0.5764
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3335 - g_loss: 0.8924 - d_accuracy: 0.5688Epoch 104: D Accuracy = 0.5450
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3344 - g_loss: 0.8902 - d_accuracy: 0.5679
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3403 - g_loss: 0.8822 - d_accuracy: 0.5637Epoch 105: D Accuracy = 0.5600
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3411 - g_loss: 0.8810 - d_accuracy: 0.5636
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3337 - g_loss: 0.8920 - d_accuracy: 0.5672Epoch 106: D Accuracy = 0.5250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3357 - g_loss: 0.8922 - d_accuracy: 0.5657
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3406 - g_loss: 0.8828 - d_accuracy: 0.5596Epoch 107: D Accuracy = 0.5400
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3415 - g_loss: 0.8839 - d_accuracy: 0.5589
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3290 - g_loss: 0.8964 - d_accuracy: 0.5694Epoch 108: D Accuracy = 0.5700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3289 - g_loss: 0.8991 - d_accuracy: 0.5695
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3384 - g_loss: 0.8846 - d_accuracy: 0.5593Epoch 109: D Accuracy = 0.5700
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3382 - g_loss: 0.8855 - d_accuracy: 0.5597
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.8930 - d_accuracy: 0.5754Epoch 110: D Accuracy = 0.5050
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3307 - g_loss: 0.8920 - d_accuracy: 0.5729
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3367 - g_loss: 0.8844 - d_accuracy: 0.5677Epoch 111: D Accuracy = 0.5650
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3358 - g_loss: 0.8880 - d_accuracy: 0.5676
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3328 - g_loss: 0.8850 - d_accuracy: 0.5712Epoch 112: D Accuracy = 0.6150
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3322 - g_loss: 0.8828 - d_accuracy: 0.5728
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3357 - g_loss: 0.8885 - d_accuracy: 0.5679Epoch 113: D Accuracy = 0.5550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3356 - g_loss: 0.8897 - d_accuracy: 0.5674
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8828 - d_accuracy: 0.5654Epoch 114: D Accuracy = 0.5700
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3365 - g_loss: 0.8822 - d_accuracy: 0.5655
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3337 - g_loss: 0.8876 - d_accuracy: 0.5668Epoch 115: D Accuracy = 0.5450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3348 - g_loss: 0.8866 - d_accuracy: 0.5660
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3377 - g_loss: 0.8812 - d_accuracy: 0.5625Epoch 116: D Accuracy = 0.5300
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3377 - g_loss: 0.8820 - d_accuracy: 0.5613
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8835 - d_accuracy: 0.5638Epoch 117: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3351 - g_loss: 0.8838 - d_accuracy: 0.5660
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3399 - g_loss: 0.8823 - d_accuracy: 0.5577Epoch 118: D Accuracy = 0.5150
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3407 - g_loss: 0.8828 - d_accuracy: 0.5562
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3323 - g_loss: 0.8830 - d_accuracy: 0.5697Epoch 119: D Accuracy = 0.5650
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3322 - g_loss: 0.8841 - d_accuracy: 0.5695
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3436 - g_loss: 0.8736 - d_accuracy: 0.5552
Epoch 120: Generator loss improved from 0.8175 to 0.8126. Saving weights.
Epoch 120: D Accuracy = 0.5050
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3455 - g_loss: 0.8714 - d_accuracy: 0.5534
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3356 - g_loss: 0.8824 - d_accuracy: 0.5630Epoch 121: D Accuracy = 0.5850
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3337 - g_loss: 0.8827 - d_accuracy: 0.5638
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3327 - g_loss: 0.8893 - d_accuracy: 0.5709Epoch 122: D Accuracy = 0.5600
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3329 - g_loss: 0.8939 - d_accuracy: 0.5706
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3285 - g_loss: 0.8786 - d_accuracy: 0.5738Epoch 123: D Accuracy = 0.5950
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3279 - g_loss: 0.8771 - d_accuracy: 0.5746
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3305 - g_loss: 0.8916 - d_accuracy: 0.5642Epoch 124: D Accuracy = 0.5500
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3308 - g_loss: 0.8908 - d_accuracy: 0.5637
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3438 - g_loss: 0.8807 - d_accuracy: 0.5634Epoch 125: D Accuracy = 0.5750
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3426 - g_loss: 0.8823 - d_accuracy: 0.5638
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.8843 - d_accuracy: 0.5779Epoch 126: D Accuracy = 0.6650
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3267 - g_loss: 0.8843 - d_accuracy: 0.5810
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3288 - g_loss: 0.8835 - d_accuracy: 0.5734Epoch 127: D Accuracy = 0.5600
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3287 - g_loss: 0.8820 - d_accuracy: 0.5729
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3362 - g_loss: 0.8836 - d_accuracy: 0.5645Epoch 128: D Accuracy = 0.5900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3350 - g_loss: 0.8844 - d_accuracy: 0.5654
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3341 - g_loss: 0.8842 - d_accuracy: 0.5708Epoch 129: D Accuracy = 0.6100
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3325 - g_loss: 0.8844 - d_accuracy: 0.5722
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3323 - g_loss: 0.8848 - d_accuracy: 0.5660Epoch 130: D Accuracy = 0.5600
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3332 - g_loss: 0.8833 - d_accuracy: 0.5658
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3416 - g_loss: 0.8784 - d_accuracy: 0.5599Epoch 131: D Accuracy = 0.5700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3414 - g_loss: 0.8801 - d_accuracy: 0.5602
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8795 - d_accuracy: 0.5616Epoch 132: D Accuracy = 0.5550
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3361 - g_loss: 0.8797 - d_accuracy: 0.5614
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3334 - g_loss: 0.8864 - d_accuracy: 0.5701Epoch 133: D Accuracy = 0.6200
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3316 - g_loss: 0.8891 - d_accuracy: 0.5719
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3316 - g_loss: 0.8874 - d_accuracy: 0.5732Epoch 134: D Accuracy = 0.5500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3309 - g_loss: 0.8876 - d_accuracy: 0.5723
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3359 - g_loss: 0.8876 - d_accuracy: 0.5637Epoch 135: D Accuracy = 0.5000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3368 - g_loss: 0.8875 - d_accuracy: 0.5614
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3414 - g_loss: 0.8788 - d_accuracy: 0.5640Epoch 136: D Accuracy = 0.5600
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3415 - g_loss: 0.8776 - d_accuracy: 0.5639
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3372 - g_loss: 0.8850 - d_accuracy: 0.5647Epoch 137: D Accuracy = 0.5350
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3379 - g_loss: 0.8855 - d_accuracy: 0.5636
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3462 - g_loss: 0.8741 - d_accuracy: 0.5573Epoch 138: D Accuracy = 0.5550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3464 - g_loss: 0.8760 - d_accuracy: 0.5572
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3353 - g_loss: 0.8766 - d_accuracy: 0.5637Epoch 139: D Accuracy = 0.5600
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3372 - g_loss: 0.8754 - d_accuracy: 0.5636
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3307 - g_loss: 0.8850 - d_accuracy: 0.5697
Epoch 140: Generator loss improved from 0.8126 to 0.7852. Saving weights.
Epoch 140: D Accuracy = 0.5350
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3314 - g_loss: 0.8814 - d_accuracy: 0.5685
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3316 - g_loss: 0.8896 - d_accuracy: 0.5585Epoch 141: D Accuracy = 0.5800
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3312 - g_loss: 0.8898 - d_accuracy: 0.5593
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8898 - d_accuracy: 0.5644Epoch 142: D Accuracy = 0.6050
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3295 - g_loss: 0.8910 - d_accuracy: 0.5658
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3338 - g_loss: 0.8814 - d_accuracy: 0.5668Epoch 143: D Accuracy = 0.5000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3351 - g_loss: 0.8811 - d_accuracy: 0.5645
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3325 - g_loss: 0.8814 - d_accuracy: 0.5689Epoch 144: D Accuracy = 0.6150
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3318 - g_loss: 0.8821 - d_accuracy: 0.5706
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3228 - g_loss: 0.8914 - d_accuracy: 0.5801Epoch 145: D Accuracy = 0.5800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3235 - g_loss: 0.8910 - d_accuracy: 0.5801
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3396 - g_loss: 0.8784 - d_accuracy: 0.5684Epoch 146: D Accuracy = 0.5450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3402 - g_loss: 0.8784 - d_accuracy: 0.5675
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3336 - g_loss: 0.8819 - d_accuracy: 0.5620Epoch 147: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3329 - g_loss: 0.8818 - d_accuracy: 0.5624
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.8880 - d_accuracy: 0.5733Epoch 148: D Accuracy = 0.5950
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3277 - g_loss: 0.8908 - d_accuracy: 0.5740
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3462 - g_loss: 0.8689 - d_accuracy: 0.5563Epoch 149: D Accuracy = 0.5800
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3459 - g_loss: 0.8698 - d_accuracy: 0.5572
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3298 - g_loss: 0.8863 - d_accuracy: 0.5682Epoch 150: D Accuracy = 0.5800
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3281 - g_loss: 0.8898 - d_accuracy: 0.5686
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3370 - g_loss: 0.8832 - d_accuracy: 0.5659Epoch 151: D Accuracy = 0.5150
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3386 - g_loss: 0.8827 - d_accuracy: 0.5641
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3363 - g_loss: 0.8796 - d_accuracy: 0.5638Epoch 152: D Accuracy = 0.5700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3353 - g_loss: 0.8781 - d_accuracy: 0.5640
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3398 - g_loss: 0.8823 - d_accuracy: 0.5609Epoch 153: D Accuracy = 0.5200
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3410 - g_loss: 0.8856 - d_accuracy: 0.5595
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.8818 - d_accuracy: 0.5662Epoch 154: D Accuracy = 0.5800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3313 - g_loss: 0.8797 - d_accuracy: 0.5667
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3328 - g_loss: 0.8830 - d_accuracy: 0.5671Epoch 155: D Accuracy = 0.5700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3323 - g_loss: 0.8815 - d_accuracy: 0.5672
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3300 - g_loss: 0.8828 - d_accuracy: 0.5725Epoch 156: D Accuracy = 0.6050
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3308 - g_loss: 0.8800 - d_accuracy: 0.5736
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3352 - g_loss: 0.8830 - d_accuracy: 0.5549Epoch 157: D Accuracy = 0.5400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3352 - g_loss: 0.8831 - d_accuracy: 0.5543
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8829 - d_accuracy: 0.5636Epoch 158: D Accuracy = 0.5300
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3365 - g_loss: 0.8817 - d_accuracy: 0.5624
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3348 - g_loss: 0.8809 - d_accuracy: 0.5627Epoch 159: D Accuracy = 0.5950
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3332 - g_loss: 0.8852 - d_accuracy: 0.5638
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3312 - g_loss: 0.8794 - d_accuracy: 0.5612Epoch 160: D Accuracy = 0.6050
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3299 - g_loss: 0.8782 - d_accuracy: 0.5627
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3367 - g_loss: 0.8778 - d_accuracy: 0.5588Epoch 161: D Accuracy = 0.5800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3355 - g_loss: 0.8796 - d_accuracy: 0.5596
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3278 - g_loss: 0.8815 - d_accuracy: 0.5656Epoch 162: D Accuracy = 0.5600
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3269 - g_loss: 0.8820 - d_accuracy: 0.5654
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3269 - g_loss: 0.8890 - d_accuracy: 0.5745Epoch 163: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3256 - g_loss: 0.8897 - d_accuracy: 0.5763
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3247 - g_loss: 0.8862 - d_accuracy: 0.5731
Epoch 164: Generator loss improved from 0.7852 to 0.7843. Saving weights.
Epoch 164: D Accuracy = 0.5600
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3256 - g_loss: 0.8826 - d_accuracy: 0.5726
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3329 - g_loss: 0.8886 - d_accuracy: 0.5647Epoch 165: D Accuracy = 0.6100
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3317 - g_loss: 0.8889 - d_accuracy: 0.5663
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3455 - g_loss: 0.8740 - d_accuracy: 0.5559Epoch 166: D Accuracy = 0.5400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3457 - g_loss: 0.8749 - d_accuracy: 0.5553
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8754 - d_accuracy: 0.5625Epoch 167: D Accuracy = 0.5150
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3382 - g_loss: 0.8754 - d_accuracy: 0.5608
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3267 - g_loss: 0.8890 - d_accuracy: 0.5717Epoch 168: D Accuracy = 0.5300
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3274 - g_loss: 0.8867 - d_accuracy: 0.5702
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3281 - g_loss: 0.8867 - d_accuracy: 0.5647Epoch 169: D Accuracy = 0.5800
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3271 - g_loss: 0.8870 - d_accuracy: 0.5653
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3354 - g_loss: 0.8832 - d_accuracy: 0.5612Epoch 170: D Accuracy = 0.5950
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3342 - g_loss: 0.8860 - d_accuracy: 0.5624
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3317 - g_loss: 0.8812 - d_accuracy: 0.5611Epoch 171: D Accuracy = 0.5450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3316 - g_loss: 0.8806 - d_accuracy: 0.5606
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3292 - g_loss: 0.8857 - d_accuracy: 0.5702Epoch 172: D Accuracy = 0.5800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3282 - g_loss: 0.8861 - d_accuracy: 0.5706
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3407 - g_loss: 0.8793 - d_accuracy: 0.5639Epoch 173: D Accuracy = 0.5250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3423 - g_loss: 0.8790 - d_accuracy: 0.5625
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.8930 - d_accuracy: 0.5763Epoch 174: D Accuracy = 0.5550
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3260 - g_loss: 0.8925 - d_accuracy: 0.5755
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3292 - g_loss: 0.8851 - d_accuracy: 0.5663Epoch 175: D Accuracy = 0.5600
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3295 - g_loss: 0.8839 - d_accuracy: 0.5661
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.8879 - d_accuracy: 0.5775Epoch 176: D Accuracy = 0.5000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3284 - g_loss: 0.8855 - d_accuracy: 0.5748
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3325 - g_loss: 0.8826 - d_accuracy: 0.5682Epoch 177: D Accuracy = 0.5250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3333 - g_loss: 0.8810 - d_accuracy: 0.5667
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3294 - g_loss: 0.8880 - d_accuracy: 0.5630Epoch 178: D Accuracy = 0.5800
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3300 - g_loss: 0.8875 - d_accuracy: 0.5636
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.8871 - d_accuracy: 0.5671Epoch 179: D Accuracy = 0.5650
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3288 - g_loss: 0.8860 - d_accuracy: 0.5670
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3245 - g_loss: 0.8884 - d_accuracy: 0.5799Epoch 180: D Accuracy = 0.6600
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3229 - g_loss: 0.8872 - d_accuracy: 0.5827
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3287 - g_loss: 0.8897 - d_accuracy: 0.5629Epoch 181: D Accuracy = 0.5850
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3270 - g_loss: 0.8924 - d_accuracy: 0.5637
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.8858 - d_accuracy: 0.5713Epoch 182: D Accuracy = 0.5350
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3265 - g_loss: 0.8872 - d_accuracy: 0.5700
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3278 - g_loss: 0.8854 - d_accuracy: 0.5731Epoch 183: D Accuracy = 0.5750
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3279 - g_loss: 0.8875 - d_accuracy: 0.5732
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3268 - g_loss: 0.8861 - d_accuracy: 0.5760
Epoch 184: Generator loss improved from 0.7843 to 0.7654. Saving weights.
Epoch 184: D Accuracy = 0.5900
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3265 - g_loss: 0.8818 - d_accuracy: 0.5765
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3352 - g_loss: 0.8884 - d_accuracy: 0.5643Epoch 185: D Accuracy = 0.5800
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3346 - g_loss: 0.8863 - d_accuracy: 0.5649
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3190 - g_loss: 0.8946 - d_accuracy: 0.5819Epoch 186: D Accuracy = 0.6300
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3182 - g_loss: 0.8938 - d_accuracy: 0.5836
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3233 - g_loss: 0.8963 - d_accuracy: 0.5757Epoch 187: D Accuracy = 0.5800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3230 - g_loss: 0.8974 - d_accuracy: 0.5759
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3339 - g_loss: 0.8820 - d_accuracy: 0.5689Epoch 188: D Accuracy = 0.5800
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3329 - g_loss: 0.8830 - d_accuracy: 0.5693
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3273 - g_loss: 0.8859 - d_accuracy: 0.5726Epoch 189: D Accuracy = 0.5700
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3281 - g_loss: 0.8844 - d_accuracy: 0.5725
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8840 - d_accuracy: 0.5637Epoch 190: D Accuracy = 0.5100
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3382 - g_loss: 0.8823 - d_accuracy: 0.5618
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3248 - g_loss: 0.8888 - d_accuracy: 0.5770Epoch 191: D Accuracy = 0.5800
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3243 - g_loss: 0.8923 - d_accuracy: 0.5771
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3247 - g_loss: 0.8911 - d_accuracy: 0.5681Epoch 192: D Accuracy = 0.6150
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3235 - g_loss: 0.8939 - d_accuracy: 0.5697
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3200 - g_loss: 0.8966 - d_accuracy: 0.5827Epoch 193: D Accuracy = 0.6150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3187 - g_loss: 0.8982 - d_accuracy: 0.5838
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3313 - g_loss: 0.8879 - d_accuracy: 0.5698Epoch 194: D Accuracy = 0.5650
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3320 - g_loss: 0.8845 - d_accuracy: 0.5697
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3286 - g_loss: 0.8881 - d_accuracy: 0.5678Epoch 195: D Accuracy = 0.5800
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3292 - g_loss: 0.8867 - d_accuracy: 0.5682
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3314 - g_loss: 0.8868 - d_accuracy: 0.5697Epoch 196: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3310 - g_loss: 0.8858 - d_accuracy: 0.5717
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3288 - g_loss: 0.8852 - d_accuracy: 0.5677Epoch 197: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3284 - g_loss: 0.8846 - d_accuracy: 0.5680
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3225 - g_loss: 0.8935 - d_accuracy: 0.5742Epoch 198: D Accuracy = 0.5350
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3249 - g_loss: 0.8952 - d_accuracy: 0.5728
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3296 - g_loss: 0.8872 - d_accuracy: 0.5665Epoch 199: D Accuracy = 0.5800
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3301 - g_loss: 0.8854 - d_accuracy: 0.5670
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.8838 - d_accuracy: 0.5743
Class 6 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.5050
27/27 [==============================] - 1s 41ms/step - d_loss: 1.3275 - g_loss: 0.8819 - d_accuracy: 0.5718
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3216 - g_loss: 0.8928 - d_accuracy: 0.5803Epoch 201: D Accuracy = 0.5900
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3226 - g_loss: 0.8923 - d_accuracy: 0.5806
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3263 - g_loss: 0.8913 - d_accuracy: 0.5703Epoch 202: D Accuracy = 0.5700
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3282 - g_loss: 0.8889 - d_accuracy: 0.5703
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3262 - g_loss: 0.8911 - d_accuracy: 0.5690Epoch 203: D Accuracy = 0.5750
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3265 - g_loss: 0.8903 - d_accuracy: 0.5693
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3258 - g_loss: 0.8855 - d_accuracy: 0.5724Epoch 204: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3263 - g_loss: 0.8827 - d_accuracy: 0.5725
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3317 - g_loss: 0.8872 - d_accuracy: 0.5634Epoch 205: D Accuracy = 0.5600
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3318 - g_loss: 0.8866 - d_accuracy: 0.5633
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.8971 - d_accuracy: 0.5833Epoch 206: D Accuracy = 0.5700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3177 - g_loss: 0.8978 - d_accuracy: 0.5828
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8850 - d_accuracy: 0.5671Epoch 207: D Accuracy = 0.5700
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3287 - g_loss: 0.8829 - d_accuracy: 0.5672
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3196 - g_loss: 0.8995 - d_accuracy: 0.5792Epoch 208: D Accuracy = 0.5050
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3204 - g_loss: 0.9005 - d_accuracy: 0.5765
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3280 - g_loss: 0.8883 - d_accuracy: 0.5726Epoch 209: D Accuracy = 0.6200
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3265 - g_loss: 0.8898 - d_accuracy: 0.5743
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3222 - g_loss: 0.8905 - d_accuracy: 0.5751Epoch 210: D Accuracy = 0.5900
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3217 - g_loss: 0.8898 - d_accuracy: 0.5756
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8932 - d_accuracy: 0.5721Epoch 211: D Accuracy = 0.6350
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3274 - g_loss: 0.8952 - d_accuracy: 0.5744
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3220 - g_loss: 0.8974 - d_accuracy: 0.5701Epoch 212: D Accuracy = 0.5300
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3220 - g_loss: 0.8970 - d_accuracy: 0.5687
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8808 - d_accuracy: 0.5658Epoch 213: D Accuracy = 0.5550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3323 - g_loss: 0.8803 - d_accuracy: 0.5655
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3142 - g_loss: 0.9035 - d_accuracy: 0.5862Epoch 214: D Accuracy = 0.6050
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3132 - g_loss: 0.9065 - d_accuracy: 0.5869
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3279 - g_loss: 0.8851 - d_accuracy: 0.5757Epoch 215: D Accuracy = 0.6100
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3267 - g_loss: 0.8836 - d_accuracy: 0.5769
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3194 - g_loss: 0.8942 - d_accuracy: 0.5791Epoch 216: D Accuracy = 0.6050
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3187 - g_loss: 0.8940 - d_accuracy: 0.5800
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3231 - g_loss: 0.8990 - d_accuracy: 0.5747Epoch 217: D Accuracy = 0.5400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3248 - g_loss: 0.8972 - d_accuracy: 0.5734
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3151 - g_loss: 0.8945 - d_accuracy: 0.5871Epoch 218: D Accuracy = 0.5400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3161 - g_loss: 0.8936 - d_accuracy: 0.5854
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3134 - g_loss: 0.9005 - d_accuracy: 0.5908Epoch 219: D Accuracy = 0.5800
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3135 - g_loss: 0.8986 - d_accuracy: 0.5904
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.9024 - d_accuracy: 0.5832Epoch 220: D Accuracy = 0.5200
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3170 - g_loss: 0.8985 - d_accuracy: 0.5809
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3240 - g_loss: 0.8996 - d_accuracy: 0.5750Epoch 221: D Accuracy = 0.5400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3247 - g_loss: 0.9017 - d_accuracy: 0.5737
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3145 - g_loss: 0.8975 - d_accuracy: 0.5834Epoch 222: D Accuracy = 0.5600
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3152 - g_loss: 0.8982 - d_accuracy: 0.5826
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3226 - g_loss: 0.9001 - d_accuracy: 0.5827Epoch 223: D Accuracy = 0.5950
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3233 - g_loss: 0.8992 - d_accuracy: 0.5831
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3235 - g_loss: 0.8954 - d_accuracy: 0.5778Epoch 224: D Accuracy = 0.5150
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3252 - g_loss: 0.8933 - d_accuracy: 0.5756
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3200 - g_loss: 0.8997 - d_accuracy: 0.5831Epoch 225: D Accuracy = 0.5650
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3207 - g_loss: 0.8964 - d_accuracy: 0.5825
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3248 - g_loss: 0.8944 - d_accuracy: 0.5722Epoch 226: D Accuracy = 0.5500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3254 - g_loss: 0.8959 - d_accuracy: 0.5714
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3213 - g_loss: 0.8930 - d_accuracy: 0.5854Epoch 227: D Accuracy = 0.6100
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3209 - g_loss: 0.8909 - d_accuracy: 0.5863
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3223 - g_loss: 0.8950 - d_accuracy: 0.5729Epoch 228: D Accuracy = 0.5650
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3233 - g_loss: 0.8927 - d_accuracy: 0.5726
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3153 - g_loss: 0.8993 - d_accuracy: 0.5866Epoch 229: D Accuracy = 0.6150
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3155 - g_loss: 0.8966 - d_accuracy: 0.5876
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3210 - g_loss: 0.8976 - d_accuracy: 0.5751Epoch 230: D Accuracy = 0.5500
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3223 - g_loss: 0.8948 - d_accuracy: 0.5742
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3243 - g_loss: 0.8957 - d_accuracy: 0.5684Epoch 231: D Accuracy = 0.5800
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3241 - g_loss: 0.8934 - d_accuracy: 0.5688
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3122 - g_loss: 0.9073 - d_accuracy: 0.5853Epoch 232: D Accuracy = 0.5650
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3140 - g_loss: 0.9058 - d_accuracy: 0.5846
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3284 - g_loss: 0.8963 - d_accuracy: 0.5670Epoch 233: D Accuracy = 0.5500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3286 - g_loss: 0.8982 - d_accuracy: 0.5664
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3264 - g_loss: 0.8950 - d_accuracy: 0.5683Epoch 234: D Accuracy = 0.5550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3273 - g_loss: 0.8941 - d_accuracy: 0.5678
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3199 - g_loss: 0.8982 - d_accuracy: 0.5758Epoch 235: D Accuracy = 0.5500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3206 - g_loss: 0.8959 - d_accuracy: 0.5749
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.9023 - d_accuracy: 0.5778Epoch 236: D Accuracy = 0.5900
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3172 - g_loss: 0.9031 - d_accuracy: 0.5783
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3251 - g_loss: 0.8953 - d_accuracy: 0.5718Epoch 237: D Accuracy = 0.5450
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3255 - g_loss: 0.8958 - d_accuracy: 0.5709
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.8946 - d_accuracy: 0.5726Epoch 238: D Accuracy = 0.4950
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3275 - g_loss: 0.8942 - d_accuracy: 0.5698
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3143 - g_loss: 0.8983 - d_accuracy: 0.5816Epoch 239: D Accuracy = 0.6550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3127 - g_loss: 0.8992 - d_accuracy: 0.5842
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3228 - g_loss: 0.8899 - d_accuracy: 0.5745Epoch 240: D Accuracy = 0.6550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3208 - g_loss: 0.8905 - d_accuracy: 0.5773
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.8905 - d_accuracy: 0.5643Epoch 241: D Accuracy = 0.6100
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3271 - g_loss: 0.8892 - d_accuracy: 0.5659
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3199 - g_loss: 0.8955 - d_accuracy: 0.5750Epoch 242: D Accuracy = 0.5450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3217 - g_loss: 0.8914 - d_accuracy: 0.5739
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3138 - g_loss: 0.9069 - d_accuracy: 0.5797Epoch 243: D Accuracy = 0.5550
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3130 - g_loss: 0.9108 - d_accuracy: 0.5788
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3200 - g_loss: 0.8975 - d_accuracy: 0.5711Epoch 244: D Accuracy = 0.5200
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3220 - g_loss: 0.8977 - d_accuracy: 0.5692
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3192 - g_loss: 0.8945 - d_accuracy: 0.5729Epoch 245: D Accuracy = 0.5650
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3190 - g_loss: 0.8933 - d_accuracy: 0.5726
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3222 - g_loss: 0.8937 - d_accuracy: 0.5823Epoch 246: D Accuracy = 0.6050
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3227 - g_loss: 0.8942 - d_accuracy: 0.5831
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3198 - g_loss: 0.9005 - d_accuracy: 0.5756Epoch 247: D Accuracy = 0.5150
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3214 - g_loss: 0.8990 - d_accuracy: 0.5735
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3212 - g_loss: 0.9000 - d_accuracy: 0.5830Epoch 248: D Accuracy = 0.5450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3235 - g_loss: 0.8991 - d_accuracy: 0.5816
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.9040 - d_accuracy: 0.5864Epoch 249: D Accuracy = 0.6050
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3137 - g_loss: 0.9043 - d_accuracy: 0.5870
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3150 - g_loss: 0.9026 - d_accuracy: 0.5841Epoch 250: D Accuracy = 0.5550
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3174 - g_loss: 0.9012 - d_accuracy: 0.5830
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3130 - g_loss: 0.9098 - d_accuracy: 0.5837Epoch 251: D Accuracy = 0.5150
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3151 - g_loss: 0.9131 - d_accuracy: 0.5813
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3099 - g_loss: 0.9068 - d_accuracy: 0.5856Epoch 252: D Accuracy = 0.5850
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3096 - g_loss: 0.9056 - d_accuracy: 0.5856
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.9076 - d_accuracy: 0.5865Epoch 253: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3130 - g_loss: 0.9102 - d_accuracy: 0.5861
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3138 - g_loss: 0.9058 - d_accuracy: 0.5835Epoch 254: D Accuracy = 0.5700
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3134 - g_loss: 0.9066 - d_accuracy: 0.5830
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3237 - g_loss: 0.8976 - d_accuracy: 0.5754Epoch 255: D Accuracy = 0.4850
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3249 - g_loss: 0.8935 - d_accuracy: 0.5722
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.9083 - d_accuracy: 0.5860Epoch 256: D Accuracy = 0.5400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3129 - g_loss: 0.9094 - d_accuracy: 0.5843
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3129 - g_loss: 0.9069 - d_accuracy: 0.5804Epoch 257: D Accuracy = 0.5450
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3138 - g_loss: 0.9064 - d_accuracy: 0.5791
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3177 - g_loss: 0.8996 - d_accuracy: 0.5773Epoch 258: D Accuracy = 0.6100
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3172 - g_loss: 0.8991 - d_accuracy: 0.5784
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3101 - g_loss: 0.9076 - d_accuracy: 0.5790Epoch 259: D Accuracy = 0.6100
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3103 - g_loss: 0.9060 - d_accuracy: 0.5801
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.9009 - d_accuracy: 0.5781Epoch 260: D Accuracy = 0.5700
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3159 - g_loss: 0.8985 - d_accuracy: 0.5778
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3202 - g_loss: 0.8989 - d_accuracy: 0.5828Epoch 261: D Accuracy = 0.5800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3206 - g_loss: 0.8975 - d_accuracy: 0.5827
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3231 - g_loss: 0.8955 - d_accuracy: 0.5757Epoch 262: D Accuracy = 0.5750
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3212 - g_loss: 0.8984 - d_accuracy: 0.5757
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3179 - g_loss: 0.9015 - d_accuracy: 0.5798Epoch 263: D Accuracy = 0.5500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3169 - g_loss: 0.9037 - d_accuracy: 0.5788
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3122 - g_loss: 0.9025 - d_accuracy: 0.5844Epoch 264: D Accuracy = 0.5550
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3122 - g_loss: 0.9013 - d_accuracy: 0.5833
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3186 - g_loss: 0.9059 - d_accuracy: 0.5743Epoch 265: D Accuracy = 0.5650
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3188 - g_loss: 0.9045 - d_accuracy: 0.5740
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3259 - g_loss: 0.8942 - d_accuracy: 0.5704Epoch 266: D Accuracy = 0.5800
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3257 - g_loss: 0.8928 - d_accuracy: 0.5707
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3166 - g_loss: 0.9032 - d_accuracy: 0.5747Epoch 267: D Accuracy = 0.5550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3165 - g_loss: 0.9020 - d_accuracy: 0.5740
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3110 - g_loss: 0.9058 - d_accuracy: 0.5867Epoch 268: D Accuracy = 0.5800
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3102 - g_loss: 0.9086 - d_accuracy: 0.5865
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3096 - g_loss: 0.9080 - d_accuracy: 0.5878Epoch 269: D Accuracy = 0.5650
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3106 - g_loss: 0.9065 - d_accuracy: 0.5870
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3153 - g_loss: 0.9040 - d_accuracy: 0.5847Epoch 270: D Accuracy = 0.5650
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3154 - g_loss: 0.9068 - d_accuracy: 0.5840
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3295 - g_loss: 0.8958 - d_accuracy: 0.5669Epoch 271: D Accuracy = 0.5250
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3304 - g_loss: 0.8986 - d_accuracy: 0.5654
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3193 - g_loss: 0.8992 - d_accuracy: 0.5741Epoch 272: D Accuracy = 0.5600
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3191 - g_loss: 0.8990 - d_accuracy: 0.5736
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3264 - g_loss: 0.8877 - d_accuracy: 0.5718Epoch 273: D Accuracy = 0.5950
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3254 - g_loss: 0.8877 - d_accuracy: 0.5726
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3238 - g_loss: 0.9059 - d_accuracy: 0.5751Epoch 274: D Accuracy = 0.5250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3253 - g_loss: 0.9116 - d_accuracy: 0.5734
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3106 - g_loss: 0.9053 - d_accuracy: 0.5906Epoch 275: D Accuracy = 0.5950
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3102 - g_loss: 0.9045 - d_accuracy: 0.5908
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3151 - g_loss: 0.9043 - d_accuracy: 0.5878Epoch 276: D Accuracy = 0.5350
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3161 - g_loss: 0.9009 - d_accuracy: 0.5859
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3140 - g_loss: 0.9054 - d_accuracy: 0.5866Epoch 277: D Accuracy = 0.5600
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3155 - g_loss: 0.9067 - d_accuracy: 0.5856
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3187 - g_loss: 0.9029 - d_accuracy: 0.5762Epoch 278: D Accuracy = 0.4800
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3206 - g_loss: 0.9000 - d_accuracy: 0.5728
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3189 - g_loss: 0.9049 - d_accuracy: 0.5834Epoch 279: D Accuracy = 0.6450
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3173 - g_loss: 0.9049 - d_accuracy: 0.5856
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3196 - g_loss: 0.8994 - d_accuracy: 0.5841Epoch 280: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3192 - g_loss: 0.8972 - d_accuracy: 0.5847
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.9036 - d_accuracy: 0.5822Epoch 281: D Accuracy = 0.5900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3164 - g_loss: 0.9052 - d_accuracy: 0.5825
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3025 - g_loss: 0.9135 - d_accuracy: 0.5969Epoch 282: D Accuracy = 0.6400
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3007 - g_loss: 0.9148 - d_accuracy: 0.5984
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3078 - g_loss: 0.9081 - d_accuracy: 0.5908Epoch 283: D Accuracy = 0.6300
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3076 - g_loss: 0.9074 - d_accuracy: 0.5922
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3167 - g_loss: 0.9052 - d_accuracy: 0.5824Epoch 284: D Accuracy = 0.5400
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3177 - g_loss: 0.9058 - d_accuracy: 0.5808
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3161 - g_loss: 0.9010 - d_accuracy: 0.5860Epoch 285: D Accuracy = 0.6000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3158 - g_loss: 0.9022 - d_accuracy: 0.5865
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3201 - g_loss: 0.8969 - d_accuracy: 0.5791Epoch 286: D Accuracy = 0.5450
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3218 - g_loss: 0.8967 - d_accuracy: 0.5779
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3062 - g_loss: 0.9079 - d_accuracy: 0.5894Epoch 287: D Accuracy = 0.6450
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3053 - g_loss: 0.9064 - d_accuracy: 0.5914
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3228 - g_loss: 0.9083 - d_accuracy: 0.5815Epoch 288: D Accuracy = 0.6100
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3223 - g_loss: 0.9087 - d_accuracy: 0.5825
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3166 - g_loss: 0.9045 - d_accuracy: 0.5813Epoch 289: D Accuracy = 0.5350
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3173 - g_loss: 0.9074 - d_accuracy: 0.5796
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3056 - g_loss: 0.9111 - d_accuracy: 0.5879Epoch 290: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3032 - g_loss: 0.9120 - d_accuracy: 0.5901
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3069 - g_loss: 0.9067 - d_accuracy: 0.5947Epoch 291: D Accuracy = 0.6350
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3064 - g_loss: 0.9089 - d_accuracy: 0.5961
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3151 - g_loss: 0.9000 - d_accuracy: 0.5824Epoch 292: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3142 - g_loss: 0.8993 - d_accuracy: 0.5830
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3240 - g_loss: 0.9052 - d_accuracy: 0.5710Epoch 293: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3219 - g_loss: 0.9094 - d_accuracy: 0.5720
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3089 - g_loss: 0.9080 - d_accuracy: 0.5860Epoch 294: D Accuracy = 0.6550
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3073 - g_loss: 0.9106 - d_accuracy: 0.5885
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3203 - g_loss: 0.9019 - d_accuracy: 0.5852Epoch 295: D Accuracy = 0.5700
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3221 - g_loss: 0.9046 - d_accuracy: 0.5847
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3138 - g_loss: 0.9016 - d_accuracy: 0.5826
Epoch 296: Generator loss improved from 0.7654 to 0.7608. Saving weights.
Epoch 296: D Accuracy = 0.5850
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3140 - g_loss: 0.8965 - d_accuracy: 0.5827
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3031 - g_loss: 0.9195 - d_accuracy: 0.5843Epoch 297: D Accuracy = 0.6150
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3024 - g_loss: 0.9202 - d_accuracy: 0.5854
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3083 - g_loss: 0.9074 - d_accuracy: 0.5904Epoch 298: D Accuracy = 0.6050
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3081 - g_loss: 0.9077 - d_accuracy: 0.5909
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3010 - g_loss: 0.9172 - d_accuracy: 0.6014Epoch 299: D Accuracy = 0.5700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3019 - g_loss: 0.9159 - d_accuracy: 0.6003
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3061 - g_loss: 0.9153 - d_accuracy: 0.5832
Class 6 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.5950
27/27 [==============================] - 1s 41ms/step - d_loss: 1.3038 - g_loss: 0.9206 - d_accuracy: 0.5837
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2972 - g_loss: 0.9230 - d_accuracy: 0.6037Epoch 301: D Accuracy = 0.6400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2952 - g_loss: 0.9242 - d_accuracy: 0.6050
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3140 - g_loss: 0.9058 - d_accuracy: 0.5837
Epoch 302: Generator loss improved from 0.7608 to 0.7455. Saving weights.
Epoch 302: D Accuracy = 0.5300
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3161 - g_loss: 0.9001 - d_accuracy: 0.5818
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3142 - g_loss: 0.9131 - d_accuracy: 0.5755Epoch 303: D Accuracy = 0.5300
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3145 - g_loss: 0.9165 - d_accuracy: 0.5739
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3140 - g_loss: 0.9040 - d_accuracy: 0.5857Epoch 304: D Accuracy = 0.6350
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3130 - g_loss: 0.9035 - d_accuracy: 0.5875
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3102 - g_loss: 0.9124 - d_accuracy: 0.5867Epoch 305: D Accuracy = 0.5600
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3107 - g_loss: 0.9140 - d_accuracy: 0.5858
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.9071 - d_accuracy: 0.5780Epoch 306: D Accuracy = 0.5500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3164 - g_loss: 0.9111 - d_accuracy: 0.5770
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3090 - g_loss: 0.9162 - d_accuracy: 0.5898Epoch 307: D Accuracy = 0.5500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3109 - g_loss: 0.9202 - d_accuracy: 0.5884
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3038 - g_loss: 0.9137 - d_accuracy: 0.5956Epoch 308: D Accuracy = 0.5000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3068 - g_loss: 0.9106 - d_accuracy: 0.5922
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3091 - g_loss: 0.9084 - d_accuracy: 0.5852Epoch 309: D Accuracy = 0.5200
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3115 - g_loss: 0.9084 - d_accuracy: 0.5829
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3103 - g_loss: 0.9098 - d_accuracy: 0.5931Epoch 310: D Accuracy = 0.6400
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3100 - g_loss: 0.9076 - d_accuracy: 0.5948
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3053 - g_loss: 0.9137 - d_accuracy: 0.5835Epoch 311: D Accuracy = 0.5600
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3064 - g_loss: 0.9120 - d_accuracy: 0.5827
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3053 - g_loss: 0.9161 - d_accuracy: 0.5988Epoch 312: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3021 - g_loss: 0.9197 - d_accuracy: 0.6025
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3078 - g_loss: 0.9115 - d_accuracy: 0.5881Epoch 313: D Accuracy = 0.5700
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3081 - g_loss: 0.9108 - d_accuracy: 0.5874
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3186 - g_loss: 0.9105 - d_accuracy: 0.5700Epoch 314: D Accuracy = 0.5350
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3196 - g_loss: 0.9095 - d_accuracy: 0.5688
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3095 - g_loss: 0.9052 - d_accuracy: 0.5985Epoch 315: D Accuracy = 0.5900
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3095 - g_loss: 0.9039 - d_accuracy: 0.5982
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3138 - g_loss: 0.9120 - d_accuracy: 0.5837Epoch 316: D Accuracy = 0.5250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3154 - g_loss: 0.9157 - d_accuracy: 0.5816
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.9036 - d_accuracy: 0.5805Epoch 317: D Accuracy = 0.6350
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3137 - g_loss: 0.9041 - d_accuracy: 0.5825
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3013 - g_loss: 0.9189 - d_accuracy: 0.5945Epoch 318: D Accuracy = 0.5400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3020 - g_loss: 0.9238 - d_accuracy: 0.5926
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3100 - g_loss: 0.9155 - d_accuracy: 0.5874Epoch 319: D Accuracy = 0.6150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3089 - g_loss: 0.9149 - d_accuracy: 0.5884
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3001 - g_loss: 0.9216 - d_accuracy: 0.5942Epoch 320: D Accuracy = 0.5150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3027 - g_loss: 0.9178 - d_accuracy: 0.5913
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3128 - g_loss: 0.9069 - d_accuracy: 0.5794Epoch 321: D Accuracy = 0.5850
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3117 - g_loss: 0.9090 - d_accuracy: 0.5796
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3060 - g_loss: 0.9175 - d_accuracy: 0.5924Epoch 322: D Accuracy = 0.5850
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3077 - g_loss: 0.9189 - d_accuracy: 0.5921
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3101 - g_loss: 0.9140 - d_accuracy: 0.5850Epoch 323: D Accuracy = 0.5050
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3114 - g_loss: 0.9163 - d_accuracy: 0.5821
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3016 - g_loss: 0.9199 - d_accuracy: 0.5957Epoch 324: D Accuracy = 0.6350
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3002 - g_loss: 0.9244 - d_accuracy: 0.5971
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3097 - g_loss: 0.9170 - d_accuracy: 0.5894Epoch 325: D Accuracy = 0.5500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3095 - g_loss: 0.9207 - d_accuracy: 0.5880
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3035 - g_loss: 0.9150 - d_accuracy: 0.5836Epoch 326: D Accuracy = 0.5850
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3046 - g_loss: 0.9114 - d_accuracy: 0.5836
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2977 - g_loss: 0.9257 - d_accuracy: 0.5983Epoch 327: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2956 - g_loss: 0.9244 - d_accuracy: 0.6019
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3028 - g_loss: 0.9226 - d_accuracy: 0.5970Epoch 328: D Accuracy = 0.5950
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3026 - g_loss: 0.9245 - d_accuracy: 0.5969
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3003 - g_loss: 0.9178 - d_accuracy: 0.5910Epoch 329: D Accuracy = 0.5550
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3018 - g_loss: 0.9122 - d_accuracy: 0.5897
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3113 - g_loss: 0.9101 - d_accuracy: 0.5922Epoch 330: D Accuracy = 0.5250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3143 - g_loss: 0.9071 - d_accuracy: 0.5898
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3037 - g_loss: 0.9182 - d_accuracy: 0.5838Epoch 331: D Accuracy = 0.6450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3011 - g_loss: 0.9220 - d_accuracy: 0.5860
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3041 - g_loss: 0.9135 - d_accuracy: 0.5934Epoch 332: D Accuracy = 0.6650
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3029 - g_loss: 0.9095 - d_accuracy: 0.5959
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2986 - g_loss: 0.9268 - d_accuracy: 0.5953Epoch 333: D Accuracy = 0.6550
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2977 - g_loss: 0.9253 - d_accuracy: 0.5974
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3051 - g_loss: 0.9169 - d_accuracy: 0.5921Epoch 334: D Accuracy = 0.6300
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3034 - g_loss: 0.9190 - d_accuracy: 0.5934
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3092 - g_loss: 0.9169 - d_accuracy: 0.5852Epoch 335: D Accuracy = 0.5750
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3087 - g_loss: 0.9198 - d_accuracy: 0.5849
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3032 - g_loss: 0.9155 - d_accuracy: 0.5902Epoch 336: D Accuracy = 0.6200
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3026 - g_loss: 0.9154 - d_accuracy: 0.5913
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3006 - g_loss: 0.9289 - d_accuracy: 0.5940Epoch 337: D Accuracy = 0.5450
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3033 - g_loss: 0.9293 - d_accuracy: 0.5922
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3002 - g_loss: 0.9255 - d_accuracy: 0.5904Epoch 338: D Accuracy = 0.6100
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2996 - g_loss: 0.9266 - d_accuracy: 0.5911
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3081 - g_loss: 0.9110 - d_accuracy: 0.5841Epoch 339: D Accuracy = 0.5900
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3088 - g_loss: 0.9075 - d_accuracy: 0.5843
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3047 - g_loss: 0.9177 - d_accuracy: 0.5869Epoch 340: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3045 - g_loss: 0.9147 - d_accuracy: 0.5874
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3012 - g_loss: 0.9201 - d_accuracy: 0.5884Epoch 341: D Accuracy = 0.5850
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3027 - g_loss: 0.9178 - d_accuracy: 0.5882
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3048 - g_loss: 0.9153 - d_accuracy: 0.5899Epoch 342: D Accuracy = 0.5750
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3063 - g_loss: 0.9128 - d_accuracy: 0.5893
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3063 - g_loss: 0.9187 - d_accuracy: 0.5922Epoch 343: D Accuracy = 0.5950
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3064 - g_loss: 0.9165 - d_accuracy: 0.5923
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2932 - g_loss: 0.9289 - d_accuracy: 0.6042Epoch 344: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2918 - g_loss: 0.9283 - d_accuracy: 0.6049
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3095 - g_loss: 0.9208 - d_accuracy: 0.5757Epoch 345: D Accuracy = 0.6150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3081 - g_loss: 0.9248 - d_accuracy: 0.5771
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2944 - g_loss: 0.9257 - d_accuracy: 0.5945Epoch 346: D Accuracy = 0.6100
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2932 - g_loss: 0.9271 - d_accuracy: 0.5951
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2789 - g_loss: 0.9405 - d_accuracy: 0.6166Epoch 347: D Accuracy = 0.5400
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2799 - g_loss: 0.9442 - d_accuracy: 0.6139
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3018 - g_loss: 0.9248 - d_accuracy: 0.5984Epoch 348: D Accuracy = 0.5150
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3036 - g_loss: 0.9261 - d_accuracy: 0.5954
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2939 - g_loss: 0.9281 - d_accuracy: 0.6009Epoch 349: D Accuracy = 0.5850
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2936 - g_loss: 0.9289 - d_accuracy: 0.6004
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2939 - g_loss: 0.9273 - d_accuracy: 0.6023Epoch 350: D Accuracy = 0.6400
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2939 - g_loss: 0.9243 - d_accuracy: 0.6036
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2903 - g_loss: 0.9357 - d_accuracy: 0.6090Epoch 351: D Accuracy = 0.5550
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2916 - g_loss: 0.9357 - d_accuracy: 0.6070
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2991 - g_loss: 0.9218 - d_accuracy: 0.6002Epoch 352: D Accuracy = 0.5150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3019 - g_loss: 0.9213 - d_accuracy: 0.5972
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2935 - g_loss: 0.9306 - d_accuracy: 0.6060Epoch 353: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2931 - g_loss: 0.9327 - d_accuracy: 0.6058
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2953 - g_loss: 0.9218 - d_accuracy: 0.6032Epoch 354: D Accuracy = 0.7000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2935 - g_loss: 0.9172 - d_accuracy: 0.6066
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2942 - g_loss: 0.9351 - d_accuracy: 0.5971Epoch 355: D Accuracy = 0.5200
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2961 - g_loss: 0.9375 - d_accuracy: 0.5943
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2902 - g_loss: 0.9282 - d_accuracy: 0.6037Epoch 356: D Accuracy = 0.5700
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2905 - g_loss: 0.9329 - d_accuracy: 0.6025
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3116 - g_loss: 0.9143 - d_accuracy: 0.5813Epoch 357: D Accuracy = 0.5350
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3134 - g_loss: 0.9120 - d_accuracy: 0.5796
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2959 - g_loss: 0.9289 - d_accuracy: 0.5987Epoch 358: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2955 - g_loss: 0.9280 - d_accuracy: 0.5996
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3074 - g_loss: 0.9177 - d_accuracy: 0.5881Epoch 359: D Accuracy = 0.5550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3093 - g_loss: 0.9117 - d_accuracy: 0.5869
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2941 - g_loss: 0.9359 - d_accuracy: 0.6033Epoch 360: D Accuracy = 0.6450
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2927 - g_loss: 0.9364 - d_accuracy: 0.6048
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3015 - g_loss: 0.9241 - d_accuracy: 0.5942Epoch 361: D Accuracy = 0.5200
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3038 - g_loss: 0.9211 - d_accuracy: 0.5916
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3027 - g_loss: 0.9278 - d_accuracy: 0.5892Epoch 362: D Accuracy = 0.6400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3004 - g_loss: 0.9316 - d_accuracy: 0.5911
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3009 - g_loss: 0.9270 - d_accuracy: 0.5918Epoch 363: D Accuracy = 0.6000
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2998 - g_loss: 0.9292 - d_accuracy: 0.5921
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2994 - g_loss: 0.9261 - d_accuracy: 0.5905Epoch 364: D Accuracy = 0.5600
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3012 - g_loss: 0.9262 - d_accuracy: 0.5894
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2930 - g_loss: 0.9332 - d_accuracy: 0.6049Epoch 365: D Accuracy = 0.5850
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2943 - g_loss: 0.9327 - d_accuracy: 0.6041
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2789 - g_loss: 0.9398 - d_accuracy: 0.6198Epoch 366: D Accuracy = 0.6400
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2778 - g_loss: 0.9404 - d_accuracy: 0.6205
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3059 - g_loss: 0.9270 - d_accuracy: 0.5878Epoch 367: D Accuracy = 0.5850
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3049 - g_loss: 0.9323 - d_accuracy: 0.5877
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9259 - d_accuracy: 0.5977Epoch 368: D Accuracy = 0.6500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2979 - g_loss: 0.9266 - d_accuracy: 0.5996
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2880 - g_loss: 0.9406 - d_accuracy: 0.6017Epoch 369: D Accuracy = 0.6400
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2883 - g_loss: 0.9368 - d_accuracy: 0.6031
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2858 - g_loss: 0.9449 - d_accuracy: 0.6061Epoch 370: D Accuracy = 0.6000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2836 - g_loss: 0.9505 - d_accuracy: 0.6059
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2885 - g_loss: 0.9329 - d_accuracy: 0.6066Epoch 371: D Accuracy = 0.5550
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2906 - g_loss: 0.9338 - d_accuracy: 0.6048
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2933 - g_loss: 0.9350 - d_accuracy: 0.5949Epoch 372: D Accuracy = 0.5500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2954 - g_loss: 0.9376 - d_accuracy: 0.5933
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2979 - g_loss: 0.9240 - d_accuracy: 0.6011Epoch 373: D Accuracy = 0.5300
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3008 - g_loss: 0.9215 - d_accuracy: 0.5985
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2937 - g_loss: 0.9336 - d_accuracy: 0.6114Epoch 374: D Accuracy = 0.5850
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2938 - g_loss: 0.9357 - d_accuracy: 0.6104
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2913 - g_loss: 0.9314 - d_accuracy: 0.6016Epoch 375: D Accuracy = 0.6450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2909 - g_loss: 0.9314 - d_accuracy: 0.6031
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2893 - g_loss: 0.9337 - d_accuracy: 0.6068Epoch 376: D Accuracy = 0.6100
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2908 - g_loss: 0.9302 - d_accuracy: 0.6069
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2831 - g_loss: 0.9434 - d_accuracy: 0.6098Epoch 377: D Accuracy = 0.6050
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2840 - g_loss: 0.9443 - d_accuracy: 0.6096
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2844 - g_loss: 0.9397 - d_accuracy: 0.6085Epoch 378: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2848 - g_loss: 0.9358 - d_accuracy: 0.6091
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3013 - g_loss: 0.9291 - d_accuracy: 0.5885Epoch 379: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3007 - g_loss: 0.9289 - d_accuracy: 0.5889
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2889 - g_loss: 0.9368 - d_accuracy: 0.6021Epoch 380: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2886 - g_loss: 0.9388 - d_accuracy: 0.6020
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2962 - g_loss: 0.9275 - d_accuracy: 0.6039Epoch 381: D Accuracy = 0.5800
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2982 - g_loss: 0.9270 - d_accuracy: 0.6031
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2729 - g_loss: 0.9522 - d_accuracy: 0.6214Epoch 382: D Accuracy = 0.6400
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2730 - g_loss: 0.9517 - d_accuracy: 0.6220
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2932 - g_loss: 0.9363 - d_accuracy: 0.6019Epoch 383: D Accuracy = 0.5750
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2925 - g_loss: 0.9373 - d_accuracy: 0.6009
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2863 - g_loss: 0.9404 - d_accuracy: 0.6047Epoch 384: D Accuracy = 0.6600
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2842 - g_loss: 0.9407 - d_accuracy: 0.6067
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2963 - g_loss: 0.9354 - d_accuracy: 0.6054Epoch 385: D Accuracy = 0.5950
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2969 - g_loss: 0.9321 - d_accuracy: 0.6050
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2836 - g_loss: 0.9404 - d_accuracy: 0.6111Epoch 386: D Accuracy = 0.5900
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2838 - g_loss: 0.9399 - d_accuracy: 0.6104
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2938 - g_loss: 0.9369 - d_accuracy: 0.5992Epoch 387: D Accuracy = 0.6900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2906 - g_loss: 0.9401 - d_accuracy: 0.6024
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3004 - g_loss: 0.9336 - d_accuracy: 0.5921Epoch 388: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2999 - g_loss: 0.9322 - d_accuracy: 0.5924
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2932 - g_loss: 0.9329 - d_accuracy: 0.5985Epoch 389: D Accuracy = 0.6050
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2916 - g_loss: 0.9361 - d_accuracy: 0.5987
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2967 - g_loss: 0.9297 - d_accuracy: 0.6009Epoch 390: D Accuracy = 0.5800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2972 - g_loss: 0.9280 - d_accuracy: 0.6002
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2896 - g_loss: 0.9357 - d_accuracy: 0.6049Epoch 391: D Accuracy = 0.6950
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2874 - g_loss: 0.9345 - d_accuracy: 0.6081
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9473 - d_accuracy: 0.6052Epoch 392: D Accuracy = 0.4900
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2888 - g_loss: 0.9463 - d_accuracy: 0.6011
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2903 - g_loss: 0.9362 - d_accuracy: 0.6062Epoch 393: D Accuracy = 0.5950
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2918 - g_loss: 0.9311 - d_accuracy: 0.6058
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2915 - g_loss: 0.9388 - d_accuracy: 0.6056Epoch 394: D Accuracy = 0.6950
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2891 - g_loss: 0.9389 - d_accuracy: 0.6088
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2925 - g_loss: 0.9392 - d_accuracy: 0.6047Epoch 395: D Accuracy = 0.5850
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2920 - g_loss: 0.9380 - d_accuracy: 0.6040
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2860 - g_loss: 0.9480 - d_accuracy: 0.6030Epoch 396: D Accuracy = 0.5150
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2875 - g_loss: 0.9539 - d_accuracy: 0.5998
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9420 - d_accuracy: 0.6146Epoch 397: D Accuracy = 0.6450
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2796 - g_loss: 0.9411 - d_accuracy: 0.6157
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2767 - g_loss: 0.9443 - d_accuracy: 0.6165Epoch 398: D Accuracy = 0.5750
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2779 - g_loss: 0.9418 - d_accuracy: 0.6150
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2776 - g_loss: 0.9522 - d_accuracy: 0.6172Epoch 399: D Accuracy = 0.6450
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2757 - g_loss: 0.9540 - d_accuracy: 0.6182
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2888 - g_loss: 0.9411 - d_accuracy: 0.6013
Class 6 — Epoch 400 preview:
No description has been provided for this image
Epoch 400: D Accuracy = 0.5800
27/27 [==============================] - 1s 43ms/step - d_loss: 1.2887 - g_loss: 0.9452 - d_accuracy: 0.6006
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2868 - g_loss: 0.9394 - d_accuracy: 0.6085Epoch 401: D Accuracy = 0.6100
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2860 - g_loss: 0.9361 - d_accuracy: 0.6086
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2851 - g_loss: 0.9447 - d_accuracy: 0.6071Epoch 402: D Accuracy = 0.6000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2857 - g_loss: 0.9479 - d_accuracy: 0.6069
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2800 - g_loss: 0.9437 - d_accuracy: 0.6085Epoch 403: D Accuracy = 0.6300
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2791 - g_loss: 0.9464 - d_accuracy: 0.6093
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9552 - d_accuracy: 0.6068Epoch 404: D Accuracy = 0.5950
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2798 - g_loss: 0.9606 - d_accuracy: 0.6064
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2882 - g_loss: 0.9404 - d_accuracy: 0.6063Epoch 405: D Accuracy = 0.6050
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2895 - g_loss: 0.9349 - d_accuracy: 0.6063
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2801 - g_loss: 0.9535 - d_accuracy: 0.6089Epoch 406: D Accuracy = 0.6050
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2806 - g_loss: 0.9505 - d_accuracy: 0.6088
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2856 - g_loss: 0.9534 - d_accuracy: 0.6066Epoch 407: D Accuracy = 0.5300
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2875 - g_loss: 0.9587 - d_accuracy: 0.6038
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2856 - g_loss: 0.9490 - d_accuracy: 0.6107Epoch 408: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2866 - g_loss: 0.9511 - d_accuracy: 0.6094
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2743 - g_loss: 0.9479 - d_accuracy: 0.6136Epoch 409: D Accuracy = 0.6850
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2738 - g_loss: 0.9474 - d_accuracy: 0.6162
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2886 - g_loss: 0.9403 - d_accuracy: 0.6027Epoch 410: D Accuracy = 0.5700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2890 - g_loss: 0.9406 - d_accuracy: 0.6015
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2852 - g_loss: 0.9451 - d_accuracy: 0.6050Epoch 411: D Accuracy = 0.6350
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2838 - g_loss: 0.9488 - d_accuracy: 0.6060
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2817 - g_loss: 0.9446 - d_accuracy: 0.6110Epoch 412: D Accuracy = 0.5900
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2823 - g_loss: 0.9425 - d_accuracy: 0.6102
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2801 - g_loss: 0.9567 - d_accuracy: 0.6084Epoch 413: D Accuracy = 0.6250
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2799 - g_loss: 0.9544 - d_accuracy: 0.6090
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2798 - g_loss: 0.9484 - d_accuracy: 0.6215Epoch 414: D Accuracy = 0.6550
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2795 - g_loss: 0.9447 - d_accuracy: 0.6227
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2807 - g_loss: 0.9500 - d_accuracy: 0.6119Epoch 415: D Accuracy = 0.5950
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2802 - g_loss: 0.9478 - d_accuracy: 0.6113
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2643 - g_loss: 0.9694 - d_accuracy: 0.6277Epoch 416: D Accuracy = 0.5700
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2661 - g_loss: 0.9691 - d_accuracy: 0.6257
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2769 - g_loss: 0.9478 - d_accuracy: 0.6218Epoch 417: D Accuracy = 0.6600
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2764 - g_loss: 0.9486 - d_accuracy: 0.6232
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2817 - g_loss: 0.9552 - d_accuracy: 0.6162Epoch 418: D Accuracy = 0.5750
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2826 - g_loss: 0.9533 - d_accuracy: 0.6147
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2787 - g_loss: 0.9485 - d_accuracy: 0.6128Epoch 419: D Accuracy = 0.6850
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2768 - g_loss: 0.9487 - d_accuracy: 0.6153
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2744 - g_loss: 0.9633 - d_accuracy: 0.6177Epoch 420: D Accuracy = 0.5500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2770 - g_loss: 0.9595 - d_accuracy: 0.6153
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9512 - d_accuracy: 0.6096Epoch 421: D Accuracy = 0.6350
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2833 - g_loss: 0.9516 - d_accuracy: 0.6105
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2927 - g_loss: 0.9513 - d_accuracy: 0.5996Epoch 422: D Accuracy = 0.6150
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2923 - g_loss: 0.9476 - d_accuracy: 0.6002
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2649 - g_loss: 0.9681 - d_accuracy: 0.6247Epoch 423: D Accuracy = 0.6950
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2621 - g_loss: 0.9677 - d_accuracy: 0.6272
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2829 - g_loss: 0.9515 - d_accuracy: 0.6043Epoch 424: D Accuracy = 0.6050
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2815 - g_loss: 0.9540 - d_accuracy: 0.6043
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2709 - g_loss: 0.9566 - d_accuracy: 0.6270Epoch 425: D Accuracy = 0.6100
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2715 - g_loss: 0.9581 - d_accuracy: 0.6264
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2859 - g_loss: 0.9434 - d_accuracy: 0.6105Epoch 426: D Accuracy = 0.5300
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2880 - g_loss: 0.9407 - d_accuracy: 0.6076
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2660 - g_loss: 0.9687 - d_accuracy: 0.6160Epoch 427: D Accuracy = 0.5550
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2670 - g_loss: 0.9710 - d_accuracy: 0.6139
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2790 - g_loss: 0.9510 - d_accuracy: 0.6224Epoch 428: D Accuracy = 0.5500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2801 - g_loss: 0.9540 - d_accuracy: 0.6198
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2713 - g_loss: 0.9592 - d_accuracy: 0.6211Epoch 429: D Accuracy = 0.5950
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2711 - g_loss: 0.9653 - d_accuracy: 0.6202
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9487 - d_accuracy: 0.6138Epoch 430: D Accuracy = 0.5650
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2833 - g_loss: 0.9494 - d_accuracy: 0.6121
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2734 - g_loss: 0.9609 - d_accuracy: 0.6190Epoch 431: D Accuracy = 0.6200
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2728 - g_loss: 0.9571 - d_accuracy: 0.6191
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2739 - g_loss: 0.9602 - d_accuracy: 0.6172Epoch 432: D Accuracy = 0.7300
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2702 - g_loss: 0.9621 - d_accuracy: 0.6212
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2815 - g_loss: 0.9548 - d_accuracy: 0.6095Epoch 433: D Accuracy = 0.5450
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2825 - g_loss: 0.9579 - d_accuracy: 0.6071
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2702 - g_loss: 0.9622 - d_accuracy: 0.6156Epoch 434: D Accuracy = 0.5500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2716 - g_loss: 0.9615 - d_accuracy: 0.6132
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2800 - g_loss: 0.9649 - d_accuracy: 0.6112Epoch 435: D Accuracy = 0.6600
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2784 - g_loss: 0.9637 - d_accuracy: 0.6130
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9520 - d_accuracy: 0.6108Epoch 436: D Accuracy = 0.5650
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2841 - g_loss: 0.9514 - d_accuracy: 0.6091
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 0.9554 - d_accuracy: 0.6282Epoch 437: D Accuracy = 0.6100
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2689 - g_loss: 0.9551 - d_accuracy: 0.6276
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2582 - g_loss: 0.9750 - d_accuracy: 0.6270Epoch 438: D Accuracy = 0.5500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2603 - g_loss: 0.9743 - d_accuracy: 0.6242
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2682 - g_loss: 0.9578 - d_accuracy: 0.6339Epoch 439: D Accuracy = 0.6850
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2665 - g_loss: 0.9567 - d_accuracy: 0.6357
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2703 - g_loss: 0.9617 - d_accuracy: 0.6216Epoch 440: D Accuracy = 0.6550
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2699 - g_loss: 0.9607 - d_accuracy: 0.6228
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2693 - g_loss: 0.9656 - d_accuracy: 0.6336Epoch 441: D Accuracy = 0.6100
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2685 - g_loss: 0.9698 - d_accuracy: 0.6327
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2722 - g_loss: 0.9556 - d_accuracy: 0.6268Epoch 442: D Accuracy = 0.5650
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2746 - g_loss: 0.9504 - d_accuracy: 0.6246
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2878 - g_loss: 0.9606 - d_accuracy: 0.6092Epoch 443: D Accuracy = 0.5700
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2886 - g_loss: 0.9627 - d_accuracy: 0.6078
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2630 - g_loss: 0.9651 - d_accuracy: 0.6285Epoch 444: D Accuracy = 0.6700
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2613 - g_loss: 0.9632 - d_accuracy: 0.6300
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2901 - g_loss: 0.9486 - d_accuracy: 0.6029Epoch 445: D Accuracy = 0.6450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2898 - g_loss: 0.9452 - d_accuracy: 0.6044
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2646 - g_loss: 0.9690 - d_accuracy: 0.6285Epoch 446: D Accuracy = 0.5000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2684 - g_loss: 0.9683 - d_accuracy: 0.6239
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2619 - g_loss: 0.9620 - d_accuracy: 0.6284Epoch 447: D Accuracy = 0.7050
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2589 - g_loss: 0.9641 - d_accuracy: 0.6311
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2640 - g_loss: 0.9781 - d_accuracy: 0.6346Epoch 448: D Accuracy = 0.7200
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2614 - g_loss: 0.9808 - d_accuracy: 0.6376
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2805 - g_loss: 0.9568 - d_accuracy: 0.6075Epoch 449: D Accuracy = 0.7350
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2766 - g_loss: 0.9602 - d_accuracy: 0.6121
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2734 - g_loss: 0.9626 - d_accuracy: 0.6223Epoch 450: D Accuracy = 0.6850
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2725 - g_loss: 0.9603 - d_accuracy: 0.6245
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2634 - g_loss: 0.9765 - d_accuracy: 0.6322Epoch 451: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2632 - g_loss: 0.9791 - d_accuracy: 0.6320
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2676 - g_loss: 0.9693 - d_accuracy: 0.6232Epoch 452: D Accuracy = 0.7400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2644 - g_loss: 0.9677 - d_accuracy: 0.6274
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2644 - g_loss: 0.9742 - d_accuracy: 0.6286Epoch 453: D Accuracy = 0.5900
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2650 - g_loss: 0.9747 - d_accuracy: 0.6272
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2633 - g_loss: 0.9708 - d_accuracy: 0.6306Epoch 454: D Accuracy = 0.5850
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2642 - g_loss: 0.9678 - d_accuracy: 0.6290
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2715 - g_loss: 0.9722 - d_accuracy: 0.6240Epoch 455: D Accuracy = 0.5900
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2733 - g_loss: 0.9729 - d_accuracy: 0.6228
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2552 - g_loss: 0.9834 - d_accuracy: 0.6394Epoch 456: D Accuracy = 0.5600
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2564 - g_loss: 0.9870 - d_accuracy: 0.6365
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2640 - g_loss: 0.9689 - d_accuracy: 0.6326Epoch 457: D Accuracy = 0.5450
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2664 - g_loss: 0.9644 - d_accuracy: 0.6295
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9807 - d_accuracy: 0.6335Epoch 458: D Accuracy = 0.6150
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2626 - g_loss: 0.9807 - d_accuracy: 0.6328
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9751 - d_accuracy: 0.6235Epoch 459: D Accuracy = 0.5800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2621 - g_loss: 0.9764 - d_accuracy: 0.6219
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2666 - g_loss: 0.9747 - d_accuracy: 0.6256Epoch 460: D Accuracy = 0.6500
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2652 - g_loss: 0.9750 - d_accuracy: 0.6265
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2702 - g_loss: 0.9697 - d_accuracy: 0.6191Epoch 461: D Accuracy = 0.5400
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2732 - g_loss: 0.9679 - d_accuracy: 0.6163
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2557 - g_loss: 0.9790 - d_accuracy: 0.6254Epoch 462: D Accuracy = 0.6400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2554 - g_loss: 0.9805 - d_accuracy: 0.6259
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2616 - g_loss: 0.9764 - d_accuracy: 0.6384Epoch 463: D Accuracy = 0.6300
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2615 - g_loss: 0.9774 - d_accuracy: 0.6381
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2613 - g_loss: 0.9784 - d_accuracy: 0.6300Epoch 464: D Accuracy = 0.6850
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2599 - g_loss: 0.9784 - d_accuracy: 0.6319
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9749 - d_accuracy: 0.6364Epoch 465: D Accuracy = 0.7450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2514 - g_loss: 0.9716 - d_accuracy: 0.6403
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2690 - g_loss: 0.9776 - d_accuracy: 0.6271Epoch 466: D Accuracy = 0.5950
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2698 - g_loss: 0.9786 - d_accuracy: 0.6259
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2610 - g_loss: 0.9803 - d_accuracy: 0.6311Epoch 467: D Accuracy = 0.6300
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2596 - g_loss: 0.9846 - d_accuracy: 0.6311
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2657 - g_loss: 0.9768 - d_accuracy: 0.6312Epoch 468: D Accuracy = 0.5850
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2655 - g_loss: 0.9804 - d_accuracy: 0.6295
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9834 - d_accuracy: 0.6317Epoch 469: D Accuracy = 0.5800
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2594 - g_loss: 0.9868 - d_accuracy: 0.6299
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2533 - g_loss: 0.9812 - d_accuracy: 0.6297Epoch 470: D Accuracy = 0.7450
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2506 - g_loss: 0.9783 - d_accuracy: 0.6339
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9604 - d_accuracy: 0.6136Epoch 471: D Accuracy = 0.6500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2812 - g_loss: 0.9570 - d_accuracy: 0.6149
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2582 - g_loss: 0.9845 - d_accuracy: 0.6314Epoch 472: D Accuracy = 0.5950
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2594 - g_loss: 0.9827 - d_accuracy: 0.6301
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2601 - g_loss: 0.9752 - d_accuracy: 0.6307Epoch 473: D Accuracy = 0.6800
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2612 - g_loss: 0.9689 - d_accuracy: 0.6324
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 0.9729 - d_accuracy: 0.6206Epoch 474: D Accuracy = 0.6500
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2683 - g_loss: 0.9767 - d_accuracy: 0.6216
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9879 - d_accuracy: 0.6344Epoch 475: D Accuracy = 0.5300
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2633 - g_loss: 0.9890 - d_accuracy: 0.6306
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2618 - g_loss: 0.9751 - d_accuracy: 0.6299Epoch 476: D Accuracy = 0.6600
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2615 - g_loss: 0.9744 - d_accuracy: 0.6310
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2535 - g_loss: 0.9830 - d_accuracy: 0.6359Epoch 477: D Accuracy = 0.6800
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2521 - g_loss: 0.9846 - d_accuracy: 0.6374
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2535 - g_loss: 0.9810 - d_accuracy: 0.6349Epoch 478: D Accuracy = 0.5850
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2553 - g_loss: 0.9806 - d_accuracy: 0.6332
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2573 - g_loss: 0.9815 - d_accuracy: 0.6346Epoch 479: D Accuracy = 0.5950
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2591 - g_loss: 0.9781 - d_accuracy: 0.6332
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2601 - g_loss: 0.9776 - d_accuracy: 0.6329Epoch 480: D Accuracy = 0.7200
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2589 - g_loss: 0.9730 - d_accuracy: 0.6360
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2629 - g_loss: 0.9782 - d_accuracy: 0.6175Epoch 481: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2618 - g_loss: 0.9790 - d_accuracy: 0.6177
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2444 - g_loss: 0.9932 - d_accuracy: 0.6470Epoch 482: D Accuracy = 0.6400
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2441 - g_loss: 0.9935 - d_accuracy: 0.6467
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2539 - g_loss: 0.9917 - d_accuracy: 0.6359Epoch 483: D Accuracy = 0.5450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2584 - g_loss: 0.9927 - d_accuracy: 0.6327
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2612 - g_loss: 0.9778 - d_accuracy: 0.6274Epoch 484: D Accuracy = 0.7250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2570 - g_loss: 0.9802 - d_accuracy: 0.6309
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2432 - g_loss: 1.0123 - d_accuracy: 0.6392Epoch 485: D Accuracy = 0.7550
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2385 - g_loss: 1.0160 - d_accuracy: 0.6434
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9834 - d_accuracy: 0.6336Epoch 486: D Accuracy = 0.5850
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2611 - g_loss: 0.9798 - d_accuracy: 0.6319
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2603 - g_loss: 0.9801 - d_accuracy: 0.6320Epoch 487: D Accuracy = 0.6650
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2602 - g_loss: 0.9771 - d_accuracy: 0.6332
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2609 - g_loss: 0.9753 - d_accuracy: 0.6394Epoch 488: D Accuracy = 0.6900
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2600 - g_loss: 0.9730 - d_accuracy: 0.6412
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2581 - g_loss: 0.9896 - d_accuracy: 0.6323Epoch 489: D Accuracy = 0.6450
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2572 - g_loss: 0.9888 - d_accuracy: 0.6327
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2634 - g_loss: 0.9852 - d_accuracy: 0.6226Epoch 490: D Accuracy = 0.5100
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2668 - g_loss: 0.9807 - d_accuracy: 0.6186
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2511 - g_loss: 0.9910 - d_accuracy: 0.6405Epoch 491: D Accuracy = 0.6400
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2520 - g_loss: 0.9836 - d_accuracy: 0.6404
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2633 - g_loss: 0.9876 - d_accuracy: 0.6220Epoch 492: D Accuracy = 0.4900
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2668 - g_loss: 0.9842 - d_accuracy: 0.6173
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2507 - g_loss: 0.9899 - d_accuracy: 0.6456
Epoch 493: Generator loss improved from 0.7455 to 0.7162. Saving weights.
Epoch 493: D Accuracy = 0.5400
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2551 - g_loss: 0.9801 - d_accuracy: 0.6418
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2409 - g_loss: 1.0035 - d_accuracy: 0.6431Epoch 494: D Accuracy = 0.5950
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2414 - g_loss: 1.0078 - d_accuracy: 0.6414
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2702 - g_loss: 0.9744 - d_accuracy: 0.6256Epoch 495: D Accuracy = 0.5950
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2711 - g_loss: 0.9730 - d_accuracy: 0.6245
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2297 - g_loss: 1.0023 - d_accuracy: 0.6488Epoch 496: D Accuracy = 0.6900
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2283 - g_loss: 1.0029 - d_accuracy: 0.6503
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2580 - g_loss: 0.9970 - d_accuracy: 0.6243Epoch 497: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2588 - g_loss: 1.0031 - d_accuracy: 0.6225
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2447 - g_loss: 0.9933 - d_accuracy: 0.6495Epoch 498: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2425 - g_loss: 0.9915 - d_accuracy: 0.6530
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2596 - g_loss: 0.9779 - d_accuracy: 0.6262Epoch 499: D Accuracy = 0.7200
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2566 - g_loss: 0.9750 - d_accuracy: 0.6296
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2457 - g_loss: 0.9955 - d_accuracy: 0.6409
Class 6 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.5500
27/27 [==============================] - 1s 43ms/step - d_loss: 1.2491 - g_loss: 0.9940 - d_accuracy: 0.6376
Training DCGAN for class 7...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.6707 - g_loss: 1.0166 - d_accuracy: 0.4828WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0172s vs `on_train_batch_end` time: 0.0187s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 1.2599 - g_loss: 1.1259 - d_accuracy: 0.6753
Epoch 1: Generator loss improved from inf to 1.3413. Saving weights.
Epoch 1: D Accuracy = 0.7905
27/27 [==============================] - 2s 36ms/step - d_loss: 1.2517 - g_loss: 1.1336 - d_accuracy: 0.6794
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2018 - g_loss: 1.1969 - d_accuracy: 0.7243
Epoch 2: Generator loss improved from 1.3413 to 1.0557. Saving weights.
Epoch 2: D Accuracy = 0.6351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2057 - g_loss: 1.1918 - d_accuracy: 0.7211
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1672 - g_loss: 1.1688 - d_accuracy: 0.7202Epoch 3: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1678 - g_loss: 1.1658 - d_accuracy: 0.7196
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0338 - g_loss: 1.3317 - d_accuracy: 0.7753Epoch 4: D Accuracy = 0.8041
27/27 [==============================] - 1s 34ms/step - d_loss: 1.0312 - g_loss: 1.3340 - d_accuracy: 0.7763
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9465 - g_loss: 1.5426 - d_accuracy: 0.8163Epoch 5: D Accuracy = 0.8649
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9391 - g_loss: 1.5562 - d_accuracy: 0.8181
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 0.7050 - g_loss: 2.1015 - d_accuracy: 0.9073Epoch 6: D Accuracy = 0.9257
27/27 [==============================] - 1s 35ms/step - d_loss: 0.7025 - g_loss: 2.1073 - d_accuracy: 0.9079
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5848 - g_loss: 2.6249 - d_accuracy: 0.9453Epoch 7: D Accuracy = 0.9595
27/27 [==============================] - 1s 36ms/step - d_loss: 0.5832 - g_loss: 2.6302 - d_accuracy: 0.9458
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1774 - g_loss: 1.7135 - d_accuracy: 0.7195Epoch 8: D Accuracy = 0.5946
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1890 - g_loss: 1.6950 - d_accuracy: 0.7150
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4979 - g_loss: 1.0068 - d_accuracy: 0.5484Epoch 9: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.4903 - g_loss: 1.0141 - d_accuracy: 0.5513
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4056 - g_loss: 0.9820 - d_accuracy: 0.5748
Epoch 10: Generator loss improved from 1.0557 to 1.0430. Saving weights.
Epoch 10: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.4061 - g_loss: 0.9842 - d_accuracy: 0.5755
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3579 - g_loss: 0.9891 - d_accuracy: 0.5939
Epoch 11: Generator loss improved from 1.0430 to 1.0018. Saving weights.
Epoch 11: D Accuracy = 0.5743
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3573 - g_loss: 0.9895 - d_accuracy: 0.5932
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3534 - g_loss: 0.9722 - d_accuracy: 0.5900
Epoch 12: Generator loss improved from 1.0018 to 0.9200. Saving weights.
Epoch 12: D Accuracy = 0.5743
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3546 - g_loss: 0.9704 - d_accuracy: 0.5894
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3536 - g_loss: 0.9474 - d_accuracy: 0.5819
Epoch 13: Generator loss improved from 0.9200 to 0.8609. Saving weights.
Epoch 13: D Accuracy = 0.5270
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3567 - g_loss: 0.9443 - d_accuracy: 0.5799
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3186 - g_loss: 0.9515 - d_accuracy: 0.6045Epoch 14: D Accuracy = 0.5878
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3192 - g_loss: 0.9528 - d_accuracy: 0.6039
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3179 - g_loss: 0.9450 - d_accuracy: 0.6003Epoch 15: D Accuracy = 0.6689
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3149 - g_loss: 0.9482 - d_accuracy: 0.6027
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3066 - g_loss: 0.9526 - d_accuracy: 0.6166Epoch 16: D Accuracy = 0.6689
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3060 - g_loss: 0.9525 - d_accuracy: 0.6185
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2987 - g_loss: 0.9576 - d_accuracy: 0.6187Epoch 17: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2967 - g_loss: 0.9582 - d_accuracy: 0.6212
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2897 - g_loss: 0.9659 - d_accuracy: 0.6272Epoch 18: D Accuracy = 0.6149
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2899 - g_loss: 0.9656 - d_accuracy: 0.6268
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2714 - g_loss: 0.9735 - d_accuracy: 0.6370Epoch 19: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2703 - g_loss: 0.9733 - d_accuracy: 0.6393
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2783 - g_loss: 0.9904 - d_accuracy: 0.6308Epoch 20: D Accuracy = 0.6419
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2777 - g_loss: 0.9936 - d_accuracy: 0.6312
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2639 - g_loss: 0.9958 - d_accuracy: 0.6423Epoch 21: D Accuracy = 0.6419
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2635 - g_loss: 0.9954 - d_accuracy: 0.6423
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2572 - g_loss: 1.0057 - d_accuracy: 0.6512Epoch 22: D Accuracy = 0.6216
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2597 - g_loss: 1.0056 - d_accuracy: 0.6501
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2365 - g_loss: 1.0141 - d_accuracy: 0.6637Epoch 23: D Accuracy = 0.6689
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2359 - g_loss: 1.0134 - d_accuracy: 0.6639
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2180 - g_loss: 1.0449 - d_accuracy: 0.6748Epoch 24: D Accuracy = 0.6419
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2185 - g_loss: 1.0470 - d_accuracy: 0.6736
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2168 - g_loss: 1.0603 - d_accuracy: 0.6776Epoch 25: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2177 - g_loss: 1.0646 - d_accuracy: 0.6770
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.0578 - d_accuracy: 0.6842Epoch 26: D Accuracy = 0.6689
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2078 - g_loss: 1.0557 - d_accuracy: 0.6837
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2151 - g_loss: 1.0657 - d_accuracy: 0.6794Epoch 27: D Accuracy = 0.6689
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2155 - g_loss: 1.0656 - d_accuracy: 0.6791
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2151 - g_loss: 1.0793 - d_accuracy: 0.6776Epoch 28: D Accuracy = 0.7568
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2115 - g_loss: 1.0781 - d_accuracy: 0.6804
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2302 - g_loss: 1.0634 - d_accuracy: 0.6655Epoch 29: D Accuracy = 0.6351
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2305 - g_loss: 1.0637 - d_accuracy: 0.6644
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2392 - g_loss: 1.0510 - d_accuracy: 0.6619Epoch 30: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2394 - g_loss: 1.0511 - d_accuracy: 0.6624
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2416 - g_loss: 1.0459 - d_accuracy: 0.6591Epoch 31: D Accuracy = 0.6824
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2412 - g_loss: 1.0453 - d_accuracy: 0.6599
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2376 - g_loss: 1.0519 - d_accuracy: 0.6602Epoch 32: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2361 - g_loss: 1.0523 - d_accuracy: 0.6613
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2443 - g_loss: 1.0401 - d_accuracy: 0.6599Epoch 33: D Accuracy = 0.6959
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2443 - g_loss: 1.0422 - d_accuracy: 0.6612
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2518 - g_loss: 1.0364 - d_accuracy: 0.6555Epoch 34: D Accuracy = 0.6486
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2502 - g_loss: 1.0414 - d_accuracy: 0.6553
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2616 - g_loss: 1.0232 - d_accuracy: 0.6493Epoch 35: D Accuracy = 0.6959
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2608 - g_loss: 1.0219 - d_accuracy: 0.6510
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2570 - g_loss: 1.0247 - d_accuracy: 0.6440Epoch 36: D Accuracy = 0.5946
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2572 - g_loss: 1.0280 - d_accuracy: 0.6422
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2548 - g_loss: 1.0187 - d_accuracy: 0.6527Epoch 37: D Accuracy = 0.6959
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2509 - g_loss: 1.0217 - d_accuracy: 0.6542
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2722 - g_loss: 1.0091 - d_accuracy: 0.6373Epoch 38: D Accuracy = 0.5743
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2748 - g_loss: 1.0098 - d_accuracy: 0.6351
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2712 - g_loss: 0.9992 - d_accuracy: 0.6398Epoch 39: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2721 - g_loss: 0.9997 - d_accuracy: 0.6391
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2932 - g_loss: 0.9818 - d_accuracy: 0.6263Epoch 40: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2930 - g_loss: 0.9794 - d_accuracy: 0.6262
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2899 - g_loss: 0.9783 - d_accuracy: 0.6304Epoch 41: D Accuracy = 0.6351
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2905 - g_loss: 0.9763 - d_accuracy: 0.6306
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2760 - g_loss: 0.9879 - d_accuracy: 0.6373Epoch 42: D Accuracy = 0.6486
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2759 - g_loss: 0.9869 - d_accuracy: 0.6377
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2904 - g_loss: 0.9757 - d_accuracy: 0.6275Epoch 43: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2893 - g_loss: 0.9761 - d_accuracy: 0.6288
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9623 - d_accuracy: 0.6238Epoch 44: D Accuracy = 0.6149
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2971 - g_loss: 0.9657 - d_accuracy: 0.6234
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2993 - g_loss: 0.9587 - d_accuracy: 0.6178Epoch 45: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2973 - g_loss: 0.9573 - d_accuracy: 0.6189
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2900 - g_loss: 0.9620 - d_accuracy: 0.6276Epoch 46: D Accuracy = 0.6284
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2890 - g_loss: 0.9642 - d_accuracy: 0.6276
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3092 - g_loss: 0.9541 - d_accuracy: 0.6086Epoch 47: D Accuracy = 0.6014
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3094 - g_loss: 0.9527 - d_accuracy: 0.6084
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3159 - g_loss: 0.9401 - d_accuracy: 0.6037Epoch 48: D Accuracy = 0.5608
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3144 - g_loss: 0.9428 - d_accuracy: 0.6021
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3050 - g_loss: 0.9414 - d_accuracy: 0.6144Epoch 49: D Accuracy = 0.6622
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3038 - g_loss: 0.9411 - d_accuracy: 0.6161
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3064 - g_loss: 0.9469 - d_accuracy: 0.6142Epoch 50: D Accuracy = 0.6419
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3070 - g_loss: 0.9458 - d_accuracy: 0.6152
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3078 - g_loss: 0.9459 - d_accuracy: 0.6105Epoch 51: D Accuracy = 0.6351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3091 - g_loss: 0.9454 - d_accuracy: 0.6114
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3183 - g_loss: 0.9298 - d_accuracy: 0.6054Epoch 52: D Accuracy = 0.6351
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3174 - g_loss: 0.9309 - d_accuracy: 0.6065
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3061 - g_loss: 0.9399 - d_accuracy: 0.6131
Epoch 53: Generator loss improved from 0.8609 to 0.8524. Saving weights.
Epoch 53: D Accuracy = 0.5743
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3081 - g_loss: 0.9367 - d_accuracy: 0.6118
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3122 - g_loss: 0.9313 - d_accuracy: 0.6067Epoch 54: D Accuracy = 0.5676
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3124 - g_loss: 0.9325 - d_accuracy: 0.6053
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3074 - g_loss: 0.9260 - d_accuracy: 0.6078
Epoch 55: Generator loss improved from 0.8524 to 0.8009. Saving weights.
Epoch 55: D Accuracy = 0.5743
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3076 - g_loss: 0.9216 - d_accuracy: 0.6066
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3189 - g_loss: 0.9324 - d_accuracy: 0.5969Epoch 56: D Accuracy = 0.6284
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3191 - g_loss: 0.9308 - d_accuracy: 0.5980
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3132 - g_loss: 0.9292 - d_accuracy: 0.6043Epoch 57: D Accuracy = 0.5541
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3151 - g_loss: 0.9277 - d_accuracy: 0.6025
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3112 - g_loss: 0.9282 - d_accuracy: 0.6070Epoch 58: D Accuracy = 0.5878
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3121 - g_loss: 0.9272 - d_accuracy: 0.6063
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3156 - g_loss: 0.9190 - d_accuracy: 0.6070Epoch 59: D Accuracy = 0.6419
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3142 - g_loss: 0.9183 - d_accuracy: 0.6082
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3152 - g_loss: 0.9184 - d_accuracy: 0.6019Epoch 60: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3141 - g_loss: 0.9162 - d_accuracy: 0.6041
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3133 - g_loss: 0.9227 - d_accuracy: 0.6073Epoch 61: D Accuracy = 0.6554
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3110 - g_loss: 0.9248 - d_accuracy: 0.6090
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3151 - g_loss: 0.9238 - d_accuracy: 0.6023Epoch 62: D Accuracy = 0.6486
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3133 - g_loss: 0.9256 - d_accuracy: 0.6039
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.9232 - d_accuracy: 0.6014Epoch 63: D Accuracy = 0.5743
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3137 - g_loss: 0.9207 - d_accuracy: 0.6005
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3079 - g_loss: 0.9255 - d_accuracy: 0.6113Epoch 64: D Accuracy = 0.5203
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3108 - g_loss: 0.9281 - d_accuracy: 0.6080
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3216 - g_loss: 0.9095 - d_accuracy: 0.5953Epoch 65: D Accuracy = 0.5338
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3237 - g_loss: 0.9062 - d_accuracy: 0.5931
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3125 - g_loss: 0.9181 - d_accuracy: 0.6081Epoch 66: D Accuracy = 0.6284
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3125 - g_loss: 0.9174 - d_accuracy: 0.6088
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3288 - g_loss: 0.9107 - d_accuracy: 0.5918Epoch 67: D Accuracy = 0.5541
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3300 - g_loss: 0.9097 - d_accuracy: 0.5905
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3222 - g_loss: 0.9087 - d_accuracy: 0.6004Epoch 68: D Accuracy = 0.6081
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3223 - g_loss: 0.9081 - d_accuracy: 0.6006
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3191 - g_loss: 0.9125 - d_accuracy: 0.5946Epoch 69: D Accuracy = 0.6014
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3177 - g_loss: 0.9130 - d_accuracy: 0.5949
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3189 - g_loss: 0.9120 - d_accuracy: 0.5970Epoch 70: D Accuracy = 0.6216
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3194 - g_loss: 0.9105 - d_accuracy: 0.5978
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3218 - g_loss: 0.9154 - d_accuracy: 0.5905Epoch 71: D Accuracy = 0.5676
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3213 - g_loss: 0.9146 - d_accuracy: 0.5896
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3203 - g_loss: 0.9102 - d_accuracy: 0.5974Epoch 72: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3202 - g_loss: 0.9105 - d_accuracy: 0.5983
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3314 - g_loss: 0.9024 - d_accuracy: 0.5817Epoch 73: D Accuracy = 0.6149
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3323 - g_loss: 0.9028 - d_accuracy: 0.5828
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3174 - g_loss: 0.9126 - d_accuracy: 0.5968Epoch 74: D Accuracy = 0.5811
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3167 - g_loss: 0.9147 - d_accuracy: 0.5962
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3279 - g_loss: 0.9033 - d_accuracy: 0.5917Epoch 75: D Accuracy = 0.5608
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3289 - g_loss: 0.9026 - d_accuracy: 0.5906
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3364 - g_loss: 0.8947 - d_accuracy: 0.5774Epoch 76: D Accuracy = 0.5541
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3370 - g_loss: 0.8919 - d_accuracy: 0.5765
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3423 - g_loss: 0.8901 - d_accuracy: 0.5772Epoch 77: D Accuracy = 0.5608
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3424 - g_loss: 0.8911 - d_accuracy: 0.5766
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3329 - g_loss: 0.8928 - d_accuracy: 0.5904Epoch 78: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3338 - g_loss: 0.8918 - d_accuracy: 0.5910
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3300 - g_loss: 0.8957 - d_accuracy: 0.5859Epoch 79: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3293 - g_loss: 0.8952 - d_accuracy: 0.5867
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3254 - g_loss: 0.8994 - d_accuracy: 0.5918Epoch 80: D Accuracy = 0.5405
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3264 - g_loss: 0.8993 - d_accuracy: 0.5899
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3337 - g_loss: 0.8911 - d_accuracy: 0.5848Epoch 81: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3329 - g_loss: 0.8896 - d_accuracy: 0.5861
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3330 - g_loss: 0.8960 - d_accuracy: 0.5819Epoch 82: D Accuracy = 0.5405
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3324 - g_loss: 0.8976 - d_accuracy: 0.5805
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3361 - g_loss: 0.8917 - d_accuracy: 0.5873Epoch 83: D Accuracy = 0.5878
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3364 - g_loss: 0.8907 - d_accuracy: 0.5873
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3428 - g_loss: 0.8867 - d_accuracy: 0.5789Epoch 84: D Accuracy = 0.5135
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3445 - g_loss: 0.8845 - d_accuracy: 0.5766
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3412 - g_loss: 0.8839 - d_accuracy: 0.5755Epoch 85: D Accuracy = 0.5743
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3414 - g_loss: 0.8864 - d_accuracy: 0.5755
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3316 - g_loss: 0.8895 - d_accuracy: 0.5873Epoch 86: D Accuracy = 0.5135
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3344 - g_loss: 0.8879 - d_accuracy: 0.5847
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3424 - g_loss: 0.8841 - d_accuracy: 0.5759Epoch 87: D Accuracy = 0.5676
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3426 - g_loss: 0.8859 - d_accuracy: 0.5756
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3342 - g_loss: 0.8853 - d_accuracy: 0.5821Epoch 88: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3352 - g_loss: 0.8845 - d_accuracy: 0.5831
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3394 - g_loss: 0.8857 - d_accuracy: 0.5783Epoch 89: D Accuracy = 0.5135
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3409 - g_loss: 0.8865 - d_accuracy: 0.5760
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3371 - g_loss: 0.8801 - d_accuracy: 0.5771
Epoch 90: Generator loss improved from 0.8009 to 0.7933. Saving weights.
Epoch 90: D Accuracy = 0.5743
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3383 - g_loss: 0.8770 - d_accuracy: 0.5770
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3375 - g_loss: 0.8860 - d_accuracy: 0.5711Epoch 91: D Accuracy = 0.5135
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3389 - g_loss: 0.8843 - d_accuracy: 0.5690
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3314 - g_loss: 0.8841 - d_accuracy: 0.5892Epoch 92: D Accuracy = 0.6892
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3287 - g_loss: 0.8847 - d_accuracy: 0.5928
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8817 - d_accuracy: 0.5801Epoch 93: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3352 - g_loss: 0.8812 - d_accuracy: 0.5819
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3325 - g_loss: 0.8854 - d_accuracy: 0.5784Epoch 94: D Accuracy = 0.6014
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3325 - g_loss: 0.8845 - d_accuracy: 0.5792
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3396 - g_loss: 0.8785 - d_accuracy: 0.5813Epoch 95: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3382 - g_loss: 0.8797 - d_accuracy: 0.5830
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3412 - g_loss: 0.8791 - d_accuracy: 0.5709Epoch 96: D Accuracy = 0.5473
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3412 - g_loss: 0.8792 - d_accuracy: 0.5701
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3426 - g_loss: 0.8756 - d_accuracy: 0.5718Epoch 97: D Accuracy = 0.5676
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3426 - g_loss: 0.8788 - d_accuracy: 0.5717
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3420 - g_loss: 0.8764 - d_accuracy: 0.5708Epoch 98: D Accuracy = 0.5878
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3413 - g_loss: 0.8768 - d_accuracy: 0.5714
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3389 - g_loss: 0.8789 - d_accuracy: 0.5717Epoch 99: D Accuracy = 0.5338
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3390 - g_loss: 0.8787 - d_accuracy: 0.5704
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3413 - g_loss: 0.8797 - d_accuracy: 0.5696
Class 7 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.5270
27/27 [==============================] - 1s 49ms/step - d_loss: 1.3430 - g_loss: 0.8818 - d_accuracy: 0.5681
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3382 - g_loss: 0.8778 - d_accuracy: 0.5789Epoch 101: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3377 - g_loss: 0.8768 - d_accuracy: 0.5800
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3448 - g_loss: 0.8751 - d_accuracy: 0.5682Epoch 102: D Accuracy = 0.5405
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3454 - g_loss: 0.8742 - d_accuracy: 0.5672
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8760 - d_accuracy: 0.5751Epoch 103: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3364 - g_loss: 0.8765 - d_accuracy: 0.5758
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3386 - g_loss: 0.8767 - d_accuracy: 0.5738Epoch 104: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3382 - g_loss: 0.8762 - d_accuracy: 0.5757
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3357 - g_loss: 0.8783 - d_accuracy: 0.5760Epoch 105: D Accuracy = 0.5135
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3374 - g_loss: 0.8761 - d_accuracy: 0.5738
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3352 - g_loss: 0.8756 - d_accuracy: 0.5744Epoch 106: D Accuracy = 0.5946
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3348 - g_loss: 0.8763 - d_accuracy: 0.5751
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3427 - g_loss: 0.8722 - d_accuracy: 0.5754Epoch 107: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3416 - g_loss: 0.8722 - d_accuracy: 0.5773
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3422 - g_loss: 0.8729 - d_accuracy: 0.5723Epoch 108: D Accuracy = 0.7095
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3395 - g_loss: 0.8736 - d_accuracy: 0.5772
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3383 - g_loss: 0.8749 - d_accuracy: 0.5728Epoch 109: D Accuracy = 0.5743
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3377 - g_loss: 0.8748 - d_accuracy: 0.5728
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3455 - g_loss: 0.8749 - d_accuracy: 0.5684Epoch 110: D Accuracy = 0.5068
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3478 - g_loss: 0.8734 - d_accuracy: 0.5662
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3355 - g_loss: 0.8750 - d_accuracy: 0.5771Epoch 111: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3352 - g_loss: 0.8725 - d_accuracy: 0.5778
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3407 - g_loss: 0.8763 - d_accuracy: 0.5778Epoch 112: D Accuracy = 0.5878
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3410 - g_loss: 0.8768 - d_accuracy: 0.5781
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3391 - g_loss: 0.8739 - d_accuracy: 0.5698Epoch 113: D Accuracy = 0.5338
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3394 - g_loss: 0.8727 - d_accuracy: 0.5685
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3376 - g_loss: 0.8762 - d_accuracy: 0.5744Epoch 114: D Accuracy = 0.5743
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3373 - g_loss: 0.8772 - d_accuracy: 0.5744
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3384 - g_loss: 0.8742 - d_accuracy: 0.5766Epoch 115: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3377 - g_loss: 0.8732 - d_accuracy: 0.5782
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3331 - g_loss: 0.8776 - d_accuracy: 0.5852Epoch 116: D Accuracy = 0.5743
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3337 - g_loss: 0.8763 - d_accuracy: 0.5848
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3312 - g_loss: 0.8789 - d_accuracy: 0.5844Epoch 117: D Accuracy = 0.5338
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3322 - g_loss: 0.8789 - d_accuracy: 0.5826
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3380 - g_loss: 0.8751 - d_accuracy: 0.5741Epoch 118: D Accuracy = 0.5878
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3374 - g_loss: 0.8750 - d_accuracy: 0.5746
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3350 - g_loss: 0.8769 - d_accuracy: 0.5827Epoch 119: D Accuracy = 0.5878
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3357 - g_loss: 0.8782 - d_accuracy: 0.5829
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3419 - g_loss: 0.8691 - d_accuracy: 0.5699Epoch 120: D Accuracy = 0.5743
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3421 - g_loss: 0.8664 - d_accuracy: 0.5700
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8771 - d_accuracy: 0.5801Epoch 121: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3361 - g_loss: 0.8771 - d_accuracy: 0.5801
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3376 - g_loss: 0.8745 - d_accuracy: 0.5773Epoch 122: D Accuracy = 0.5473
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3384 - g_loss: 0.8753 - d_accuracy: 0.5762
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8731 - d_accuracy: 0.5762Epoch 123: D Accuracy = 0.5541
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3382 - g_loss: 0.8730 - d_accuracy: 0.5754
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8718 - d_accuracy: 0.5722Epoch 124: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3350 - g_loss: 0.8696 - d_accuracy: 0.5730
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3396 - g_loss: 0.8721 - d_accuracy: 0.5709Epoch 125: D Accuracy = 0.5676
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3400 - g_loss: 0.8708 - d_accuracy: 0.5708
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3307 - g_loss: 0.8780 - d_accuracy: 0.5800Epoch 126: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3302 - g_loss: 0.8788 - d_accuracy: 0.5810
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3392 - g_loss: 0.8734 - d_accuracy: 0.5728Epoch 127: D Accuracy = 0.5676
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3402 - g_loss: 0.8727 - d_accuracy: 0.5726
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3422 - g_loss: 0.8669 - d_accuracy: 0.5687Epoch 128: D Accuracy = 0.6216
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3402 - g_loss: 0.8679 - d_accuracy: 0.5706
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3371 - g_loss: 0.8764 - d_accuracy: 0.5739Epoch 129: D Accuracy = 0.5608
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3388 - g_loss: 0.8753 - d_accuracy: 0.5734
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3346 - g_loss: 0.8760 - d_accuracy: 0.5764Epoch 130: D Accuracy = 0.5676
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3345 - g_loss: 0.8762 - d_accuracy: 0.5761
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3318 - g_loss: 0.8781 - d_accuracy: 0.5834Epoch 131: D Accuracy = 0.5405
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3331 - g_loss: 0.8775 - d_accuracy: 0.5819
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3334 - g_loss: 0.8713 - d_accuracy: 0.5840Epoch 132: D Accuracy = 0.5878
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3332 - g_loss: 0.8704 - d_accuracy: 0.5841
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3389 - g_loss: 0.8684 - d_accuracy: 0.5716Epoch 133: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3373 - g_loss: 0.8686 - d_accuracy: 0.5729
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8768 - d_accuracy: 0.5687Epoch 134: D Accuracy = 0.5541
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3366 - g_loss: 0.8805 - d_accuracy: 0.5682
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8778 - d_accuracy: 0.5850Epoch 135: D Accuracy = 0.6419
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3288 - g_loss: 0.8781 - d_accuracy: 0.5870
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3344 - g_loss: 0.8741 - d_accuracy: 0.5768Epoch 136: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3347 - g_loss: 0.8745 - d_accuracy: 0.5769
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8699 - d_accuracy: 0.5790Epoch 137: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3360 - g_loss: 0.8684 - d_accuracy: 0.5807
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3354 - g_loss: 0.8784 - d_accuracy: 0.5753Epoch 138: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3347 - g_loss: 0.8792 - d_accuracy: 0.5755
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3286 - g_loss: 0.8750 - d_accuracy: 0.5804Epoch 139: D Accuracy = 0.5000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3299 - g_loss: 0.8738 - d_accuracy: 0.5776
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3308 - g_loss: 0.8780 - d_accuracy: 0.5846Epoch 140: D Accuracy = 0.5743
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3313 - g_loss: 0.8753 - d_accuracy: 0.5843
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3423 - g_loss: 0.8723 - d_accuracy: 0.5669Epoch 141: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3405 - g_loss: 0.8742 - d_accuracy: 0.5688
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3325 - g_loss: 0.8760 - d_accuracy: 0.5737Epoch 142: D Accuracy = 0.5338
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3331 - g_loss: 0.8770 - d_accuracy: 0.5723
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8737 - d_accuracy: 0.5728Epoch 143: D Accuracy = 0.5878
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3337 - g_loss: 0.8751 - d_accuracy: 0.5734
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3332 - g_loss: 0.8721 - d_accuracy: 0.5771Epoch 144: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3327 - g_loss: 0.8693 - d_accuracy: 0.5782
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3376 - g_loss: 0.8782 - d_accuracy: 0.5743Epoch 145: D Accuracy = 0.5878
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3380 - g_loss: 0.8782 - d_accuracy: 0.5748
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3298 - g_loss: 0.8797 - d_accuracy: 0.5805Epoch 146: D Accuracy = 0.5135
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3312 - g_loss: 0.8817 - d_accuracy: 0.5781
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3357 - g_loss: 0.8706 - d_accuracy: 0.5786Epoch 147: D Accuracy = 0.5203
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3382 - g_loss: 0.8684 - d_accuracy: 0.5765
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3438 - g_loss: 0.8653 - d_accuracy: 0.5676Epoch 148: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3438 - g_loss: 0.8655 - d_accuracy: 0.5686
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3274 - g_loss: 0.8781 - d_accuracy: 0.5785
Epoch 149: Generator loss improved from 0.7933 to 0.7594. Saving weights.
Epoch 149: D Accuracy = 0.5608
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3290 - g_loss: 0.8739 - d_accuracy: 0.5779
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3361 - g_loss: 0.8780 - d_accuracy: 0.5713Epoch 150: D Accuracy = 0.5608
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3367 - g_loss: 0.8783 - d_accuracy: 0.5709
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3369 - g_loss: 0.8708 - d_accuracy: 0.5706Epoch 151: D Accuracy = 0.5338
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3375 - g_loss: 0.8709 - d_accuracy: 0.5692
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3415 - g_loss: 0.8669 - d_accuracy: 0.5643Epoch 152: D Accuracy = 0.4865
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3435 - g_loss: 0.8652 - d_accuracy: 0.5615
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8696 - d_accuracy: 0.5774Epoch 153: D Accuracy = 0.5541
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3344 - g_loss: 0.8684 - d_accuracy: 0.5765
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3361 - g_loss: 0.8716 - d_accuracy: 0.5720Epoch 154: D Accuracy = 0.6351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3350 - g_loss: 0.8721 - d_accuracy: 0.5742
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.8816 - d_accuracy: 0.5847Epoch 155: D Accuracy = 0.5473
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3273 - g_loss: 0.8813 - d_accuracy: 0.5833
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3337 - g_loss: 0.8746 - d_accuracy: 0.5776Epoch 156: D Accuracy = 0.5473
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3353 - g_loss: 0.8719 - d_accuracy: 0.5765
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3282 - g_loss: 0.8806 - d_accuracy: 0.5794Epoch 157: D Accuracy = 0.5473
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3298 - g_loss: 0.8788 - d_accuracy: 0.5783
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3346 - g_loss: 0.8716 - d_accuracy: 0.5737Epoch 158: D Accuracy = 0.5405
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3357 - g_loss: 0.8701 - d_accuracy: 0.5725
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3252 - g_loss: 0.8824 - d_accuracy: 0.5917Epoch 159: D Accuracy = 0.6216
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3250 - g_loss: 0.8840 - d_accuracy: 0.5928
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3243 - g_loss: 0.8804 - d_accuracy: 0.5884Epoch 160: D Accuracy = 0.5541
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3246 - g_loss: 0.8814 - d_accuracy: 0.5871
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3263 - g_loss: 0.8765 - d_accuracy: 0.5856Epoch 161: D Accuracy = 0.6419
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3264 - g_loss: 0.8758 - d_accuracy: 0.5876
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3252 - g_loss: 0.8807 - d_accuracy: 0.5826Epoch 162: D Accuracy = 0.6014
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3253 - g_loss: 0.8806 - d_accuracy: 0.5833
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3305 - g_loss: 0.8798 - d_accuracy: 0.5771Epoch 163: D Accuracy = 0.5811
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3289 - g_loss: 0.8831 - d_accuracy: 0.5772
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3240 - g_loss: 0.8818 - d_accuracy: 0.5906Epoch 164: D Accuracy = 0.5608
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3244 - g_loss: 0.8807 - d_accuracy: 0.5896
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3261 - g_loss: 0.8807 - d_accuracy: 0.5838Epoch 165: D Accuracy = 0.5743
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3266 - g_loss: 0.8791 - d_accuracy: 0.5834
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.8756 - d_accuracy: 0.5811Epoch 166: D Accuracy = 0.5541
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3274 - g_loss: 0.8740 - d_accuracy: 0.5802
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3279 - g_loss: 0.8843 - d_accuracy: 0.5818Epoch 167: D Accuracy = 0.5405
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3287 - g_loss: 0.8849 - d_accuracy: 0.5803
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.8832 - d_accuracy: 0.5793Epoch 168: D Accuracy = 0.6149
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3248 - g_loss: 0.8830 - d_accuracy: 0.5806
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3241 - g_loss: 0.8799 - d_accuracy: 0.5847Epoch 169: D Accuracy = 0.5338
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3253 - g_loss: 0.8791 - d_accuracy: 0.5829
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3271 - g_loss: 0.8777 - d_accuracy: 0.5803Epoch 170: D Accuracy = 0.5068
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3293 - g_loss: 0.8749 - d_accuracy: 0.5776
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8826 - d_accuracy: 0.5892Epoch 171: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3222 - g_loss: 0.8827 - d_accuracy: 0.5899
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3207 - g_loss: 0.8822 - d_accuracy: 0.5925Epoch 172: D Accuracy = 0.6824
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3199 - g_loss: 0.8827 - d_accuracy: 0.5958
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3270 - g_loss: 0.8794 - d_accuracy: 0.5834Epoch 173: D Accuracy = 0.5608
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3279 - g_loss: 0.8780 - d_accuracy: 0.5826
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3221 - g_loss: 0.8830 - d_accuracy: 0.5841Epoch 174: D Accuracy = 0.5473
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3225 - g_loss: 0.8825 - d_accuracy: 0.5828
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3244 - g_loss: 0.8867 - d_accuracy: 0.5829Epoch 175: D Accuracy = 0.5000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3272 - g_loss: 0.8838 - d_accuracy: 0.5799
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3248 - g_loss: 0.8801 - d_accuracy: 0.5903Epoch 176: D Accuracy = 0.6419
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3226 - g_loss: 0.8801 - d_accuracy: 0.5922
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3244 - g_loss: 0.8813 - d_accuracy: 0.5861Epoch 177: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3239 - g_loss: 0.8825 - d_accuracy: 0.5864
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3215 - g_loss: 0.8890 - d_accuracy: 0.5884Epoch 178: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3212 - g_loss: 0.8905 - d_accuracy: 0.5891
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3206 - g_loss: 0.8851 - d_accuracy: 0.5911Epoch 179: D Accuracy = 0.5743
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3208 - g_loss: 0.8848 - d_accuracy: 0.5905
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3226 - g_loss: 0.8857 - d_accuracy: 0.5871Epoch 180: D Accuracy = 0.5405
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3244 - g_loss: 0.8859 - d_accuracy: 0.5855
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3255 - g_loss: 0.8848 - d_accuracy: 0.5799Epoch 181: D Accuracy = 0.5878
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3253 - g_loss: 0.8840 - d_accuracy: 0.5802
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3255 - g_loss: 0.8830 - d_accuracy: 0.5800
Epoch 182: Generator loss improved from 0.7594 to 0.7540. Saving weights.
Epoch 182: D Accuracy = 0.4189
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3293 - g_loss: 0.8784 - d_accuracy: 0.5743
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3253 - g_loss: 0.8869 - d_accuracy: 0.5822Epoch 183: D Accuracy = 0.5541
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3257 - g_loss: 0.8846 - d_accuracy: 0.5811
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.8891 - d_accuracy: 0.5949Epoch 184: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3211 - g_loss: 0.8883 - d_accuracy: 0.5949
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.8880 - d_accuracy: 0.5917Epoch 185: D Accuracy = 0.6216
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3163 - g_loss: 0.8875 - d_accuracy: 0.5928
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3216 - g_loss: 0.8892 - d_accuracy: 0.5884Epoch 186: D Accuracy = 0.6419
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3205 - g_loss: 0.8896 - d_accuracy: 0.5904
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3159 - g_loss: 0.8905 - d_accuracy: 0.5981Epoch 187: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3157 - g_loss: 0.8898 - d_accuracy: 0.5974
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3086 - g_loss: 0.8943 - d_accuracy: 0.5999Epoch 188: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3085 - g_loss: 0.8947 - d_accuracy: 0.6002
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3267 - g_loss: 0.8836 - d_accuracy: 0.5915Epoch 189: D Accuracy = 0.6149
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3263 - g_loss: 0.8840 - d_accuracy: 0.5923
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3144 - g_loss: 0.8910 - d_accuracy: 0.5961Epoch 190: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3127 - g_loss: 0.8930 - d_accuracy: 0.5970
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3217 - g_loss: 0.8867 - d_accuracy: 0.5882Epoch 191: D Accuracy = 0.5405
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3228 - g_loss: 0.8868 - d_accuracy: 0.5865
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.8874 - d_accuracy: 0.5880Epoch 192: D Accuracy = 0.5203
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3188 - g_loss: 0.8869 - d_accuracy: 0.5856
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3238 - g_loss: 0.8829 - d_accuracy: 0.5830Epoch 193: D Accuracy = 0.5541
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3255 - g_loss: 0.8804 - d_accuracy: 0.5820
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3219 - g_loss: 0.8891 - d_accuracy: 0.5860Epoch 194: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3210 - g_loss: 0.8884 - d_accuracy: 0.5868
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3208 - g_loss: 0.8896 - d_accuracy: 0.5901Epoch 195: D Accuracy = 0.6622
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3185 - g_loss: 0.8936 - d_accuracy: 0.5926
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3085 - g_loss: 0.8978 - d_accuracy: 0.5991Epoch 196: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3087 - g_loss: 0.8961 - d_accuracy: 0.5994
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3199 - g_loss: 0.8869 - d_accuracy: 0.5923Epoch 197: D Accuracy = 0.5541
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3199 - g_loss: 0.8856 - d_accuracy: 0.5909
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3181 - g_loss: 0.8888 - d_accuracy: 0.5926Epoch 198: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3182 - g_loss: 0.8897 - d_accuracy: 0.5927
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3105 - g_loss: 0.8907 - d_accuracy: 0.5952Epoch 199: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3097 - g_loss: 0.8914 - d_accuracy: 0.5962
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3101 - g_loss: 0.8934 - d_accuracy: 0.6018
Class 7 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.6081
27/27 [==============================] - 1s 41ms/step - d_loss: 1.3092 - g_loss: 0.8965 - d_accuracy: 0.6020
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3187 - g_loss: 0.8865 - d_accuracy: 0.5922Epoch 201: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3196 - g_loss: 0.8879 - d_accuracy: 0.5923
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3095 - g_loss: 0.8962 - d_accuracy: 0.5949Epoch 202: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3085 - g_loss: 0.8974 - d_accuracy: 0.5961
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.8938 - d_accuracy: 0.5915Epoch 203: D Accuracy = 0.5608
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3175 - g_loss: 0.8952 - d_accuracy: 0.5904
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3170 - g_loss: 0.8906 - d_accuracy: 0.5916Epoch 204: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3161 - g_loss: 0.8921 - d_accuracy: 0.5917
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3177 - g_loss: 0.8883 - d_accuracy: 0.5883Epoch 205: D Accuracy = 0.5743
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3176 - g_loss: 0.8856 - d_accuracy: 0.5878
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3137 - g_loss: 0.8912 - d_accuracy: 0.5919Epoch 206: D Accuracy = 0.6216
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3136 - g_loss: 0.8910 - d_accuracy: 0.5930
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3174 - g_loss: 0.8922 - d_accuracy: 0.5940Epoch 207: D Accuracy = 0.5608
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3181 - g_loss: 0.8924 - d_accuracy: 0.5928
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3139 - g_loss: 0.8916 - d_accuracy: 0.5986Epoch 208: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3147 - g_loss: 0.8881 - d_accuracy: 0.5984
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3175 - g_loss: 0.8970 - d_accuracy: 0.5881Epoch 209: D Accuracy = 0.5743
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3172 - g_loss: 0.8978 - d_accuracy: 0.5876
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3162 - g_loss: 0.8894 - d_accuracy: 0.5961Epoch 210: D Accuracy = 0.5473
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3179 - g_loss: 0.8898 - d_accuracy: 0.5943
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3189 - g_loss: 0.8884 - d_accuracy: 0.5872Epoch 211: D Accuracy = 0.5811
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3200 - g_loss: 0.8885 - d_accuracy: 0.5870
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3174 - g_loss: 0.8924 - d_accuracy: 0.5898Epoch 212: D Accuracy = 0.5811
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3173 - g_loss: 0.8947 - d_accuracy: 0.5895
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3111 - g_loss: 0.8925 - d_accuracy: 0.5965Epoch 213: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3103 - g_loss: 0.8920 - d_accuracy: 0.5976
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3074 - g_loss: 0.8978 - d_accuracy: 0.6012Epoch 214: D Accuracy = 0.6149
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3073 - g_loss: 0.8960 - d_accuracy: 0.6017
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3113 - g_loss: 0.9002 - d_accuracy: 0.5995Epoch 215: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3099 - g_loss: 0.9016 - d_accuracy: 0.5988
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.8901 - d_accuracy: 0.5990Epoch 216: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3179 - g_loss: 0.8868 - d_accuracy: 0.6013
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3170 - g_loss: 0.8947 - d_accuracy: 0.5909Epoch 217: D Accuracy = 0.5743
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3164 - g_loss: 0.8959 - d_accuracy: 0.5903
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3097 - g_loss: 0.8965 - d_accuracy: 0.6030Epoch 218: D Accuracy = 0.5203
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3117 - g_loss: 0.8946 - d_accuracy: 0.6001
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3139 - g_loss: 0.8912 - d_accuracy: 0.5930Epoch 219: D Accuracy = 0.5878
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3145 - g_loss: 0.8914 - d_accuracy: 0.5928
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3216 - g_loss: 0.8889 - d_accuracy: 0.5916Epoch 220: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3213 - g_loss: 0.8888 - d_accuracy: 0.5917
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3097 - g_loss: 0.8965 - d_accuracy: 0.6025Epoch 221: D Accuracy = 0.5946
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3099 - g_loss: 0.8972 - d_accuracy: 0.6022
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3153 - g_loss: 0.8949 - d_accuracy: 0.5911Epoch 222: D Accuracy = 0.5405
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3183 - g_loss: 0.8916 - d_accuracy: 0.5893
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3156 - g_loss: 0.8919 - d_accuracy: 0.5901Epoch 223: D Accuracy = 0.6014
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3160 - g_loss: 0.8934 - d_accuracy: 0.5905
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3077 - g_loss: 0.8994 - d_accuracy: 0.6046Epoch 224: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3064 - g_loss: 0.8971 - d_accuracy: 0.6081
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3070 - g_loss: 0.9003 - d_accuracy: 0.6030Epoch 225: D Accuracy = 0.5743
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3081 - g_loss: 0.8971 - d_accuracy: 0.6020
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3112 - g_loss: 0.8997 - d_accuracy: 0.5948Epoch 226: D Accuracy = 0.5608
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3128 - g_loss: 0.8995 - d_accuracy: 0.5936
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3137 - g_loss: 0.8911 - d_accuracy: 0.5994Epoch 227: D Accuracy = 0.6014
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3133 - g_loss: 0.8890 - d_accuracy: 0.5995
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3074 - g_loss: 0.9019 - d_accuracy: 0.5941Epoch 228: D Accuracy = 0.4932
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3092 - g_loss: 0.9004 - d_accuracy: 0.5905
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3028 - g_loss: 0.9010 - d_accuracy: 0.6075Epoch 229: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3045 - g_loss: 0.9004 - d_accuracy: 0.6065
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3072 - g_loss: 0.9020 - d_accuracy: 0.6021Epoch 230: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3083 - g_loss: 0.9031 - d_accuracy: 0.6014
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3125 - g_loss: 0.8979 - d_accuracy: 0.6000Epoch 231: D Accuracy = 0.5135
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3161 - g_loss: 0.8991 - d_accuracy: 0.5969
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3063 - g_loss: 0.8992 - d_accuracy: 0.5942Epoch 232: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3061 - g_loss: 0.9006 - d_accuracy: 0.5954
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3153 - g_loss: 0.8936 - d_accuracy: 0.5971Epoch 233: D Accuracy = 0.6014
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3134 - g_loss: 0.8962 - d_accuracy: 0.5972
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3133 - g_loss: 0.8931 - d_accuracy: 0.5960Epoch 234: D Accuracy = 0.5338
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3146 - g_loss: 0.8947 - d_accuracy: 0.5938
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.8922 - d_accuracy: 0.5925Epoch 235: D Accuracy = 0.5473
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3161 - g_loss: 0.8914 - d_accuracy: 0.5909
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3061 - g_loss: 0.9005 - d_accuracy: 0.5972Epoch 236: D Accuracy = 0.6554
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3050 - g_loss: 0.8993 - d_accuracy: 0.5993
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3048 - g_loss: 0.9021 - d_accuracy: 0.6010Epoch 237: D Accuracy = 0.6419
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3035 - g_loss: 0.9039 - d_accuracy: 0.6025
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3034 - g_loss: 0.9052 - d_accuracy: 0.5986Epoch 238: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3031 - g_loss: 0.9067 - d_accuracy: 0.5980
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2971 - g_loss: 0.9061 - d_accuracy: 0.6168Epoch 239: D Accuracy = 0.6486
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2967 - g_loss: 0.9060 - d_accuracy: 0.6179
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3041 - g_loss: 0.9022 - d_accuracy: 0.6021Epoch 240: D Accuracy = 0.6824
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3016 - g_loss: 0.9034 - d_accuracy: 0.6050
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3087 - g_loss: 0.9008 - d_accuracy: 0.5946Epoch 241: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3073 - g_loss: 0.8994 - d_accuracy: 0.5958
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3058 - g_loss: 0.9047 - d_accuracy: 0.6023Epoch 242: D Accuracy = 0.6554
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3050 - g_loss: 0.9018 - d_accuracy: 0.6042
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3044 - g_loss: 0.9027 - d_accuracy: 0.6006Epoch 243: D Accuracy = 0.5878
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3043 - g_loss: 0.8996 - d_accuracy: 0.6002
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3118 - g_loss: 0.8965 - d_accuracy: 0.5973Epoch 244: D Accuracy = 0.6149
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3120 - g_loss: 0.8948 - d_accuracy: 0.5979
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3106 - g_loss: 0.9022 - d_accuracy: 0.5935Epoch 245: D Accuracy = 0.5473
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3129 - g_loss: 0.9007 - d_accuracy: 0.5918
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3077 - g_loss: 0.8987 - d_accuracy: 0.6038Epoch 246: D Accuracy = 0.6216
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3079 - g_loss: 0.8984 - d_accuracy: 0.6044
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3071 - g_loss: 0.8992 - d_accuracy: 0.5978Epoch 247: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3064 - g_loss: 0.9000 - d_accuracy: 0.5972
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2994 - g_loss: 0.9081 - d_accuracy: 0.6031Epoch 248: D Accuracy = 0.5338
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2995 - g_loss: 0.9109 - d_accuracy: 0.6006
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2954 - g_loss: 0.9091 - d_accuracy: 0.6184Epoch 249: D Accuracy = 0.6149
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2966 - g_loss: 0.9095 - d_accuracy: 0.6183
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3056 - g_loss: 0.9033 - d_accuracy: 0.6010Epoch 250: D Accuracy = 0.6014
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3064 - g_loss: 0.9004 - d_accuracy: 0.6010
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9065 - d_accuracy: 0.6124Epoch 251: D Accuracy = 0.5743
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2983 - g_loss: 0.9065 - d_accuracy: 0.6111
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2973 - g_loss: 0.9109 - d_accuracy: 0.6107Epoch 252: D Accuracy = 0.5878
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2965 - g_loss: 0.9136 - d_accuracy: 0.6099
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3022 - g_loss: 0.9031 - d_accuracy: 0.6008Epoch 253: D Accuracy = 0.5811
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3035 - g_loss: 0.9030 - d_accuracy: 0.6001
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3043 - g_loss: 0.9030 - d_accuracy: 0.5967Epoch 254: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3042 - g_loss: 0.9014 - d_accuracy: 0.5966
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3031 - g_loss: 0.9059 - d_accuracy: 0.6052Epoch 255: D Accuracy = 0.5878
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3034 - g_loss: 0.9081 - d_accuracy: 0.6046
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3013 - g_loss: 0.9042 - d_accuracy: 0.6059Epoch 256: D Accuracy = 0.5270
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3030 - g_loss: 0.9044 - d_accuracy: 0.6031
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3017 - g_loss: 0.9042 - d_accuracy: 0.6105Epoch 257: D Accuracy = 0.6284
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3019 - g_loss: 0.9052 - d_accuracy: 0.6112
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3034 - g_loss: 0.9110 - d_accuracy: 0.6027Epoch 258: D Accuracy = 0.6014
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3028 - g_loss: 0.9127 - d_accuracy: 0.6027
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2955 - g_loss: 0.9130 - d_accuracy: 0.6151Epoch 259: D Accuracy = 0.6689
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2945 - g_loss: 0.9119 - d_accuracy: 0.6170
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2982 - g_loss: 0.9122 - d_accuracy: 0.6071Epoch 260: D Accuracy = 0.6351
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2976 - g_loss: 0.9130 - d_accuracy: 0.6081
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2889 - g_loss: 0.9189 - d_accuracy: 0.6180Epoch 261: D Accuracy = 0.6014
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2893 - g_loss: 0.9175 - d_accuracy: 0.6175
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3017 - g_loss: 0.9114 - d_accuracy: 0.6100Epoch 262: D Accuracy = 0.7095
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2995 - g_loss: 0.9132 - d_accuracy: 0.6136
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3039 - g_loss: 0.9073 - d_accuracy: 0.6110Epoch 263: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3040 - g_loss: 0.9059 - d_accuracy: 0.6114
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2961 - g_loss: 0.9148 - d_accuracy: 0.6054Epoch 264: D Accuracy = 0.6149
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2943 - g_loss: 0.9169 - d_accuracy: 0.6057
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2961 - g_loss: 0.9142 - d_accuracy: 0.6078Epoch 265: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2960 - g_loss: 0.9154 - d_accuracy: 0.6085
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2948 - g_loss: 0.9111 - d_accuracy: 0.6123Epoch 266: D Accuracy = 0.6419
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2945 - g_loss: 0.9110 - d_accuracy: 0.6134
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9087 - d_accuracy: 0.6120Epoch 267: D Accuracy = 0.6419
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3000 - g_loss: 0.9082 - d_accuracy: 0.6131
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2850 - g_loss: 0.9196 - d_accuracy: 0.6200Epoch 268: D Accuracy = 0.5878
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2854 - g_loss: 0.9189 - d_accuracy: 0.6189
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2891 - g_loss: 0.9193 - d_accuracy: 0.6190Epoch 269: D Accuracy = 0.6149
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2885 - g_loss: 0.9199 - d_accuracy: 0.6188
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2871 - g_loss: 0.9234 - d_accuracy: 0.6149Epoch 270: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2870 - g_loss: 0.9256 - d_accuracy: 0.6142
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2929 - g_loss: 0.9152 - d_accuracy: 0.6151Epoch 271: D Accuracy = 0.5878
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2944 - g_loss: 0.9154 - d_accuracy: 0.6141
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9128 - d_accuracy: 0.6092Epoch 272: D Accuracy = 0.6351
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2975 - g_loss: 0.9116 - d_accuracy: 0.6101
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2983 - g_loss: 0.9143 - d_accuracy: 0.6053Epoch 273: D Accuracy = 0.6014
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2980 - g_loss: 0.9159 - d_accuracy: 0.6052
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2975 - g_loss: 0.9114 - d_accuracy: 0.6156Epoch 274: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2980 - g_loss: 0.9081 - d_accuracy: 0.6160
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2874 - g_loss: 0.9260 - d_accuracy: 0.6172Epoch 275: D Accuracy = 0.5541
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2880 - g_loss: 0.9248 - d_accuracy: 0.6149
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9091 - d_accuracy: 0.6111Epoch 276: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2973 - g_loss: 0.9108 - d_accuracy: 0.6110
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2895 - g_loss: 0.9196 - d_accuracy: 0.6126Epoch 277: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2909 - g_loss: 0.9175 - d_accuracy: 0.6129
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2959 - g_loss: 0.9149 - d_accuracy: 0.6128Epoch 278: D Accuracy = 0.6149
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2966 - g_loss: 0.9140 - d_accuracy: 0.6128
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2981 - g_loss: 0.9139 - d_accuracy: 0.6113Epoch 279: D Accuracy = 0.5878
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2986 - g_loss: 0.9142 - d_accuracy: 0.6105
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2936 - g_loss: 0.9179 - d_accuracy: 0.6170Epoch 280: D Accuracy = 0.5878
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2938 - g_loss: 0.9187 - d_accuracy: 0.6159
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2882 - g_loss: 0.9183 - d_accuracy: 0.6161Epoch 281: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2880 - g_loss: 0.9194 - d_accuracy: 0.6158
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2905 - g_loss: 0.9208 - d_accuracy: 0.6115Epoch 282: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2907 - g_loss: 0.9228 - d_accuracy: 0.6133
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2895 - g_loss: 0.9166 - d_accuracy: 0.6198Epoch 283: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2898 - g_loss: 0.9143 - d_accuracy: 0.6208
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2966 - g_loss: 0.9157 - d_accuracy: 0.6078Epoch 284: D Accuracy = 0.5743
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2975 - g_loss: 0.9182 - d_accuracy: 0.6066
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2807 - g_loss: 0.9206 - d_accuracy: 0.6292Epoch 285: D Accuracy = 0.6757
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2791 - g_loss: 0.9222 - d_accuracy: 0.6309
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2918 - g_loss: 0.9224 - d_accuracy: 0.6114Epoch 286: D Accuracy = 0.6419
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2914 - g_loss: 0.9223 - d_accuracy: 0.6125
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2867 - g_loss: 0.9265 - d_accuracy: 0.6103Epoch 287: D Accuracy = 0.5878
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2870 - g_loss: 0.9282 - d_accuracy: 0.6095
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2843 - g_loss: 0.9194 - d_accuracy: 0.6213Epoch 288: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2859 - g_loss: 0.9167 - d_accuracy: 0.6213
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2873 - g_loss: 0.9244 - d_accuracy: 0.6150Epoch 289: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2864 - g_loss: 0.9256 - d_accuracy: 0.6162
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2792 - g_loss: 0.9230 - d_accuracy: 0.6251Epoch 290: D Accuracy = 0.7162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2769 - g_loss: 0.9235 - d_accuracy: 0.6283
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2906 - g_loss: 0.9188 - d_accuracy: 0.6177Epoch 291: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2904 - g_loss: 0.9201 - d_accuracy: 0.6174
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2933 - g_loss: 0.9155 - d_accuracy: 0.6176Epoch 292: D Accuracy = 0.6081
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2926 - g_loss: 0.9169 - d_accuracy: 0.6172
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2859 - g_loss: 0.9211 - d_accuracy: 0.6151Epoch 293: D Accuracy = 0.6351
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2838 - g_loss: 0.9228 - d_accuracy: 0.6158
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9279 - d_accuracy: 0.6199Epoch 294: D Accuracy = 0.5541
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2828 - g_loss: 0.9283 - d_accuracy: 0.6176
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2877 - g_loss: 0.9215 - d_accuracy: 0.6185Epoch 295: D Accuracy = 0.6554
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2869 - g_loss: 0.9220 - d_accuracy: 0.6198
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2868 - g_loss: 0.9281 - d_accuracy: 0.6199Epoch 296: D Accuracy = 0.6757
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2853 - g_loss: 0.9288 - d_accuracy: 0.6219
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2848 - g_loss: 0.9256 - d_accuracy: 0.6171Epoch 297: D Accuracy = 0.5405
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2857 - g_loss: 0.9247 - d_accuracy: 0.6144
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2986 - g_loss: 0.9164 - d_accuracy: 0.6067Epoch 298: D Accuracy = 0.5338
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2998 - g_loss: 0.9159 - d_accuracy: 0.6041
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2943 - g_loss: 0.9170 - d_accuracy: 0.6187Epoch 299: D Accuracy = 0.6081
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2949 - g_loss: 0.9148 - d_accuracy: 0.6184
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2963 - g_loss: 0.9184 - d_accuracy: 0.6063
Class 7 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.6081
27/27 [==============================] - 1s 43ms/step - d_loss: 1.2966 - g_loss: 0.9198 - d_accuracy: 0.6064
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2822 - g_loss: 0.9248 - d_accuracy: 0.6235Epoch 301: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2829 - g_loss: 0.9244 - d_accuracy: 0.6237
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2800 - g_loss: 0.9320 - d_accuracy: 0.6198Epoch 302: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2804 - g_loss: 0.9310 - d_accuracy: 0.6189
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2862 - g_loss: 0.9264 - d_accuracy: 0.6162Epoch 303: D Accuracy = 0.6419
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2865 - g_loss: 0.9260 - d_accuracy: 0.6171
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2812 - g_loss: 0.9260 - d_accuracy: 0.6237Epoch 304: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2800 - g_loss: 0.9284 - d_accuracy: 0.6246
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2869 - g_loss: 0.9220 - d_accuracy: 0.6144Epoch 305: D Accuracy = 0.6284
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2858 - g_loss: 0.9215 - d_accuracy: 0.6149
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2836 - g_loss: 0.9278 - d_accuracy: 0.6199Epoch 306: D Accuracy = 0.6149
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2844 - g_loss: 0.9244 - d_accuracy: 0.6197
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2893 - g_loss: 0.9221 - d_accuracy: 0.6167Epoch 307: D Accuracy = 0.6757
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2878 - g_loss: 0.9231 - d_accuracy: 0.6189
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2835 - g_loss: 0.9237 - d_accuracy: 0.6215Epoch 308: D Accuracy = 0.5473
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2850 - g_loss: 0.9219 - d_accuracy: 0.6189
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2821 - g_loss: 0.9324 - d_accuracy: 0.6234Epoch 309: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2817 - g_loss: 0.9348 - d_accuracy: 0.6234
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9280 - d_accuracy: 0.6225Epoch 310: D Accuracy = 0.5878
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2810 - g_loss: 0.9256 - d_accuracy: 0.6212
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2846 - g_loss: 0.9253 - d_accuracy: 0.6244Epoch 311: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2842 - g_loss: 0.9224 - d_accuracy: 0.6253
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2785 - g_loss: 0.9289 - d_accuracy: 0.6252Epoch 312: D Accuracy = 0.6419
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2787 - g_loss: 0.9254 - d_accuracy: 0.6258
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2805 - g_loss: 0.9385 - d_accuracy: 0.6193Epoch 313: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2811 - g_loss: 0.9362 - d_accuracy: 0.6189
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2755 - g_loss: 0.9376 - d_accuracy: 0.6276Epoch 314: D Accuracy = 0.6216
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2759 - g_loss: 0.9387 - d_accuracy: 0.6274
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2719 - g_loss: 0.9380 - d_accuracy: 0.6314Epoch 315: D Accuracy = 0.6419
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2706 - g_loss: 0.9387 - d_accuracy: 0.6318
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2821 - g_loss: 0.9321 - d_accuracy: 0.6163Epoch 316: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2814 - g_loss: 0.9329 - d_accuracy: 0.6175
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2746 - g_loss: 0.9346 - d_accuracy: 0.6277Epoch 317: D Accuracy = 0.5608
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2766 - g_loss: 0.9341 - d_accuracy: 0.6253
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2720 - g_loss: 0.9335 - d_accuracy: 0.6344Epoch 318: D Accuracy = 0.6689
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2716 - g_loss: 0.9332 - d_accuracy: 0.6357
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2686 - g_loss: 0.9355 - d_accuracy: 0.6342Epoch 319: D Accuracy = 0.6351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2680 - g_loss: 0.9334 - d_accuracy: 0.6342
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2675 - g_loss: 0.9474 - d_accuracy: 0.6353Epoch 320: D Accuracy = 0.6486
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2673 - g_loss: 0.9488 - d_accuracy: 0.6358
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2756 - g_loss: 0.9368 - d_accuracy: 0.6290Epoch 321: D Accuracy = 0.6284
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2740 - g_loss: 0.9383 - d_accuracy: 0.6290
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2731 - g_loss: 0.9424 - d_accuracy: 0.6316Epoch 322: D Accuracy = 0.6351
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2726 - g_loss: 0.9434 - d_accuracy: 0.6317
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2778 - g_loss: 0.9332 - d_accuracy: 0.6318Epoch 323: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2778 - g_loss: 0.9350 - d_accuracy: 0.6309
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2754 - g_loss: 0.9324 - d_accuracy: 0.6224Epoch 324: D Accuracy = 0.6014
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2751 - g_loss: 0.9321 - d_accuracy: 0.6216
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2729 - g_loss: 0.9401 - d_accuracy: 0.6282Epoch 325: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2729 - g_loss: 0.9388 - d_accuracy: 0.6289
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2804 - g_loss: 0.9331 - d_accuracy: 0.6191Epoch 326: D Accuracy = 0.5878
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2801 - g_loss: 0.9340 - d_accuracy: 0.6180
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2689 - g_loss: 0.9418 - d_accuracy: 0.6331Epoch 327: D Accuracy = 0.6486
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2690 - g_loss: 0.9416 - d_accuracy: 0.6337
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2743 - g_loss: 0.9380 - d_accuracy: 0.6268Epoch 328: D Accuracy = 0.6689
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2734 - g_loss: 0.9392 - d_accuracy: 0.6283
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2761 - g_loss: 0.9372 - d_accuracy: 0.6325Epoch 329: D Accuracy = 0.6554
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2766 - g_loss: 0.9383 - d_accuracy: 0.6333
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2721 - g_loss: 0.9412 - d_accuracy: 0.6230Epoch 330: D Accuracy = 0.5878
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2736 - g_loss: 0.9420 - d_accuracy: 0.6218
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2729 - g_loss: 0.9378 - d_accuracy: 0.6318Epoch 331: D Accuracy = 0.6554
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2731 - g_loss: 0.9365 - d_accuracy: 0.6326
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2708 - g_loss: 0.9413 - d_accuracy: 0.6252Epoch 332: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2708 - g_loss: 0.9422 - d_accuracy: 0.6250
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2797 - g_loss: 0.9335 - d_accuracy: 0.6286Epoch 333: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2798 - g_loss: 0.9359 - d_accuracy: 0.6286
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2700 - g_loss: 0.9408 - d_accuracy: 0.6313Epoch 334: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2717 - g_loss: 0.9375 - d_accuracy: 0.6299
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2670 - g_loss: 0.9440 - d_accuracy: 0.6361Epoch 335: D Accuracy = 0.6014
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2678 - g_loss: 0.9434 - d_accuracy: 0.6349
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9396 - d_accuracy: 0.6255Epoch 336: D Accuracy = 0.5203
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2812 - g_loss: 0.9381 - d_accuracy: 0.6217
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2662 - g_loss: 0.9436 - d_accuracy: 0.6335Epoch 337: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2654 - g_loss: 0.9441 - d_accuracy: 0.6333
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2740 - g_loss: 0.9391 - d_accuracy: 0.6307Epoch 338: D Accuracy = 0.6351
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2755 - g_loss: 0.9369 - d_accuracy: 0.6309
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2736 - g_loss: 0.9404 - d_accuracy: 0.6287Epoch 339: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2725 - g_loss: 0.9401 - d_accuracy: 0.6299
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2611 - g_loss: 0.9469 - d_accuracy: 0.6411Epoch 340: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2595 - g_loss: 0.9448 - d_accuracy: 0.6447
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2686 - g_loss: 0.9463 - d_accuracy: 0.6332Epoch 341: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2693 - g_loss: 0.9431 - d_accuracy: 0.6348
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2747 - g_loss: 0.9439 - d_accuracy: 0.6303Epoch 342: D Accuracy = 0.6351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2742 - g_loss: 0.9478 - d_accuracy: 0.6305
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2673 - g_loss: 0.9461 - d_accuracy: 0.6338Epoch 343: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2661 - g_loss: 0.9482 - d_accuracy: 0.6334
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2719 - g_loss: 0.9469 - d_accuracy: 0.6380Epoch 344: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2733 - g_loss: 0.9472 - d_accuracy: 0.6375
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 0.9519 - d_accuracy: 0.6359Epoch 345: D Accuracy = 0.6419
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2643 - g_loss: 0.9549 - d_accuracy: 0.6361
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2724 - g_loss: 0.9396 - d_accuracy: 0.6355Epoch 346: D Accuracy = 0.6892
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2714 - g_loss: 0.9381 - d_accuracy: 0.6374
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2714 - g_loss: 0.9461 - d_accuracy: 0.6313Epoch 347: D Accuracy = 0.7162
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2693 - g_loss: 0.9480 - d_accuracy: 0.6343
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 0.9498 - d_accuracy: 0.6317Epoch 348: D Accuracy = 0.5405
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2713 - g_loss: 0.9527 - d_accuracy: 0.6285
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2689 - g_loss: 0.9444 - d_accuracy: 0.6353Epoch 349: D Accuracy = 0.6959
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2681 - g_loss: 0.9435 - d_accuracy: 0.6375
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2640 - g_loss: 0.9501 - d_accuracy: 0.6386Epoch 350: D Accuracy = 0.6959
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2623 - g_loss: 0.9517 - d_accuracy: 0.6407
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2706 - g_loss: 0.9446 - d_accuracy: 0.6326Epoch 351: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2694 - g_loss: 0.9465 - d_accuracy: 0.6337
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2605 - g_loss: 0.9506 - d_accuracy: 0.6468Epoch 352: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2586 - g_loss: 0.9527 - d_accuracy: 0.6483
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2662 - g_loss: 0.9469 - d_accuracy: 0.6292Epoch 353: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2661 - g_loss: 0.9445 - d_accuracy: 0.6291
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2622 - g_loss: 0.9527 - d_accuracy: 0.6390Epoch 354: D Accuracy = 0.7095
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2600 - g_loss: 0.9563 - d_accuracy: 0.6415
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2574 - g_loss: 0.9522 - d_accuracy: 0.6412Epoch 355: D Accuracy = 0.6554
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2571 - g_loss: 0.9523 - d_accuracy: 0.6417
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2646 - g_loss: 0.9519 - d_accuracy: 0.6354Epoch 356: D Accuracy = 0.6554
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2638 - g_loss: 0.9527 - d_accuracy: 0.6361
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9549 - d_accuracy: 0.6353Epoch 357: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2638 - g_loss: 0.9553 - d_accuracy: 0.6367
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2641 - g_loss: 0.9512 - d_accuracy: 0.6396Epoch 358: D Accuracy = 0.6554
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2639 - g_loss: 0.9512 - d_accuracy: 0.6401
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2580 - g_loss: 0.9571 - d_accuracy: 0.6422Epoch 359: D Accuracy = 0.6959
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2558 - g_loss: 0.9573 - d_accuracy: 0.6442
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2595 - g_loss: 0.9540 - d_accuracy: 0.6418Epoch 360: D Accuracy = 0.6419
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2590 - g_loss: 0.9537 - d_accuracy: 0.6418
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2628 - g_loss: 0.9563 - d_accuracy: 0.6282Epoch 361: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2612 - g_loss: 0.9567 - d_accuracy: 0.6289
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2671 - g_loss: 0.9481 - d_accuracy: 0.6333Epoch 362: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2660 - g_loss: 0.9463 - d_accuracy: 0.6344
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2586 - g_loss: 0.9582 - d_accuracy: 0.6417Epoch 363: D Accuracy = 0.6149
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2585 - g_loss: 0.9601 - d_accuracy: 0.6407
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2623 - g_loss: 0.9540 - d_accuracy: 0.6338Epoch 364: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2635 - g_loss: 0.9565 - d_accuracy: 0.6319
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2577 - g_loss: 0.9543 - d_accuracy: 0.6429Epoch 365: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2570 - g_loss: 0.9541 - d_accuracy: 0.6436
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 0.9503 - d_accuracy: 0.6417Epoch 366: D Accuracy = 0.6824
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2593 - g_loss: 0.9505 - d_accuracy: 0.6432
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2700 - g_loss: 0.9509 - d_accuracy: 0.6335Epoch 367: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2681 - g_loss: 0.9517 - d_accuracy: 0.6345
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2561 - g_loss: 0.9644 - d_accuracy: 0.6443Epoch 368: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2565 - g_loss: 0.9666 - d_accuracy: 0.6425
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2632 - g_loss: 0.9537 - d_accuracy: 0.6387Epoch 369: D Accuracy = 0.6351
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2641 - g_loss: 0.9529 - d_accuracy: 0.6386
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2572 - g_loss: 0.9628 - d_accuracy: 0.6384Epoch 370: D Accuracy = 0.6419
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2562 - g_loss: 0.9639 - d_accuracy: 0.6385
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2621 - g_loss: 0.9573 - d_accuracy: 0.6365Epoch 371: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2595 - g_loss: 0.9612 - d_accuracy: 0.6384
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2433 - g_loss: 0.9717 - d_accuracy: 0.6480Epoch 372: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2440 - g_loss: 0.9732 - d_accuracy: 0.6461
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2606 - g_loss: 0.9543 - d_accuracy: 0.6369Epoch 373: D Accuracy = 0.6419
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2596 - g_loss: 0.9569 - d_accuracy: 0.6371
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2519 - g_loss: 0.9624 - d_accuracy: 0.6505Epoch 374: D Accuracy = 0.6216
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2522 - g_loss: 0.9621 - d_accuracy: 0.6495
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2509 - g_loss: 0.9617 - d_accuracy: 0.6498Epoch 375: D Accuracy = 0.7162
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2493 - g_loss: 0.9612 - d_accuracy: 0.6522
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2583 - g_loss: 0.9617 - d_accuracy: 0.6363Epoch 376: D Accuracy = 0.5676
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2607 - g_loss: 0.9595 - d_accuracy: 0.6339
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2503 - g_loss: 0.9667 - d_accuracy: 0.6475Epoch 377: D Accuracy = 0.6554
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2492 - g_loss: 0.9672 - d_accuracy: 0.6478
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2566 - g_loss: 0.9642 - d_accuracy: 0.6400Epoch 378: D Accuracy = 0.6554
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2565 - g_loss: 0.9646 - d_accuracy: 0.6406
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2447 - g_loss: 0.9708 - d_accuracy: 0.6508Epoch 379: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2435 - g_loss: 0.9721 - d_accuracy: 0.6507
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2471 - g_loss: 0.9698 - d_accuracy: 0.6485Epoch 380: D Accuracy = 0.6351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2464 - g_loss: 0.9689 - d_accuracy: 0.6480
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2508 - g_loss: 0.9714 - d_accuracy: 0.6417Epoch 381: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2516 - g_loss: 0.9718 - d_accuracy: 0.6405
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2568 - g_loss: 0.9580 - d_accuracy: 0.6430Epoch 382: D Accuracy = 0.6959
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2563 - g_loss: 0.9550 - d_accuracy: 0.6449
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2431 - g_loss: 0.9759 - d_accuracy: 0.6545Epoch 383: D Accuracy = 0.6351
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2433 - g_loss: 0.9758 - d_accuracy: 0.6538
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2531 - g_loss: 0.9672 - d_accuracy: 0.6453Epoch 384: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2543 - g_loss: 0.9725 - d_accuracy: 0.6435
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2502 - g_loss: 0.9658 - d_accuracy: 0.6454Epoch 385: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2522 - g_loss: 0.9651 - d_accuracy: 0.6431
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2587 - g_loss: 0.9633 - d_accuracy: 0.6379Epoch 386: D Accuracy = 0.5270
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2614 - g_loss: 0.9640 - d_accuracy: 0.6339
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2490 - g_loss: 0.9718 - d_accuracy: 0.6546Epoch 387: D Accuracy = 0.6554
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2487 - g_loss: 0.9726 - d_accuracy: 0.6547
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2502 - g_loss: 0.9662 - d_accuracy: 0.6495Epoch 388: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2498 - g_loss: 0.9657 - d_accuracy: 0.6494
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2467 - g_loss: 0.9703 - d_accuracy: 0.6504Epoch 389: D Accuracy = 0.7162
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2445 - g_loss: 0.9711 - d_accuracy: 0.6527
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2531 - g_loss: 0.9703 - d_accuracy: 0.6487Epoch 390: D Accuracy = 0.6824
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2532 - g_loss: 0.9688 - d_accuracy: 0.6499
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2380 - g_loss: 0.9815 - d_accuracy: 0.6585Epoch 391: D Accuracy = 0.6351
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2401 - g_loss: 0.9772 - d_accuracy: 0.6577
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2420 - g_loss: 0.9775 - d_accuracy: 0.6574Epoch 392: D Accuracy = 0.7568
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2375 - g_loss: 0.9814 - d_accuracy: 0.6609
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2370 - g_loss: 0.9818 - d_accuracy: 0.6554Epoch 393: D Accuracy = 0.6014
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2387 - g_loss: 0.9788 - d_accuracy: 0.6534
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2442 - g_loss: 0.9771 - d_accuracy: 0.6535Epoch 394: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2444 - g_loss: 0.9763 - d_accuracy: 0.6543
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2504 - g_loss: 0.9738 - d_accuracy: 0.6416Epoch 395: D Accuracy = 0.5878
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2516 - g_loss: 0.9719 - d_accuracy: 0.6396
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2469 - g_loss: 0.9801 - d_accuracy: 0.6453Epoch 396: D Accuracy = 0.6419
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2468 - g_loss: 0.9811 - d_accuracy: 0.6452
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2416 - g_loss: 0.9741 - d_accuracy: 0.6559Epoch 397: D Accuracy = 0.7027
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2400 - g_loss: 0.9773 - d_accuracy: 0.6576
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2471 - g_loss: 0.9731 - d_accuracy: 0.6536Epoch 398: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2485 - g_loss: 0.9713 - d_accuracy: 0.6520
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2396 - g_loss: 0.9811 - d_accuracy: 0.6544Epoch 399: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2388 - g_loss: 0.9837 - d_accuracy: 0.6561
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2400 - g_loss: 0.9790 - d_accuracy: 0.6501
Class 7 — Epoch 400 preview:
No description has been provided for this image
Epoch 400: D Accuracy = 0.6689
27/27 [==============================] - 1s 41ms/step - d_loss: 1.2384 - g_loss: 0.9791 - d_accuracy: 0.6507
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2433 - g_loss: 0.9776 - d_accuracy: 0.6552Epoch 401: D Accuracy = 0.6824
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2421 - g_loss: 0.9758 - d_accuracy: 0.6562
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2489 - g_loss: 0.9717 - d_accuracy: 0.6509Epoch 402: D Accuracy = 0.6554
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2475 - g_loss: 0.9749 - d_accuracy: 0.6510
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 0.9756 - d_accuracy: 0.6518Epoch 403: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2413 - g_loss: 0.9747 - d_accuracy: 0.6532
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2344 - g_loss: 0.9858 - d_accuracy: 0.6534Epoch 404: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2345 - g_loss: 0.9818 - d_accuracy: 0.6541
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2405 - g_loss: 0.9764 - d_accuracy: 0.6561Epoch 405: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2413 - g_loss: 0.9773 - d_accuracy: 0.6551
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2442 - g_loss: 0.9793 - d_accuracy: 0.6467Epoch 406: D Accuracy = 0.6419
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2445 - g_loss: 0.9788 - d_accuracy: 0.6466
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2408 - g_loss: 0.9796 - d_accuracy: 0.6488Epoch 407: D Accuracy = 0.6554
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2398 - g_loss: 0.9844 - d_accuracy: 0.6491
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2391 - g_loss: 0.9807 - d_accuracy: 0.6551Epoch 408: D Accuracy = 0.6757
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2389 - g_loss: 0.9823 - d_accuracy: 0.6558
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2426 - g_loss: 0.9807 - d_accuracy: 0.6467Epoch 409: D Accuracy = 0.6554
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2416 - g_loss: 0.9814 - d_accuracy: 0.6470
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2339 - g_loss: 0.9850 - d_accuracy: 0.6563Epoch 410: D Accuracy = 0.6149
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2349 - g_loss: 0.9860 - d_accuracy: 0.6548
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2409 - g_loss: 0.9787 - d_accuracy: 0.6472Epoch 411: D Accuracy = 0.6959
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2393 - g_loss: 0.9786 - d_accuracy: 0.6489
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2336 - g_loss: 0.9934 - d_accuracy: 0.6581Epoch 412: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2328 - g_loss: 0.9940 - d_accuracy: 0.6578
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2371 - g_loss: 0.9834 - d_accuracy: 0.6588Epoch 413: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2343 - g_loss: 0.9876 - d_accuracy: 0.6604
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2358 - g_loss: 0.9869 - d_accuracy: 0.6610Epoch 414: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2349 - g_loss: 0.9872 - d_accuracy: 0.6615
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2388 - g_loss: 0.9874 - d_accuracy: 0.6554Epoch 415: D Accuracy = 0.6149
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2388 - g_loss: 0.9892 - d_accuracy: 0.6540
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2329 - g_loss: 0.9893 - d_accuracy: 0.6583Epoch 416: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2341 - g_loss: 0.9882 - d_accuracy: 0.6572
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2241 - g_loss: 0.9984 - d_accuracy: 0.6717Epoch 417: D Accuracy = 0.7095
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2224 - g_loss: 0.9990 - d_accuracy: 0.6730
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2266 - g_loss: 0.9913 - d_accuracy: 0.6629Epoch 418: D Accuracy = 0.6959
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2272 - g_loss: 0.9880 - d_accuracy: 0.6641
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2374 - g_loss: 0.9912 - d_accuracy: 0.6530Epoch 419: D Accuracy = 0.5878
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2381 - g_loss: 0.9944 - d_accuracy: 0.6507
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2230 - g_loss: 0.9983 - d_accuracy: 0.6690Epoch 420: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2229 - g_loss: 0.9954 - d_accuracy: 0.6702
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2372 - g_loss: 0.9883 - d_accuracy: 0.6556Epoch 421: D Accuracy = 0.6554
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2373 - g_loss: 0.9910 - d_accuracy: 0.6556
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2314 - g_loss: 0.9972 - d_accuracy: 0.6611Epoch 422: D Accuracy = 0.6824
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2307 - g_loss: 0.9990 - d_accuracy: 0.6619
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2318 - g_loss: 0.9931 - d_accuracy: 0.6512Epoch 423: D Accuracy = 0.6959
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2296 - g_loss: 0.9976 - d_accuracy: 0.6528
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2283 - g_loss: 0.9925 - d_accuracy: 0.6692Epoch 424: D Accuracy = 0.7432
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2273 - g_loss: 0.9923 - d_accuracy: 0.6718
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2262 - g_loss: 1.0028 - d_accuracy: 0.6645Epoch 425: D Accuracy = 0.6689
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2253 - g_loss: 1.0034 - d_accuracy: 0.6647
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2267 - g_loss: 0.9970 - d_accuracy: 0.6660Epoch 426: D Accuracy = 0.7703
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2232 - g_loss: 0.9957 - d_accuracy: 0.6697
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2292 - g_loss: 1.0041 - d_accuracy: 0.6603Epoch 427: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2305 - g_loss: 1.0082 - d_accuracy: 0.6574
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2327 - g_loss: 0.9927 - d_accuracy: 0.6629Epoch 428: D Accuracy = 0.6554
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2339 - g_loss: 0.9901 - d_accuracy: 0.6626
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2305 - g_loss: 0.9909 - d_accuracy: 0.6621Epoch 429: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2301 - g_loss: 0.9893 - d_accuracy: 0.6631
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2125 - g_loss: 1.0135 - d_accuracy: 0.6786Epoch 430: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2144 - g_loss: 1.0147 - d_accuracy: 0.6756
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2266 - g_loss: 0.9997 - d_accuracy: 0.6602Epoch 431: D Accuracy = 0.7162
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2256 - g_loss: 0.9993 - d_accuracy: 0.6622
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2274 - g_loss: 0.9931 - d_accuracy: 0.6646
Epoch 432: Generator loss improved from 0.7540 to 0.7461. Saving weights.
Epoch 432: D Accuracy = 0.6757
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2289 - g_loss: 0.9843 - d_accuracy: 0.6650
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2244 - g_loss: 1.0079 - d_accuracy: 0.6687Epoch 433: D Accuracy = 0.6959
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2230 - g_loss: 1.0099 - d_accuracy: 0.6697
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2314 - g_loss: 0.9982 - d_accuracy: 0.6589Epoch 434: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2320 - g_loss: 0.9975 - d_accuracy: 0.6585
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2346 - g_loss: 0.9951 - d_accuracy: 0.6582Epoch 435: D Accuracy = 0.6554
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2346 - g_loss: 0.9969 - d_accuracy: 0.6581
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2307 - g_loss: 0.9939 - d_accuracy: 0.6648Epoch 436: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2313 - g_loss: 0.9924 - d_accuracy: 0.6633
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2284 - g_loss: 0.9971 - d_accuracy: 0.6603Epoch 437: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2305 - g_loss: 0.9923 - d_accuracy: 0.6589
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2305 - g_loss: 1.0013 - d_accuracy: 0.6577Epoch 438: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2322 - g_loss: 0.9993 - d_accuracy: 0.6566
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2207 - g_loss: 1.0127 - d_accuracy: 0.6671Epoch 439: D Accuracy = 0.6419
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2216 - g_loss: 1.0145 - d_accuracy: 0.6662
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2113 - g_loss: 1.0102 - d_accuracy: 0.6772Epoch 440: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2109 - g_loss: 1.0124 - d_accuracy: 0.6766
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2163 - g_loss: 1.0075 - d_accuracy: 0.6719Epoch 441: D Accuracy = 0.6959
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2170 - g_loss: 1.0046 - d_accuracy: 0.6728
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2134 - g_loss: 1.0179 - d_accuracy: 0.6715Epoch 442: D Accuracy = 0.6419
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2139 - g_loss: 1.0200 - d_accuracy: 0.6704
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2300 - g_loss: 0.9983 - d_accuracy: 0.6597Epoch 443: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2301 - g_loss: 0.9955 - d_accuracy: 0.6597
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2196 - g_loss: 1.0092 - d_accuracy: 0.6642Epoch 444: D Accuracy = 0.6284
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2195 - g_loss: 1.0116 - d_accuracy: 0.6629
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2215 - g_loss: 1.0102 - d_accuracy: 0.6666Epoch 445: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2237 - g_loss: 1.0116 - d_accuracy: 0.6645
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2179 - g_loss: 1.0037 - d_accuracy: 0.6726Epoch 446: D Accuracy = 0.6554
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2172 - g_loss: 1.0073 - d_accuracy: 0.6720
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2266 - g_loss: 1.0086 - d_accuracy: 0.6623Epoch 447: D Accuracy = 0.6216
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2261 - g_loss: 1.0145 - d_accuracy: 0.6609
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2210 - g_loss: 1.0099 - d_accuracy: 0.6697Epoch 448: D Accuracy = 0.6689
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2205 - g_loss: 1.0108 - d_accuracy: 0.6697
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2227 - g_loss: 1.0062 - d_accuracy: 0.6628Epoch 449: D Accuracy = 0.5608
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2271 - g_loss: 1.0040 - d_accuracy: 0.6592
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2223 - g_loss: 1.0055 - d_accuracy: 0.6654Epoch 450: D Accuracy = 0.6689
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2221 - g_loss: 1.0038 - d_accuracy: 0.6655
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2055 - g_loss: 1.0197 - d_accuracy: 0.6798Epoch 451: D Accuracy = 0.7297
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2036 - g_loss: 1.0203 - d_accuracy: 0.6816
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2177 - g_loss: 1.0120 - d_accuracy: 0.6743Epoch 452: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2174 - g_loss: 1.0115 - d_accuracy: 0.6753
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2052 - g_loss: 1.0234 - d_accuracy: 0.6770Epoch 453: D Accuracy = 0.6689
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2063 - g_loss: 1.0198 - d_accuracy: 0.6767
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2082 - g_loss: 1.0193 - d_accuracy: 0.6813Epoch 454: D Accuracy = 0.8041
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2061 - g_loss: 1.0175 - d_accuracy: 0.6856
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2216 - g_loss: 1.0116 - d_accuracy: 0.6677Epoch 455: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2238 - g_loss: 1.0093 - d_accuracy: 0.6661
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2182 - g_loss: 1.0196 - d_accuracy: 0.6705Epoch 456: D Accuracy = 0.7297
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2156 - g_loss: 1.0230 - d_accuracy: 0.6727
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2215 - g_loss: 1.0140 - d_accuracy: 0.6683Epoch 457: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2220 - g_loss: 1.0089 - d_accuracy: 0.6681
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2069 - g_loss: 1.0256 - d_accuracy: 0.6777Epoch 458: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2091 - g_loss: 1.0237 - d_accuracy: 0.6772
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2188 - g_loss: 1.0129 - d_accuracy: 0.6763Epoch 459: D Accuracy = 0.6284
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2199 - g_loss: 1.0150 - d_accuracy: 0.6746
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2111 - g_loss: 1.0187 - d_accuracy: 0.6755Epoch 460: D Accuracy = 0.6959
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2095 - g_loss: 1.0186 - d_accuracy: 0.6762
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2153 - g_loss: 1.0168 - d_accuracy: 0.6741Epoch 461: D Accuracy = 0.7230
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2132 - g_loss: 1.0158 - d_accuracy: 0.6758
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2135 - g_loss: 1.0168 - d_accuracy: 0.6781Epoch 462: D Accuracy = 0.7162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2115 - g_loss: 1.0155 - d_accuracy: 0.6795
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2001 - g_loss: 1.0290 - d_accuracy: 0.6837Epoch 463: D Accuracy = 0.7297
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1981 - g_loss: 1.0275 - d_accuracy: 0.6854
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2114 - g_loss: 1.0161 - d_accuracy: 0.6745Epoch 464: D Accuracy = 0.7162
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2102 - g_loss: 1.0188 - d_accuracy: 0.6760
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2056 - g_loss: 1.0236 - d_accuracy: 0.6816Epoch 465: D Accuracy = 0.6689
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2055 - g_loss: 1.0234 - d_accuracy: 0.6812
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2021 - g_loss: 1.0280 - d_accuracy: 0.6791Epoch 466: D Accuracy = 0.7095
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2016 - g_loss: 1.0244 - d_accuracy: 0.6801
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2092 - g_loss: 1.0286 - d_accuracy: 0.6788Epoch 467: D Accuracy = 0.6284
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2121 - g_loss: 1.0239 - d_accuracy: 0.6770
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2080 - g_loss: 1.0219 - d_accuracy: 0.6824Epoch 468: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2095 - g_loss: 1.0203 - d_accuracy: 0.6816
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2091 - g_loss: 1.0259 - d_accuracy: 0.6756Epoch 469: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2085 - g_loss: 1.0259 - d_accuracy: 0.6747
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2107 - g_loss: 1.0225 - d_accuracy: 0.6735Epoch 470: D Accuracy = 0.6959
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2096 - g_loss: 1.0252 - d_accuracy: 0.6743
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2011 - g_loss: 1.0280 - d_accuracy: 0.6862Epoch 471: D Accuracy = 0.6959
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2006 - g_loss: 1.0271 - d_accuracy: 0.6866
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2002 - g_loss: 1.0331 - d_accuracy: 0.6775Epoch 472: D Accuracy = 0.6824
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2014 - g_loss: 1.0319 - d_accuracy: 0.6777
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1935 - g_loss: 1.0409 - d_accuracy: 0.6860Epoch 473: D Accuracy = 0.7095
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1922 - g_loss: 1.0445 - d_accuracy: 0.6868
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2156 - g_loss: 1.0147 - d_accuracy: 0.6667Epoch 474: D Accuracy = 0.6689
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2156 - g_loss: 1.0103 - d_accuracy: 0.6668
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2054 - g_loss: 1.0347 - d_accuracy: 0.6736Epoch 475: D Accuracy = 0.6014
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2068 - g_loss: 1.0365 - d_accuracy: 0.6710
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2090 - g_loss: 1.0338 - d_accuracy: 0.6748Epoch 476: D Accuracy = 0.6486
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2118 - g_loss: 1.0316 - d_accuracy: 0.6738
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1933 - g_loss: 1.0366 - d_accuracy: 0.6860Epoch 477: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1926 - g_loss: 1.0361 - d_accuracy: 0.6866
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1990 - g_loss: 1.0408 - d_accuracy: 0.6851Epoch 478: D Accuracy = 0.6419
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1982 - g_loss: 1.0443 - d_accuracy: 0.6835
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2040 - g_loss: 1.0244 - d_accuracy: 0.6753Epoch 479: D Accuracy = 0.7365
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2048 - g_loss: 1.0194 - d_accuracy: 0.6775
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2103 - g_loss: 1.0257 - d_accuracy: 0.6782Epoch 480: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2095 - g_loss: 1.0246 - d_accuracy: 0.6786
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1992 - g_loss: 1.0401 - d_accuracy: 0.6774Epoch 481: D Accuracy = 0.6689
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2002 - g_loss: 1.0344 - d_accuracy: 0.6771
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1985 - g_loss: 1.0458 - d_accuracy: 0.6798Epoch 482: D Accuracy = 0.6486
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2005 - g_loss: 1.0417 - d_accuracy: 0.6787
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1923 - g_loss: 1.0527 - d_accuracy: 0.6806Epoch 483: D Accuracy = 0.6959
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1908 - g_loss: 1.0592 - d_accuracy: 0.6811
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1961 - g_loss: 1.0428 - d_accuracy: 0.6835Epoch 484: D Accuracy = 0.7162
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1949 - g_loss: 1.0451 - d_accuracy: 0.6847
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1889 - g_loss: 1.0535 - d_accuracy: 0.6825Epoch 485: D Accuracy = 0.6149
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1897 - g_loss: 1.0611 - d_accuracy: 0.6801
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1906 - g_loss: 1.0439 - d_accuracy: 0.6871Epoch 486: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1918 - g_loss: 1.0428 - d_accuracy: 0.6857
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1940 - g_loss: 1.0445 - d_accuracy: 0.6903Epoch 487: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1940 - g_loss: 1.0446 - d_accuracy: 0.6903
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2012 - g_loss: 1.0418 - d_accuracy: 0.6786Epoch 488: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2010 - g_loss: 1.0437 - d_accuracy: 0.6790
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2040 - g_loss: 1.0377 - d_accuracy: 0.6813Epoch 489: D Accuracy = 0.7770
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2000 - g_loss: 1.0409 - d_accuracy: 0.6847
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1906 - g_loss: 1.0510 - d_accuracy: 0.6877Epoch 490: D Accuracy = 0.6892
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1921 - g_loss: 1.0481 - d_accuracy: 0.6878
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1860 - g_loss: 1.0509 - d_accuracy: 0.6953Epoch 491: D Accuracy = 0.7095
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1863 - g_loss: 1.0537 - d_accuracy: 0.6958
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1970 - g_loss: 1.0365 - d_accuracy: 0.6872Epoch 492: D Accuracy = 0.6757
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1976 - g_loss: 1.0352 - d_accuracy: 0.6868
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1974 - g_loss: 1.0379 - d_accuracy: 0.6870Epoch 493: D Accuracy = 0.7432
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1952 - g_loss: 1.0410 - d_accuracy: 0.6890
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1959 - g_loss: 1.0418 - d_accuracy: 0.6822Epoch 494: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1957 - g_loss: 1.0439 - d_accuracy: 0.6815
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1969 - g_loss: 1.0439 - d_accuracy: 0.6885Epoch 495: D Accuracy = 0.7230
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1979 - g_loss: 1.0396 - d_accuracy: 0.6898
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1921 - g_loss: 1.0487 - d_accuracy: 0.6872Epoch 496: D Accuracy = 0.6014
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1937 - g_loss: 1.0534 - d_accuracy: 0.6841
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1897 - g_loss: 1.0503 - d_accuracy: 0.6893Epoch 497: D Accuracy = 0.6959
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1889 - g_loss: 1.0511 - d_accuracy: 0.6895
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1988 - g_loss: 1.0421 - d_accuracy: 0.6770Epoch 498: D Accuracy = 0.5878
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2020 - g_loss: 1.0435 - d_accuracy: 0.6738
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1919 - g_loss: 1.0446 - d_accuracy: 0.6827Epoch 499: D Accuracy = 0.7500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1919 - g_loss: 1.0421 - d_accuracy: 0.6851
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1975 - g_loss: 1.0456 - d_accuracy: 0.6823
Class 7 — Epoch 500 preview:
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Epoch 500: D Accuracy = 0.7230
27/27 [==============================] - 1s 41ms/step - d_loss: 1.1966 - g_loss: 1.0446 - d_accuracy: 0.6838
Training DCGAN for class 8...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.5155 - g_loss: 0.9751 - d_accuracy: 0.5359WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0168s vs `on_train_batch_end` time: 0.0177s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 1.1903 - g_loss: 1.1372 - d_accuracy: 0.7139
Epoch 1: Generator loss improved from inf to 1.3874. Saving weights.
Epoch 1: D Accuracy = 0.8218
27/27 [==============================] - 2s 35ms/step - d_loss: 1.1833 - g_loss: 1.1461 - d_accuracy: 0.7177
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1861 - g_loss: 1.2367 - d_accuracy: 0.7262
Epoch 2: Generator loss improved from 1.3874 to 1.0183. Saving weights.
Epoch 2: D Accuracy = 0.6322
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1927 - g_loss: 1.2289 - d_accuracy: 0.7229
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2942 - g_loss: 1.0412 - d_accuracy: 0.6407
Epoch 3: Generator loss improved from 1.0183 to 0.9906. Saving weights.
Epoch 3: D Accuracy = 0.6494
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2924 - g_loss: 1.0394 - d_accuracy: 0.6410
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3193 - g_loss: 0.9862 - d_accuracy: 0.6257Epoch 4: D Accuracy = 0.5920
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3197 - g_loss: 0.9869 - d_accuracy: 0.6245
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3598 - g_loss: 0.9425 - d_accuracy: 0.5791
Epoch 5: Generator loss improved from 0.9906 to 0.8828. Saving weights.
Epoch 5: D Accuracy = 0.5575
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3603 - g_loss: 0.9404 - d_accuracy: 0.5783
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3470 - g_loss: 0.9284 - d_accuracy: 0.5873Epoch 6: D Accuracy = 0.6034
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3466 - g_loss: 0.9284 - d_accuracy: 0.5879
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3245 - g_loss: 0.9362 - d_accuracy: 0.6072Epoch 7: D Accuracy = 0.6724
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3230 - g_loss: 0.9372 - d_accuracy: 0.6096
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3062 - g_loss: 0.9426 - d_accuracy: 0.6127Epoch 8: D Accuracy = 0.6379
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3050 - g_loss: 0.9451 - d_accuracy: 0.6136
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9489 - d_accuracy: 0.6163Epoch 9: D Accuracy = 0.6782
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2971 - g_loss: 0.9505 - d_accuracy: 0.6185
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2804 - g_loss: 0.9636 - d_accuracy: 0.6344Epoch 10: D Accuracy = 0.6609
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2789 - g_loss: 0.9673 - d_accuracy: 0.6354
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2725 - g_loss: 0.9748 - d_accuracy: 0.6397Epoch 11: D Accuracy = 0.6552
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2725 - g_loss: 0.9751 - d_accuracy: 0.6403
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 0.9806 - d_accuracy: 0.6444Epoch 12: D Accuracy = 0.7069
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2627 - g_loss: 0.9801 - d_accuracy: 0.6466
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2325 - g_loss: 1.0157 - d_accuracy: 0.6629Epoch 13: D Accuracy = 0.6494
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2331 - g_loss: 1.0168 - d_accuracy: 0.6625
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2292 - g_loss: 1.0202 - d_accuracy: 0.6704Epoch 14: D Accuracy = 0.6207
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2309 - g_loss: 1.0213 - d_accuracy: 0.6686
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2107 - g_loss: 1.0433 - d_accuracy: 0.6747Epoch 15: D Accuracy = 0.6782
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2107 - g_loss: 1.0417 - d_accuracy: 0.6748
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1925 - g_loss: 1.0655 - d_accuracy: 0.6936Epoch 16: D Accuracy = 0.6839
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1926 - g_loss: 1.0646 - d_accuracy: 0.6932
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1794 - g_loss: 1.0818 - d_accuracy: 0.7031Epoch 17: D Accuracy = 0.6897
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1816 - g_loss: 1.0811 - d_accuracy: 0.7026
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1583 - g_loss: 1.1093 - d_accuracy: 0.7115Epoch 18: D Accuracy = 0.7759
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1569 - g_loss: 1.1090 - d_accuracy: 0.7138
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1580 - g_loss: 1.1278 - d_accuracy: 0.7105Epoch 19: D Accuracy = 0.7586
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1569 - g_loss: 1.1248 - d_accuracy: 0.7123
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1642 - g_loss: 1.1290 - d_accuracy: 0.7050Epoch 20: D Accuracy = 0.7184
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1646 - g_loss: 1.1292 - d_accuracy: 0.7055
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1614 - g_loss: 1.1303 - d_accuracy: 0.7120Epoch 21: D Accuracy = 0.7241
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1616 - g_loss: 1.1287 - d_accuracy: 0.7124
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1790 - g_loss: 1.1177 - d_accuracy: 0.7003Epoch 22: D Accuracy = 0.7586
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1773 - g_loss: 1.1185 - d_accuracy: 0.7023
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1918 - g_loss: 1.1043 - d_accuracy: 0.6920Epoch 23: D Accuracy = 0.6724
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1935 - g_loss: 1.1021 - d_accuracy: 0.6913
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1884 - g_loss: 1.1118 - d_accuracy: 0.6905Epoch 24: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1903 - g_loss: 1.1123 - d_accuracy: 0.6896
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2097 - g_loss: 1.0953 - d_accuracy: 0.6763Epoch 25: D Accuracy = 0.6552
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2106 - g_loss: 1.0933 - d_accuracy: 0.6756
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2168 - g_loss: 1.0774 - d_accuracy: 0.6680
Epoch 26: Generator loss improved from 0.8828 to 0.8616. Saving weights.
Epoch 26: D Accuracy = 0.6149
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2206 - g_loss: 1.0697 - d_accuracy: 0.6661
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2307 - g_loss: 1.0666 - d_accuracy: 0.6580Epoch 27: D Accuracy = 0.6264
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2347 - g_loss: 1.0611 - d_accuracy: 0.6569
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2204 - g_loss: 1.0716 - d_accuracy: 0.6739Epoch 28: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2223 - g_loss: 1.0679 - d_accuracy: 0.6736
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2408 - g_loss: 1.0583 - d_accuracy: 0.6488Epoch 29: D Accuracy = 0.6437
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2406 - g_loss: 1.0566 - d_accuracy: 0.6487
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2339 - g_loss: 1.0561 - d_accuracy: 0.6586Epoch 30: D Accuracy = 0.6954
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2327 - g_loss: 1.0575 - d_accuracy: 0.6599
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2444 - g_loss: 1.0472 - d_accuracy: 0.6531Epoch 31: D Accuracy = 0.7011
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2435 - g_loss: 1.0436 - d_accuracy: 0.6549
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2456 - g_loss: 1.0454 - d_accuracy: 0.6532Epoch 32: D Accuracy = 0.6092
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2471 - g_loss: 1.0428 - d_accuracy: 0.6516
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2584 - g_loss: 1.0383 - d_accuracy: 0.6422Epoch 33: D Accuracy = 0.6207
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2606 - g_loss: 1.0384 - d_accuracy: 0.6414
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2625 - g_loss: 1.0145 - d_accuracy: 0.6371Epoch 34: D Accuracy = 0.6264
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2636 - g_loss: 1.0126 - d_accuracy: 0.6367
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 1.0285 - d_accuracy: 0.6363Epoch 35: D Accuracy = 0.6264
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2623 - g_loss: 1.0302 - d_accuracy: 0.6360
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2657 - g_loss: 1.0077 - d_accuracy: 0.6398
Epoch 36: Generator loss improved from 0.8616 to 0.8220. Saving weights.
Epoch 36: D Accuracy = 0.7011
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2657 - g_loss: 1.0011 - d_accuracy: 0.6420
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2663 - g_loss: 1.0200 - d_accuracy: 0.6290Epoch 37: D Accuracy = 0.6264
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2665 - g_loss: 1.0184 - d_accuracy: 0.6289
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2646 - g_loss: 1.0214 - d_accuracy: 0.6419Epoch 38: D Accuracy = 0.6207
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2636 - g_loss: 1.0231 - d_accuracy: 0.6412
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2710 - g_loss: 1.0002 - d_accuracy: 0.6372Epoch 39: D Accuracy = 0.6954
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2691 - g_loss: 0.9984 - d_accuracy: 0.6392
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2745 - g_loss: 1.0118 - d_accuracy: 0.6342Epoch 40: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2738 - g_loss: 1.0146 - d_accuracy: 0.6354
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2833 - g_loss: 1.0016 - d_accuracy: 0.6312Epoch 41: D Accuracy = 0.5862
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2843 - g_loss: 1.0043 - d_accuracy: 0.6296
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2861 - g_loss: 0.9921 - d_accuracy: 0.6258Epoch 42: D Accuracy = 0.6264
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2859 - g_loss: 0.9935 - d_accuracy: 0.6258
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9930 - d_accuracy: 0.6317Epoch 43: D Accuracy = 0.6494
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2780 - g_loss: 0.9899 - d_accuracy: 0.6323
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2816 - g_loss: 0.9875 - d_accuracy: 0.6272Epoch 44: D Accuracy = 0.6149
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2835 - g_loss: 0.9871 - d_accuracy: 0.6268
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2813 - g_loss: 0.9946 - d_accuracy: 0.6219Epoch 45: D Accuracy = 0.6207
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2806 - g_loss: 0.9988 - d_accuracy: 0.6219
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2821 - g_loss: 0.9814 - d_accuracy: 0.6246Epoch 46: D Accuracy = 0.5517
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2846 - g_loss: 0.9780 - d_accuracy: 0.6220
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3001 - g_loss: 0.9789 - d_accuracy: 0.6069Epoch 47: D Accuracy = 0.6207
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2998 - g_loss: 0.9792 - d_accuracy: 0.6074
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2957 - g_loss: 0.9648 - d_accuracy: 0.6166Epoch 48: D Accuracy = 0.6494
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2948 - g_loss: 0.9666 - d_accuracy: 0.6178
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2956 - g_loss: 0.9687 - d_accuracy: 0.6099Epoch 49: D Accuracy = 0.6379
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2935 - g_loss: 0.9697 - d_accuracy: 0.6109
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3029 - g_loss: 0.9647 - d_accuracy: 0.6088Epoch 50: D Accuracy = 0.6207
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3023 - g_loss: 0.9662 - d_accuracy: 0.6092
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2965 - g_loss: 0.9569 - d_accuracy: 0.6136Epoch 51: D Accuracy = 0.6839
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2951 - g_loss: 0.9561 - d_accuracy: 0.6161
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2991 - g_loss: 0.9643 - d_accuracy: 0.6128Epoch 52: D Accuracy = 0.5805
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3002 - g_loss: 0.9624 - d_accuracy: 0.6116
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2996 - g_loss: 0.9642 - d_accuracy: 0.6057Epoch 53: D Accuracy = 0.5575
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3005 - g_loss: 0.9648 - d_accuracy: 0.6040
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3076 - g_loss: 0.9460 - d_accuracy: 0.6007Epoch 54: D Accuracy = 0.6264
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3073 - g_loss: 0.9440 - d_accuracy: 0.6017
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3134 - g_loss: 0.9511 - d_accuracy: 0.5954Epoch 55: D Accuracy = 0.5517
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3150 - g_loss: 0.9496 - d_accuracy: 0.5938
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.9396 - d_accuracy: 0.5900Epoch 56: D Accuracy = 0.6207
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3151 - g_loss: 0.9393 - d_accuracy: 0.5911
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3129 - g_loss: 0.9415 - d_accuracy: 0.5967Epoch 57: D Accuracy = 0.6379
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3107 - g_loss: 0.9427 - d_accuracy: 0.5982
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3213 - g_loss: 0.9366 - d_accuracy: 0.5851Epoch 58: D Accuracy = 0.5632
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3211 - g_loss: 0.9370 - d_accuracy: 0.5843
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3153 - g_loss: 0.9421 - d_accuracy: 0.5938Epoch 59: D Accuracy = 0.6149
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3130 - g_loss: 0.9421 - d_accuracy: 0.5946
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3199 - g_loss: 0.9359 - d_accuracy: 0.5895Epoch 60: D Accuracy = 0.5805
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3199 - g_loss: 0.9361 - d_accuracy: 0.5892
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3327 - g_loss: 0.9282 - d_accuracy: 0.5787Epoch 61: D Accuracy = 0.5460
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3341 - g_loss: 0.9294 - d_accuracy: 0.5775
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3193 - g_loss: 0.9230 - d_accuracy: 0.5844Epoch 62: D Accuracy = 0.5805
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3197 - g_loss: 0.9218 - d_accuracy: 0.5843
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3286 - g_loss: 0.9230 - d_accuracy: 0.5723Epoch 63: D Accuracy = 0.5172
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3311 - g_loss: 0.9219 - d_accuracy: 0.5703
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3292 - g_loss: 0.9116 - d_accuracy: 0.5859Epoch 64: D Accuracy = 0.5920
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3287 - g_loss: 0.9088 - d_accuracy: 0.5861
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3320 - g_loss: 0.9249 - d_accuracy: 0.5846Epoch 65: D Accuracy = 0.5345
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3329 - g_loss: 0.9266 - d_accuracy: 0.5828
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3264 - g_loss: 0.9176 - d_accuracy: 0.5807Epoch 66: D Accuracy = 0.5460
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3273 - g_loss: 0.9147 - d_accuracy: 0.5795
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3419 - g_loss: 0.9123 - d_accuracy: 0.5698Epoch 67: D Accuracy = 0.5920
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3419 - g_loss: 0.9127 - d_accuracy: 0.5706
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.9089 - d_accuracy: 0.5705Epoch 68: D Accuracy = 0.5632
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3369 - g_loss: 0.9092 - d_accuracy: 0.5702
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3299 - g_loss: 0.9065 - d_accuracy: 0.5780
Epoch 69: Generator loss improved from 0.8220 to 0.8039. Saving weights.
Epoch 69: D Accuracy = 0.5862
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3292 - g_loss: 0.9028 - d_accuracy: 0.5783
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3327 - g_loss: 0.9106 - d_accuracy: 0.5730Epoch 70: D Accuracy = 0.6207
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3308 - g_loss: 0.9124 - d_accuracy: 0.5747
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3336 - g_loss: 0.9030 - d_accuracy: 0.5811Epoch 71: D Accuracy = 0.5517
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3355 - g_loss: 0.8999 - d_accuracy: 0.5800
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3447 - g_loss: 0.8970 - d_accuracy: 0.5635Epoch 72: D Accuracy = 0.5690
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3452 - g_loss: 0.8953 - d_accuracy: 0.5637
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3496 - g_loss: 0.8941 - d_accuracy: 0.5654Epoch 73: D Accuracy = 0.6092
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3499 - g_loss: 0.8926 - d_accuracy: 0.5670
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3417 - g_loss: 0.8961 - d_accuracy: 0.5643Epoch 74: D Accuracy = 0.5920
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3421 - g_loss: 0.8981 - d_accuracy: 0.5653
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3397 - g_loss: 0.8959 - d_accuracy: 0.5718Epoch 75: D Accuracy = 0.5172
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3418 - g_loss: 0.8940 - d_accuracy: 0.5699
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3430 - g_loss: 0.8928 - d_accuracy: 0.5630Epoch 76: D Accuracy = 0.5402
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3441 - g_loss: 0.8904 - d_accuracy: 0.5622
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3383 - g_loss: 0.8922 - d_accuracy: 0.5699Epoch 77: D Accuracy = 0.6092
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3375 - g_loss: 0.8939 - d_accuracy: 0.5713
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3422 - g_loss: 0.8928 - d_accuracy: 0.5596Epoch 78: D Accuracy = 0.6207
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3413 - g_loss: 0.8918 - d_accuracy: 0.5618
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3423 - g_loss: 0.8912 - d_accuracy: 0.5641Epoch 79: D Accuracy = 0.5862
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3430 - g_loss: 0.8906 - d_accuracy: 0.5649
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3463 - g_loss: 0.8908 - d_accuracy: 0.5616Epoch 80: D Accuracy = 0.5690
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3460 - g_loss: 0.8921 - d_accuracy: 0.5618
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3437 - g_loss: 0.8850 - d_accuracy: 0.5631Epoch 81: D Accuracy = 0.5862
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3426 - g_loss: 0.8840 - d_accuracy: 0.5639
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3499 - g_loss: 0.8844 - d_accuracy: 0.5540Epoch 82: D Accuracy = 0.5057
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3500 - g_loss: 0.8841 - d_accuracy: 0.5523
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3477 - g_loss: 0.8816 - d_accuracy: 0.5591Epoch 83: D Accuracy = 0.6149
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3472 - g_loss: 0.8806 - d_accuracy: 0.5611
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3515 - g_loss: 0.8774 - d_accuracy: 0.5549Epoch 84: D Accuracy = 0.5517
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3520 - g_loss: 0.8771 - d_accuracy: 0.5548
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3467 - g_loss: 0.8813 - d_accuracy: 0.5633Epoch 85: D Accuracy = 0.5690
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3474 - g_loss: 0.8835 - d_accuracy: 0.5635
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3466 - g_loss: 0.8815 - d_accuracy: 0.5655Epoch 86: D Accuracy = 0.5920
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3456 - g_loss: 0.8842 - d_accuracy: 0.5664
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3439 - g_loss: 0.8821 - d_accuracy: 0.5689Epoch 87: D Accuracy = 0.5920
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3439 - g_loss: 0.8829 - d_accuracy: 0.5698
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3465 - g_loss: 0.8791 - d_accuracy: 0.5585Epoch 88: D Accuracy = 0.5517
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3450 - g_loss: 0.8790 - d_accuracy: 0.5582
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3466 - g_loss: 0.8809 - d_accuracy: 0.5561Epoch 89: D Accuracy = 0.5690
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3469 - g_loss: 0.8798 - d_accuracy: 0.5565
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3423 - g_loss: 0.8840 - d_accuracy: 0.5628Epoch 90: D Accuracy = 0.5402
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3424 - g_loss: 0.8852 - d_accuracy: 0.5620
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3521 - g_loss: 0.8778 - d_accuracy: 0.5583Epoch 91: D Accuracy = 0.5977
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3501 - g_loss: 0.8799 - d_accuracy: 0.5597
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3553 - g_loss: 0.8743 - d_accuracy: 0.5545Epoch 92: D Accuracy = 0.5460
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3556 - g_loss: 0.8740 - d_accuracy: 0.5542
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3514 - g_loss: 0.8719 - d_accuracy: 0.5602Epoch 93: D Accuracy = 0.6149
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3500 - g_loss: 0.8728 - d_accuracy: 0.5622
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3509 - g_loss: 0.8755 - d_accuracy: 0.5591Epoch 94: D Accuracy = 0.5345
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3516 - g_loss: 0.8748 - d_accuracy: 0.5583
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3403 - g_loss: 0.8777 - d_accuracy: 0.5694Epoch 95: D Accuracy = 0.5460
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3414 - g_loss: 0.8760 - d_accuracy: 0.5686
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3579 - g_loss: 0.8686 - d_accuracy: 0.5523Epoch 96: D Accuracy = 0.5632
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3570 - g_loss: 0.8691 - d_accuracy: 0.5526
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3525 - g_loss: 0.8716 - d_accuracy: 0.5484Epoch 97: D Accuracy = 0.5690
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3519 - g_loss: 0.8710 - d_accuracy: 0.5492
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3537 - g_loss: 0.8708 - d_accuracy: 0.5559
Epoch 98: Generator loss improved from 0.8039 to 0.7959. Saving weights.
Epoch 98: D Accuracy = 0.4655
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3559 - g_loss: 0.8681 - d_accuracy: 0.5526
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3429 - g_loss: 0.8813 - d_accuracy: 0.5634Epoch 99: D Accuracy = 0.5632
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3426 - g_loss: 0.8807 - d_accuracy: 0.5634
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3485 - g_loss: 0.8702 - d_accuracy: 0.5606
Class 8 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.5805
27/27 [==============================] - 1s 41ms/step - d_loss: 1.3471 - g_loss: 0.8706 - d_accuracy: 0.5613
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3427 - g_loss: 0.8760 - d_accuracy: 0.5585Epoch 101: D Accuracy = 0.5805
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3425 - g_loss: 0.8756 - d_accuracy: 0.5593
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3492 - g_loss: 0.8685 - d_accuracy: 0.5571Epoch 102: D Accuracy = 0.5057
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3495 - g_loss: 0.8676 - d_accuracy: 0.5552
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3492 - g_loss: 0.8721 - d_accuracy: 0.5607Epoch 103: D Accuracy = 0.5402
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3503 - g_loss: 0.8706 - d_accuracy: 0.5599
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3579 - g_loss: 0.8680 - d_accuracy: 0.5480Epoch 104: D Accuracy = 0.5057
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3601 - g_loss: 0.8656 - d_accuracy: 0.5464
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3538 - g_loss: 0.8712 - d_accuracy: 0.5536Epoch 105: D Accuracy = 0.5172
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3546 - g_loss: 0.8713 - d_accuracy: 0.5523
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3555 - g_loss: 0.8669 - d_accuracy: 0.5449Epoch 106: D Accuracy = 0.5747
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3552 - g_loss: 0.8686 - d_accuracy: 0.5459
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3466 - g_loss: 0.8695 - d_accuracy: 0.5544Epoch 107: D Accuracy = 0.5402
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3467 - g_loss: 0.8683 - d_accuracy: 0.5539
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3565 - g_loss: 0.8649 - d_accuracy: 0.5497Epoch 108: D Accuracy = 0.5690
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3555 - g_loss: 0.8662 - d_accuracy: 0.5504
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3426 - g_loss: 0.8742 - d_accuracy: 0.5678Epoch 109: D Accuracy = 0.5345
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3426 - g_loss: 0.8743 - d_accuracy: 0.5666
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3524 - g_loss: 0.8701 - d_accuracy: 0.5494Epoch 110: D Accuracy = 0.5287
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3521 - g_loss: 0.8709 - d_accuracy: 0.5486
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3527 - g_loss: 0.8658 - d_accuracy: 0.5541Epoch 111: D Accuracy = 0.5575
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3526 - g_loss: 0.8668 - d_accuracy: 0.5542
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3460 - g_loss: 0.8726 - d_accuracy: 0.5561Epoch 112: D Accuracy = 0.6034
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3449 - g_loss: 0.8755 - d_accuracy: 0.5578
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3574 - g_loss: 0.8560 - d_accuracy: 0.5538Epoch 113: D Accuracy = 0.5632
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3588 - g_loss: 0.8541 - d_accuracy: 0.5542
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3519 - g_loss: 0.8666 - d_accuracy: 0.5525Epoch 114: D Accuracy = 0.4885
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3530 - g_loss: 0.8651 - d_accuracy: 0.5502
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3565 - g_loss: 0.8649 - d_accuracy: 0.5517Epoch 115: D Accuracy = 0.5632
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3571 - g_loss: 0.8643 - d_accuracy: 0.5521
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3503 - g_loss: 0.8713 - d_accuracy: 0.5602
Epoch 116: Generator loss improved from 0.7959 to 0.7949. Saving weights.
Epoch 116: D Accuracy = 0.5345
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3517 - g_loss: 0.8686 - d_accuracy: 0.5592
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3452 - g_loss: 0.8699 - d_accuracy: 0.5554Epoch 117: D Accuracy = 0.5805
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3443 - g_loss: 0.8690 - d_accuracy: 0.5562
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3523 - g_loss: 0.8681 - d_accuracy: 0.5512Epoch 118: D Accuracy = 0.5805
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3494 - g_loss: 0.8719 - d_accuracy: 0.5522
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3490 - g_loss: 0.8636 - d_accuracy: 0.5512Epoch 119: D Accuracy = 0.5690
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3486 - g_loss: 0.8645 - d_accuracy: 0.5518
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3502 - g_loss: 0.8613 - d_accuracy: 0.5542Epoch 120: D Accuracy = 0.4828
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3522 - g_loss: 0.8589 - d_accuracy: 0.5516
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3485 - g_loss: 0.8722 - d_accuracy: 0.5519Epoch 121: D Accuracy = 0.5345
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3474 - g_loss: 0.8734 - d_accuracy: 0.5513
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3502 - g_loss: 0.8679 - d_accuracy: 0.5622Epoch 122: D Accuracy = 0.5115
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3519 - g_loss: 0.8680 - d_accuracy: 0.5604
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3500 - g_loss: 0.8706 - d_accuracy: 0.5524Epoch 123: D Accuracy = 0.5862
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3501 - g_loss: 0.8716 - d_accuracy: 0.5536
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3506 - g_loss: 0.8664 - d_accuracy: 0.5557Epoch 124: D Accuracy = 0.5460
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3508 - g_loss: 0.8659 - d_accuracy: 0.5553
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3588 - g_loss: 0.8577 - d_accuracy: 0.5486Epoch 125: D Accuracy = 0.5747
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3583 - g_loss: 0.8560 - d_accuracy: 0.5496
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3482 - g_loss: 0.8664 - d_accuracy: 0.5645Epoch 126: D Accuracy = 0.5862
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3484 - g_loss: 0.8649 - d_accuracy: 0.5653
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3481 - g_loss: 0.8673 - d_accuracy: 0.5583Epoch 127: D Accuracy = 0.5690
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3483 - g_loss: 0.8668 - d_accuracy: 0.5586
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3392 - g_loss: 0.8749 - d_accuracy: 0.5669Epoch 128: D Accuracy = 0.6034
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3385 - g_loss: 0.8751 - d_accuracy: 0.5682
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3569 - g_loss: 0.8617 - d_accuracy: 0.5510Epoch 129: D Accuracy = 0.5287
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3578 - g_loss: 0.8629 - d_accuracy: 0.5502
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3419 - g_loss: 0.8717 - d_accuracy: 0.5625Epoch 130: D Accuracy = 0.5862
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3428 - g_loss: 0.8706 - d_accuracy: 0.5634
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3489 - g_loss: 0.8632 - d_accuracy: 0.5490
Epoch 131: Generator loss improved from 0.7949 to 0.7874. Saving weights.
Epoch 131: D Accuracy = 0.5690
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3489 - g_loss: 0.8605 - d_accuracy: 0.5497
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3531 - g_loss: 0.8624 - d_accuracy: 0.5488
Epoch 132: Generator loss improved from 0.7874 to 0.7860. Saving weights.
Epoch 132: D Accuracy = 0.4655
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3553 - g_loss: 0.8596 - d_accuracy: 0.5458
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3512 - g_loss: 0.8650 - d_accuracy: 0.5538Epoch 133: D Accuracy = 0.6322
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3490 - g_loss: 0.8660 - d_accuracy: 0.5566
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3435 - g_loss: 0.8675 - d_accuracy: 0.5673Epoch 134: D Accuracy = 0.5977
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3421 - g_loss: 0.8684 - d_accuracy: 0.5684
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3526 - g_loss: 0.8626 - d_accuracy: 0.5572Epoch 135: D Accuracy = 0.5690
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3526 - g_loss: 0.8620 - d_accuracy: 0.5577
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3488 - g_loss: 0.8634 - d_accuracy: 0.5573Epoch 136: D Accuracy = 0.5460
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3500 - g_loss: 0.8631 - d_accuracy: 0.5569
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3504 - g_loss: 0.8612 - d_accuracy: 0.5530Epoch 137: D Accuracy = 0.5402
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3500 - g_loss: 0.8615 - d_accuracy: 0.5525
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3497 - g_loss: 0.8649 - d_accuracy: 0.5572Epoch 138: D Accuracy = 0.5920
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3478 - g_loss: 0.8689 - d_accuracy: 0.5585
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3492 - g_loss: 0.8668 - d_accuracy: 0.5487Epoch 139: D Accuracy = 0.5402
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3489 - g_loss: 0.8676 - d_accuracy: 0.5484
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3451 - g_loss: 0.8642 - d_accuracy: 0.5637Epoch 140: D Accuracy = 0.5977
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3447 - g_loss: 0.8645 - d_accuracy: 0.5649
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3544 - g_loss: 0.8635 - d_accuracy: 0.5484Epoch 141: D Accuracy = 0.5517
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3545 - g_loss: 0.8617 - d_accuracy: 0.5485
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3415 - g_loss: 0.8679 - d_accuracy: 0.5651Epoch 142: D Accuracy = 0.5517
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3427 - g_loss: 0.8665 - d_accuracy: 0.5647
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3503 - g_loss: 0.8638 - d_accuracy: 0.5591Epoch 143: D Accuracy = 0.5920
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3506 - g_loss: 0.8635 - d_accuracy: 0.5603
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3413 - g_loss: 0.8677 - d_accuracy: 0.5671Epoch 144: D Accuracy = 0.7069
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3390 - g_loss: 0.8671 - d_accuracy: 0.5721
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3491 - g_loss: 0.8627 - d_accuracy: 0.5500Epoch 145: D Accuracy = 0.5345
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3495 - g_loss: 0.8605 - d_accuracy: 0.5495
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3479 - g_loss: 0.8657 - d_accuracy: 0.5584Epoch 146: D Accuracy = 0.5690
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3478 - g_loss: 0.8663 - d_accuracy: 0.5588
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3514 - g_loss: 0.8652 - d_accuracy: 0.5586Epoch 147: D Accuracy = 0.5402
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3530 - g_loss: 0.8634 - d_accuracy: 0.5580
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3493 - g_loss: 0.8630 - d_accuracy: 0.5605Epoch 148: D Accuracy = 0.5287
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3509 - g_loss: 0.8617 - d_accuracy: 0.5594
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3573 - g_loss: 0.8552 - d_accuracy: 0.5501Epoch 149: D Accuracy = 0.5287
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3585 - g_loss: 0.8535 - d_accuracy: 0.5493
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3484 - g_loss: 0.8636 - d_accuracy: 0.5592Epoch 150: D Accuracy = 0.6092
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3471 - g_loss: 0.8640 - d_accuracy: 0.5610
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3458 - g_loss: 0.8619 - d_accuracy: 0.5547Epoch 151: D Accuracy = 0.5747
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3473 - g_loss: 0.8623 - d_accuracy: 0.5554
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3478 - g_loss: 0.8594 - d_accuracy: 0.5574Epoch 152: D Accuracy = 0.5460
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3467 - g_loss: 0.8593 - d_accuracy: 0.5570
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3445 - g_loss: 0.8652 - d_accuracy: 0.5553Epoch 153: D Accuracy = 0.5402
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3455 - g_loss: 0.8666 - d_accuracy: 0.5548
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3477 - g_loss: 0.8632 - d_accuracy: 0.5556Epoch 154: D Accuracy = 0.5172
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3468 - g_loss: 0.8649 - d_accuracy: 0.5542
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3444 - g_loss: 0.8623 - d_accuracy: 0.5628Epoch 155: D Accuracy = 0.5402
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3445 - g_loss: 0.8615 - d_accuracy: 0.5620
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3443 - g_loss: 0.8647 - d_accuracy: 0.5599Epoch 156: D Accuracy = 0.5287
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3449 - g_loss: 0.8621 - d_accuracy: 0.5588
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3482 - g_loss: 0.8597 - d_accuracy: 0.5483
Epoch 157: Generator loss improved from 0.7860 to 0.7824. Saving weights.
Epoch 157: D Accuracy = 0.4598
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3502 - g_loss: 0.8570 - d_accuracy: 0.5451
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3426 - g_loss: 0.8668 - d_accuracy: 0.5601Epoch 158: D Accuracy = 0.5632
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3425 - g_loss: 0.8685 - d_accuracy: 0.5602
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3475 - g_loss: 0.8620 - d_accuracy: 0.5580Epoch 159: D Accuracy = 0.5460
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3481 - g_loss: 0.8609 - d_accuracy: 0.5576
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3497 - g_loss: 0.8592 - d_accuracy: 0.5520Epoch 160: D Accuracy = 0.5632
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3493 - g_loss: 0.8578 - d_accuracy: 0.5524
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3542 - g_loss: 0.8645 - d_accuracy: 0.5493Epoch 161: D Accuracy = 0.5460
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3543 - g_loss: 0.8633 - d_accuracy: 0.5492
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3497 - g_loss: 0.8575 - d_accuracy: 0.5566Epoch 162: D Accuracy = 0.6264
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3482 - g_loss: 0.8574 - d_accuracy: 0.5591
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3424 - g_loss: 0.8655 - d_accuracy: 0.5526Epoch 163: D Accuracy = 0.5805
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3418 - g_loss: 0.8659 - d_accuracy: 0.5536
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3499 - g_loss: 0.8617 - d_accuracy: 0.5554Epoch 164: D Accuracy = 0.5345
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3499 - g_loss: 0.8646 - d_accuracy: 0.5546
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3406 - g_loss: 0.8687 - d_accuracy: 0.5614Epoch 165: D Accuracy = 0.6149
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3392 - g_loss: 0.8684 - d_accuracy: 0.5633
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3458 - g_loss: 0.8640 - d_accuracy: 0.5501Epoch 166: D Accuracy = 0.5172
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3476 - g_loss: 0.8616 - d_accuracy: 0.5489
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3409 - g_loss: 0.8639 - d_accuracy: 0.5669Epoch 167: D Accuracy = 0.5920
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3407 - g_loss: 0.8625 - d_accuracy: 0.5678
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3407 - g_loss: 0.8718 - d_accuracy: 0.5660
Epoch 168: Generator loss improved from 0.7824 to 0.7790. Saving weights.
Epoch 168: D Accuracy = 0.6034
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3413 - g_loss: 0.8685 - d_accuracy: 0.5674
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3516 - g_loss: 0.8655 - d_accuracy: 0.5560Epoch 169: D Accuracy = 0.5230
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3524 - g_loss: 0.8648 - d_accuracy: 0.5548
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3404 - g_loss: 0.8690 - d_accuracy: 0.5652Epoch 170: D Accuracy = 0.6149
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3397 - g_loss: 0.8678 - d_accuracy: 0.5669
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3455 - g_loss: 0.8664 - d_accuracy: 0.5563Epoch 171: D Accuracy = 0.6034
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3446 - g_loss: 0.8664 - d_accuracy: 0.5580
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3466 - g_loss: 0.8647 - d_accuracy: 0.5567Epoch 172: D Accuracy = 0.5230
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3473 - g_loss: 0.8647 - d_accuracy: 0.5555
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3432 - g_loss: 0.8657 - d_accuracy: 0.5588Epoch 173: D Accuracy = 0.5460
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3427 - g_loss: 0.8649 - d_accuracy: 0.5584
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3489 - g_loss: 0.8637 - d_accuracy: 0.5507Epoch 174: D Accuracy = 0.5287
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3495 - g_loss: 0.8632 - d_accuracy: 0.5499
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3405 - g_loss: 0.8675 - d_accuracy: 0.5641Epoch 175: D Accuracy = 0.5977
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3399 - g_loss: 0.8673 - d_accuracy: 0.5653
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3453 - g_loss: 0.8628 - d_accuracy: 0.5589Epoch 176: D Accuracy = 0.5402
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3458 - g_loss: 0.8618 - d_accuracy: 0.5583
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3443 - g_loss: 0.8717 - d_accuracy: 0.5514Epoch 177: D Accuracy = 0.4828
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3464 - g_loss: 0.8722 - d_accuracy: 0.5490
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3425 - g_loss: 0.8676 - d_accuracy: 0.5624Epoch 178: D Accuracy = 0.4770
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3441 - g_loss: 0.8667 - d_accuracy: 0.5593
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3406 - g_loss: 0.8684 - d_accuracy: 0.5686Epoch 179: D Accuracy = 0.5115
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3425 - g_loss: 0.8662 - d_accuracy: 0.5665
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3389 - g_loss: 0.8723 - d_accuracy: 0.5593Epoch 180: D Accuracy = 0.5345
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3404 - g_loss: 0.8703 - d_accuracy: 0.5584
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3421 - g_loss: 0.8700 - d_accuracy: 0.5603Epoch 181: D Accuracy = 0.5920
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3417 - g_loss: 0.8699 - d_accuracy: 0.5614
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3399 - g_loss: 0.8709 - d_accuracy: 0.5617Epoch 182: D Accuracy = 0.5632
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3403 - g_loss: 0.8715 - d_accuracy: 0.5617
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3388 - g_loss: 0.8652 - d_accuracy: 0.5671Epoch 183: D Accuracy = 0.5977
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3373 - g_loss: 0.8665 - d_accuracy: 0.5682
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3420 - g_loss: 0.8722 - d_accuracy: 0.5618Epoch 184: D Accuracy = 0.5230
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3443 - g_loss: 0.8705 - d_accuracy: 0.5604
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3483 - g_loss: 0.8650 - d_accuracy: 0.5495
Epoch 185: Generator loss improved from 0.7790 to 0.7660. Saving weights.
Epoch 185: D Accuracy = 0.5172
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3491 - g_loss: 0.8615 - d_accuracy: 0.5484
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3477 - g_loss: 0.8649 - d_accuracy: 0.5582Epoch 186: D Accuracy = 0.5517
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3490 - g_loss: 0.8628 - d_accuracy: 0.5580
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3416 - g_loss: 0.8675 - d_accuracy: 0.5612Epoch 187: D Accuracy = 0.5345
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3428 - g_loss: 0.8678 - d_accuracy: 0.5602
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3362 - g_loss: 0.8739 - d_accuracy: 0.5686Epoch 188: D Accuracy = 0.5230
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3368 - g_loss: 0.8737 - d_accuracy: 0.5669
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3429 - g_loss: 0.8665 - d_accuracy: 0.5585Epoch 189: D Accuracy = 0.4885
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3440 - g_loss: 0.8667 - d_accuracy: 0.5560
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3476 - g_loss: 0.8658 - d_accuracy: 0.5582Epoch 190: D Accuracy = 0.5402
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3489 - g_loss: 0.8657 - d_accuracy: 0.5576
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3389 - g_loss: 0.8704 - d_accuracy: 0.5648Epoch 191: D Accuracy = 0.5690
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3388 - g_loss: 0.8704 - d_accuracy: 0.5649
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3340 - g_loss: 0.8757 - d_accuracy: 0.5690Epoch 192: D Accuracy = 0.5977
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3323 - g_loss: 0.8771 - d_accuracy: 0.5700
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3385 - g_loss: 0.8716 - d_accuracy: 0.5638Epoch 193: D Accuracy = 0.5460
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3389 - g_loss: 0.8719 - d_accuracy: 0.5631
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3390 - g_loss: 0.8691 - d_accuracy: 0.5656Epoch 194: D Accuracy = 0.5575
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3392 - g_loss: 0.8680 - d_accuracy: 0.5653
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3348 - g_loss: 0.8724 - d_accuracy: 0.5700Epoch 195: D Accuracy = 0.5920
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3351 - g_loss: 0.8712 - d_accuracy: 0.5707
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3450 - g_loss: 0.8626 - d_accuracy: 0.5603Epoch 196: D Accuracy = 0.5920
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3445 - g_loss: 0.8619 - d_accuracy: 0.5614
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8727 - d_accuracy: 0.5600Epoch 197: D Accuracy = 0.6149
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3360 - g_loss: 0.8730 - d_accuracy: 0.5619
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3403 - g_loss: 0.8703 - d_accuracy: 0.5652Epoch 198: D Accuracy = 0.5000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3411 - g_loss: 0.8708 - d_accuracy: 0.5629
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3385 - g_loss: 0.8706 - d_accuracy: 0.5708Epoch 199: D Accuracy = 0.5747
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3385 - g_loss: 0.8699 - d_accuracy: 0.5709
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3362 - g_loss: 0.8725 - d_accuracy: 0.5644
Class 8 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.5172
27/27 [==============================] - 1s 40ms/step - d_loss: 1.3376 - g_loss: 0.8711 - d_accuracy: 0.5628
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3391 - g_loss: 0.8678 - d_accuracy: 0.5607Epoch 201: D Accuracy = 0.6034
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3392 - g_loss: 0.8683 - d_accuracy: 0.5622
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3398 - g_loss: 0.8693 - d_accuracy: 0.5682Epoch 202: D Accuracy = 0.6724
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3378 - g_loss: 0.8699 - d_accuracy: 0.5719
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3440 - g_loss: 0.8717 - d_accuracy: 0.5555Epoch 203: D Accuracy = 0.5805
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3437 - g_loss: 0.8695 - d_accuracy: 0.5564
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3412 - g_loss: 0.8720 - d_accuracy: 0.5614Epoch 204: D Accuracy = 0.5517
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3416 - g_loss: 0.8734 - d_accuracy: 0.5610
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3387 - g_loss: 0.8696 - d_accuracy: 0.5658Epoch 205: D Accuracy = 0.5747
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3387 - g_loss: 0.8731 - d_accuracy: 0.5662
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3359 - g_loss: 0.8707 - d_accuracy: 0.5607Epoch 206: D Accuracy = 0.5402
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3351 - g_loss: 0.8713 - d_accuracy: 0.5599
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3387 - g_loss: 0.8695 - d_accuracy: 0.5758Epoch 207: D Accuracy = 0.5805
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3398 - g_loss: 0.8670 - d_accuracy: 0.5759
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3407 - g_loss: 0.8738 - d_accuracy: 0.5585Epoch 208: D Accuracy = 0.5172
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3418 - g_loss: 0.8752 - d_accuracy: 0.5570
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3369 - g_loss: 0.8693 - d_accuracy: 0.5650Epoch 209: D Accuracy = 0.5805
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3365 - g_loss: 0.8703 - d_accuracy: 0.5656
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3469 - g_loss: 0.8635 - d_accuracy: 0.5558Epoch 210: D Accuracy = 0.5690
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3468 - g_loss: 0.8637 - d_accuracy: 0.5563
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3403 - g_loss: 0.8681 - d_accuracy: 0.5559Epoch 211: D Accuracy = 0.5057
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3412 - g_loss: 0.8705 - d_accuracy: 0.5541
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3413 - g_loss: 0.8663 - d_accuracy: 0.5584Epoch 212: D Accuracy = 0.5345
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3429 - g_loss: 0.8658 - d_accuracy: 0.5576
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3453 - g_loss: 0.8620 - d_accuracy: 0.5573Epoch 213: D Accuracy = 0.5345
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3466 - g_loss: 0.8610 - d_accuracy: 0.5565
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3423 - g_loss: 0.8646 - d_accuracy: 0.5595Epoch 214: D Accuracy = 0.5747
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3408 - g_loss: 0.8683 - d_accuracy: 0.5600
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3417 - g_loss: 0.8634 - d_accuracy: 0.5604Epoch 215: D Accuracy = 0.6897
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3392 - g_loss: 0.8636 - d_accuracy: 0.5650
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3434 - g_loss: 0.8648 - d_accuracy: 0.5574Epoch 216: D Accuracy = 0.5172
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3431 - g_loss: 0.8669 - d_accuracy: 0.5559
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3429 - g_loss: 0.8620 - d_accuracy: 0.5646Epoch 217: D Accuracy = 0.5632
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3433 - g_loss: 0.8619 - d_accuracy: 0.5645
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3408 - g_loss: 0.8668 - d_accuracy: 0.5638Epoch 218: D Accuracy = 0.5747
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3408 - g_loss: 0.8666 - d_accuracy: 0.5642
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3332 - g_loss: 0.8743 - d_accuracy: 0.5631Epoch 219: D Accuracy = 0.5345
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3321 - g_loss: 0.8753 - d_accuracy: 0.5620
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3458 - g_loss: 0.8636 - d_accuracy: 0.5554Epoch 220: D Accuracy = 0.5115
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3464 - g_loss: 0.8642 - d_accuracy: 0.5538
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3381 - g_loss: 0.8670 - d_accuracy: 0.5675
Epoch 221: Generator loss improved from 0.7660 to 0.7454. Saving weights.
Epoch 221: D Accuracy = 0.5172
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3404 - g_loss: 0.8627 - d_accuracy: 0.5657
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3426 - g_loss: 0.8667 - d_accuracy: 0.5603Epoch 222: D Accuracy = 0.5115
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3440 - g_loss: 0.8654 - d_accuracy: 0.5586
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3414 - g_loss: 0.8669 - d_accuracy: 0.5547Epoch 223: D Accuracy = 0.5000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3422 - g_loss: 0.8653 - d_accuracy: 0.5527
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3314 - g_loss: 0.8758 - d_accuracy: 0.5734Epoch 224: D Accuracy = 0.6034
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3307 - g_loss: 0.8765 - d_accuracy: 0.5745
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3386 - g_loss: 0.8708 - d_accuracy: 0.5602Epoch 225: D Accuracy = 0.5747
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3390 - g_loss: 0.8704 - d_accuracy: 0.5607
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3372 - g_loss: 0.8700 - d_accuracy: 0.5609Epoch 226: D Accuracy = 0.5747
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3373 - g_loss: 0.8715 - d_accuracy: 0.5614
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3393 - g_loss: 0.8664 - d_accuracy: 0.5630Epoch 227: D Accuracy = 0.5632
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3399 - g_loss: 0.8648 - d_accuracy: 0.5630
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3431 - g_loss: 0.8639 - d_accuracy: 0.5566Epoch 228: D Accuracy = 0.5920
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3418 - g_loss: 0.8650 - d_accuracy: 0.5579
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3302 - g_loss: 0.8733 - d_accuracy: 0.5663Epoch 229: D Accuracy = 0.6149
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3282 - g_loss: 0.8746 - d_accuracy: 0.5681
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3356 - g_loss: 0.8701 - d_accuracy: 0.5686Epoch 230: D Accuracy = 0.5402
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3368 - g_loss: 0.8718 - d_accuracy: 0.5676
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3353 - g_loss: 0.8704 - d_accuracy: 0.5623Epoch 231: D Accuracy = 0.4828
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3379 - g_loss: 0.8684 - d_accuracy: 0.5595
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3369 - g_loss: 0.8727 - d_accuracy: 0.5648Epoch 232: D Accuracy = 0.5862
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3361 - g_loss: 0.8741 - d_accuracy: 0.5656
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8710 - d_accuracy: 0.5710Epoch 233: D Accuracy = 0.6149
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3342 - g_loss: 0.8719 - d_accuracy: 0.5725
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3379 - g_loss: 0.8712 - d_accuracy: 0.5604Epoch 234: D Accuracy = 0.5632
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3375 - g_loss: 0.8694 - d_accuracy: 0.5605
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3274 - g_loss: 0.8750 - d_accuracy: 0.5699Epoch 235: D Accuracy = 0.6092
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3267 - g_loss: 0.8738 - d_accuracy: 0.5713
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3339 - g_loss: 0.8769 - d_accuracy: 0.5663Epoch 236: D Accuracy = 0.5977
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3329 - g_loss: 0.8767 - d_accuracy: 0.5674
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3387 - g_loss: 0.8691 - d_accuracy: 0.5603Epoch 237: D Accuracy = 0.6092
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3373 - g_loss: 0.8695 - d_accuracy: 0.5621
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3380 - g_loss: 0.8686 - d_accuracy: 0.5676Epoch 238: D Accuracy = 0.6034
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3380 - g_loss: 0.8689 - d_accuracy: 0.5689
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3357 - g_loss: 0.8679 - d_accuracy: 0.5648Epoch 239: D Accuracy = 0.5460
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3369 - g_loss: 0.8646 - d_accuracy: 0.5641
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3387 - g_loss: 0.8689 - d_accuracy: 0.5659Epoch 240: D Accuracy = 0.5517
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3384 - g_loss: 0.8688 - d_accuracy: 0.5654
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8685 - d_accuracy: 0.5681Epoch 241: D Accuracy = 0.5460
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3378 - g_loss: 0.8666 - d_accuracy: 0.5673
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8750 - d_accuracy: 0.5734Epoch 242: D Accuracy = 0.5920
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3326 - g_loss: 0.8724 - d_accuracy: 0.5741
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3291 - g_loss: 0.8755 - d_accuracy: 0.5709Epoch 243: D Accuracy = 0.5632
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3301 - g_loss: 0.8730 - d_accuracy: 0.5706
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3385 - g_loss: 0.8714 - d_accuracy: 0.5627Epoch 244: D Accuracy = 0.6034
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3377 - g_loss: 0.8715 - d_accuracy: 0.5642
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3278 - g_loss: 0.8779 - d_accuracy: 0.5681Epoch 245: D Accuracy = 0.5977
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3269 - g_loss: 0.8769 - d_accuracy: 0.5692
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3339 - g_loss: 0.8729 - d_accuracy: 0.5692Epoch 246: D Accuracy = 0.5920
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3337 - g_loss: 0.8722 - d_accuracy: 0.5700
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3363 - g_loss: 0.8749 - d_accuracy: 0.5684Epoch 247: D Accuracy = 0.5690
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3370 - g_loss: 0.8738 - d_accuracy: 0.5684
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3320 - g_loss: 0.8716 - d_accuracy: 0.5678Epoch 248: D Accuracy = 0.5230
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3317 - g_loss: 0.8721 - d_accuracy: 0.5662
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3303 - g_loss: 0.8780 - d_accuracy: 0.5682Epoch 249: D Accuracy = 0.5402
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3311 - g_loss: 0.8773 - d_accuracy: 0.5672
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3281 - g_loss: 0.8775 - d_accuracy: 0.5772Epoch 250: D Accuracy = 0.6149
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3274 - g_loss: 0.8775 - d_accuracy: 0.5785
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3331 - g_loss: 0.8757 - d_accuracy: 0.5672Epoch 251: D Accuracy = 0.5517
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3338 - g_loss: 0.8754 - d_accuracy: 0.5666
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3345 - g_loss: 0.8790 - d_accuracy: 0.5672Epoch 252: D Accuracy = 0.5057
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3338 - g_loss: 0.8824 - d_accuracy: 0.5650
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3330 - g_loss: 0.8742 - d_accuracy: 0.5694Epoch 253: D Accuracy = 0.6034
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3326 - g_loss: 0.8749 - d_accuracy: 0.5706
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3269 - g_loss: 0.8823 - d_accuracy: 0.5679Epoch 254: D Accuracy = 0.6264
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3245 - g_loss: 0.8840 - d_accuracy: 0.5700
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3341 - g_loss: 0.8786 - d_accuracy: 0.5674Epoch 255: D Accuracy = 0.5805
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3336 - g_loss: 0.8793 - d_accuracy: 0.5678
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3280 - g_loss: 0.8798 - d_accuracy: 0.5766Epoch 256: D Accuracy = 0.6034
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3265 - g_loss: 0.8811 - d_accuracy: 0.5776
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3312 - g_loss: 0.8780 - d_accuracy: 0.5705Epoch 257: D Accuracy = 0.5747
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3308 - g_loss: 0.8792 - d_accuracy: 0.5706
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3307 - g_loss: 0.8735 - d_accuracy: 0.5693Epoch 258: D Accuracy = 0.6092
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3316 - g_loss: 0.8718 - d_accuracy: 0.5707
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3330 - g_loss: 0.8776 - d_accuracy: 0.5690Epoch 259: D Accuracy = 0.5690
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3326 - g_loss: 0.8778 - d_accuracy: 0.5690
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3313 - g_loss: 0.8775 - d_accuracy: 0.5691Epoch 260: D Accuracy = 0.5575
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3316 - g_loss: 0.8766 - d_accuracy: 0.5687
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.8814 - d_accuracy: 0.5757Epoch 261: D Accuracy = 0.5287
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3263 - g_loss: 0.8836 - d_accuracy: 0.5740
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3381 - g_loss: 0.8686 - d_accuracy: 0.5658Epoch 262: D Accuracy = 0.5575
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3382 - g_loss: 0.8699 - d_accuracy: 0.5655
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.8780 - d_accuracy: 0.5747Epoch 263: D Accuracy = 0.5632
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3258 - g_loss: 0.8772 - d_accuracy: 0.5743
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3291 - g_loss: 0.8796 - d_accuracy: 0.5649Epoch 264: D Accuracy = 0.5575
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3292 - g_loss: 0.8805 - d_accuracy: 0.5647
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3317 - g_loss: 0.8746 - d_accuracy: 0.5666Epoch 265: D Accuracy = 0.5805
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3308 - g_loss: 0.8766 - d_accuracy: 0.5671
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3354 - g_loss: 0.8732 - d_accuracy: 0.5643Epoch 266: D Accuracy = 0.5920
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3344 - g_loss: 0.8748 - d_accuracy: 0.5653
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.8803 - d_accuracy: 0.5832Epoch 267: D Accuracy = 0.5977
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3264 - g_loss: 0.8798 - d_accuracy: 0.5837
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3254 - g_loss: 0.8799 - d_accuracy: 0.5828Epoch 268: D Accuracy = 0.5920
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3263 - g_loss: 0.8785 - d_accuracy: 0.5832
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3332 - g_loss: 0.8804 - d_accuracy: 0.5681Epoch 269: D Accuracy = 0.5460
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3330 - g_loss: 0.8838 - d_accuracy: 0.5673
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3349 - g_loss: 0.8721 - d_accuracy: 0.5665Epoch 270: D Accuracy = 0.5460
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3357 - g_loss: 0.8709 - d_accuracy: 0.5658
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3334 - g_loss: 0.8786 - d_accuracy: 0.5679Epoch 271: D Accuracy = 0.5000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3348 - g_loss: 0.8800 - d_accuracy: 0.5654
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3356 - g_loss: 0.8738 - d_accuracy: 0.5671Epoch 272: D Accuracy = 0.5862
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3358 - g_loss: 0.8728 - d_accuracy: 0.5678
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3270 - g_loss: 0.8856 - d_accuracy: 0.5764Epoch 273: D Accuracy = 0.5977
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3271 - g_loss: 0.8866 - d_accuracy: 0.5772
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3265 - g_loss: 0.8811 - d_accuracy: 0.5739Epoch 274: D Accuracy = 0.4828
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3287 - g_loss: 0.8797 - d_accuracy: 0.5706
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.8841 - d_accuracy: 0.5764Epoch 275: D Accuracy = 0.5402
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3257 - g_loss: 0.8833 - d_accuracy: 0.5751
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3216 - g_loss: 0.8864 - d_accuracy: 0.5772Epoch 276: D Accuracy = 0.5920
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3224 - g_loss: 0.8858 - d_accuracy: 0.5777
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3269 - g_loss: 0.8804 - d_accuracy: 0.5746Epoch 277: D Accuracy = 0.5345
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3280 - g_loss: 0.8818 - d_accuracy: 0.5732
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3376 - g_loss: 0.8701 - d_accuracy: 0.5644Epoch 278: D Accuracy = 0.5862
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3370 - g_loss: 0.8705 - d_accuracy: 0.5652
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3291 - g_loss: 0.8812 - d_accuracy: 0.5714Epoch 279: D Accuracy = 0.4943
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3297 - g_loss: 0.8792 - d_accuracy: 0.5686
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3300 - g_loss: 0.8812 - d_accuracy: 0.5723Epoch 280: D Accuracy = 0.6034
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3294 - g_loss: 0.8813 - d_accuracy: 0.5734
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8767 - d_accuracy: 0.5718Epoch 281: D Accuracy = 0.5977
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3283 - g_loss: 0.8778 - d_accuracy: 0.5727
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3268 - g_loss: 0.8812 - d_accuracy: 0.5774Epoch 282: D Accuracy = 0.5862
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3277 - g_loss: 0.8791 - d_accuracy: 0.5777
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.8767 - d_accuracy: 0.5721Epoch 283: D Accuracy = 0.5977
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3278 - g_loss: 0.8762 - d_accuracy: 0.5730
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3317 - g_loss: 0.8816 - d_accuracy: 0.5758Epoch 284: D Accuracy = 0.5230
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3328 - g_loss: 0.8816 - d_accuracy: 0.5739
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.8785 - d_accuracy: 0.5733Epoch 285: D Accuracy = 0.5690
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3249 - g_loss: 0.8786 - d_accuracy: 0.5731
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3300 - g_loss: 0.8813 - d_accuracy: 0.5679Epoch 286: D Accuracy = 0.5862
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3306 - g_loss: 0.8798 - d_accuracy: 0.5685
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3292 - g_loss: 0.8810 - d_accuracy: 0.5723Epoch 287: D Accuracy = 0.5575
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3290 - g_loss: 0.8831 - d_accuracy: 0.5718
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3329 - g_loss: 0.8724 - d_accuracy: 0.5694Epoch 288: D Accuracy = 0.6092
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3326 - g_loss: 0.8727 - d_accuracy: 0.5709
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3328 - g_loss: 0.8760 - d_accuracy: 0.5625Epoch 289: D Accuracy = 0.6207
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3317 - g_loss: 0.8766 - d_accuracy: 0.5646
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3224 - g_loss: 0.8851 - d_accuracy: 0.5788Epoch 290: D Accuracy = 0.6092
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3220 - g_loss: 0.8835 - d_accuracy: 0.5799
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8868 - d_accuracy: 0.5734Epoch 291: D Accuracy = 0.5517
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3293 - g_loss: 0.8889 - d_accuracy: 0.5726
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3225 - g_loss: 0.8843 - d_accuracy: 0.5742Epoch 292: D Accuracy = 0.6207
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3217 - g_loss: 0.8862 - d_accuracy: 0.5759
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3212 - g_loss: 0.8853 - d_accuracy: 0.5726Epoch 293: D Accuracy = 0.5000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3226 - g_loss: 0.8847 - d_accuracy: 0.5700
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3208 - g_loss: 0.8862 - d_accuracy: 0.5796Epoch 294: D Accuracy = 0.5517
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3215 - g_loss: 0.8863 - d_accuracy: 0.5786
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3259 - g_loss: 0.8816 - d_accuracy: 0.5738Epoch 295: D Accuracy = 0.5287
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3272 - g_loss: 0.8792 - d_accuracy: 0.5722
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3207 - g_loss: 0.8880 - d_accuracy: 0.5742Epoch 296: D Accuracy = 0.6092
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3188 - g_loss: 0.8892 - d_accuracy: 0.5755
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.8862 - d_accuracy: 0.5713Epoch 297: D Accuracy = 0.5747
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3240 - g_loss: 0.8900 - d_accuracy: 0.5715
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3237 - g_loss: 0.8853 - d_accuracy: 0.5809Epoch 298: D Accuracy = 0.5517
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3235 - g_loss: 0.8889 - d_accuracy: 0.5799
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3177 - g_loss: 0.8796 - d_accuracy: 0.5814Epoch 299: D Accuracy = 0.6034
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3168 - g_loss: 0.8784 - d_accuracy: 0.5822
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3215 - g_loss: 0.8959 - d_accuracy: 0.5730
Class 8 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.4828
27/27 [==============================] - 1s 42ms/step - d_loss: 1.3227 - g_loss: 0.8977 - d_accuracy: 0.5698
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3235 - g_loss: 0.8786 - d_accuracy: 0.5757Epoch 301: D Accuracy = 0.6609
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3208 - g_loss: 0.8789 - d_accuracy: 0.5787
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3210 - g_loss: 0.8875 - d_accuracy: 0.5768Epoch 302: D Accuracy = 0.5862
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3211 - g_loss: 0.8878 - d_accuracy: 0.5772
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3099 - g_loss: 0.8990 - d_accuracy: 0.5886Epoch 303: D Accuracy = 0.6379
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3089 - g_loss: 0.8992 - d_accuracy: 0.5903
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3251 - g_loss: 0.8862 - d_accuracy: 0.5787Epoch 304: D Accuracy = 0.5460
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3259 - g_loss: 0.8858 - d_accuracy: 0.5775
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3188 - g_loss: 0.8888 - d_accuracy: 0.5774Epoch 305: D Accuracy = 0.5345
27/27 [==============================] - 1s 42ms/step - d_loss: 1.3196 - g_loss: 0.8891 - d_accuracy: 0.5758
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3161 - g_loss: 0.8927 - d_accuracy: 0.5832Epoch 306: D Accuracy = 0.5862
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3155 - g_loss: 0.8956 - d_accuracy: 0.5833
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.8814 - d_accuracy: 0.5814Epoch 307: D Accuracy = 0.5230
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3253 - g_loss: 0.8802 - d_accuracy: 0.5793
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3265 - g_loss: 0.8873 - d_accuracy: 0.5735Epoch 308: D Accuracy = 0.5460
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3272 - g_loss: 0.8883 - d_accuracy: 0.5725
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3194 - g_loss: 0.8903 - d_accuracy: 0.5783Epoch 309: D Accuracy = 0.5057
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3213 - g_loss: 0.8897 - d_accuracy: 0.5757
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.8900 - d_accuracy: 0.5874Epoch 310: D Accuracy = 0.5517
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3163 - g_loss: 0.8920 - d_accuracy: 0.5861
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.8811 - d_accuracy: 0.5752Epoch 311: D Accuracy = 0.5575
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3283 - g_loss: 0.8807 - d_accuracy: 0.5746
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3265 - g_loss: 0.8884 - d_accuracy: 0.5713Epoch 312: D Accuracy = 0.5977
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3256 - g_loss: 0.8875 - d_accuracy: 0.5723
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3252 - g_loss: 0.8850 - d_accuracy: 0.5778Epoch 313: D Accuracy = 0.5172
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3269 - g_loss: 0.8811 - d_accuracy: 0.5756
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3205 - g_loss: 0.8890 - d_accuracy: 0.5781Epoch 314: D Accuracy = 0.5805
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3213 - g_loss: 0.8875 - d_accuracy: 0.5782
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3125 - g_loss: 0.8953 - d_accuracy: 0.5885Epoch 315: D Accuracy = 0.6092
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3122 - g_loss: 0.8940 - d_accuracy: 0.5893
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3117 - g_loss: 0.9007 - d_accuracy: 0.5830Epoch 316: D Accuracy = 0.6207
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3100 - g_loss: 0.9012 - d_accuracy: 0.5844
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3184 - g_loss: 0.8923 - d_accuracy: 0.5818Epoch 317: D Accuracy = 0.5517
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3186 - g_loss: 0.8932 - d_accuracy: 0.5807
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3220 - g_loss: 0.8864 - d_accuracy: 0.5763Epoch 318: D Accuracy = 0.5575
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3234 - g_loss: 0.8846 - d_accuracy: 0.5757
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8841 - d_accuracy: 0.5758Epoch 319: D Accuracy = 0.5977
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3274 - g_loss: 0.8844 - d_accuracy: 0.5766
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3195 - g_loss: 0.8874 - d_accuracy: 0.5823Epoch 320: D Accuracy = 0.5862
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3193 - g_loss: 0.8861 - d_accuracy: 0.5825
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3208 - g_loss: 0.8906 - d_accuracy: 0.5905Epoch 321: D Accuracy = 0.6322
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3200 - g_loss: 0.8892 - d_accuracy: 0.5920
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3097 - g_loss: 0.8947 - d_accuracy: 0.5895Epoch 322: D Accuracy = 0.5805
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3097 - g_loss: 0.8963 - d_accuracy: 0.5892
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.9021 - d_accuracy: 0.5888Epoch 323: D Accuracy = 0.5862
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3114 - g_loss: 0.9040 - d_accuracy: 0.5887
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3247 - g_loss: 0.8842 - d_accuracy: 0.5738Epoch 324: D Accuracy = 0.5632
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3251 - g_loss: 0.8879 - d_accuracy: 0.5734
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3230 - g_loss: 0.8875 - d_accuracy: 0.5746Epoch 325: D Accuracy = 0.5805
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3231 - g_loss: 0.8859 - d_accuracy: 0.5748
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3148 - g_loss: 0.8921 - d_accuracy: 0.5820Epoch 326: D Accuracy = 0.5805
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3159 - g_loss: 0.8896 - d_accuracy: 0.5819
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3227 - g_loss: 0.8907 - d_accuracy: 0.5677Epoch 327: D Accuracy = 0.5575
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3238 - g_loss: 0.8898 - d_accuracy: 0.5673
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3164 - g_loss: 0.8912 - d_accuracy: 0.5813Epoch 328: D Accuracy = 0.6609
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3143 - g_loss: 0.8915 - d_accuracy: 0.5842
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3097 - g_loss: 0.8977 - d_accuracy: 0.5915Epoch 329: D Accuracy = 0.5690
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3096 - g_loss: 0.8976 - d_accuracy: 0.5907
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.8955 - d_accuracy: 0.5792Epoch 330: D Accuracy = 0.4655
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3190 - g_loss: 0.8965 - d_accuracy: 0.5751
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3115 - g_loss: 0.8937 - d_accuracy: 0.5897Epoch 331: D Accuracy = 0.6379
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3100 - g_loss: 0.8943 - d_accuracy: 0.5915
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3077 - g_loss: 0.8942 - d_accuracy: 0.5973Epoch 332: D Accuracy = 0.5920
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3071 - g_loss: 0.8925 - d_accuracy: 0.5971
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3194 - g_loss: 0.8958 - d_accuracy: 0.5758Epoch 333: D Accuracy = 0.5977
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3187 - g_loss: 0.8961 - d_accuracy: 0.5766
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3056 - g_loss: 0.8962 - d_accuracy: 0.5950Epoch 334: D Accuracy = 0.6034
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3061 - g_loss: 0.8960 - d_accuracy: 0.5953
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3141 - g_loss: 0.8994 - d_accuracy: 0.5875Epoch 335: D Accuracy = 0.6034
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3137 - g_loss: 0.8987 - d_accuracy: 0.5880
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3175 - g_loss: 0.8904 - d_accuracy: 0.5866Epoch 336: D Accuracy = 0.5575
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3193 - g_loss: 0.8879 - d_accuracy: 0.5856
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3073 - g_loss: 0.9027 - d_accuracy: 0.5899Epoch 337: D Accuracy = 0.5805
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3079 - g_loss: 0.9026 - d_accuracy: 0.5896
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3114 - g_loss: 0.8984 - d_accuracy: 0.5864Epoch 338: D Accuracy = 0.5920
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3115 - g_loss: 0.9012 - d_accuracy: 0.5866
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3167 - g_loss: 0.8900 - d_accuracy: 0.5838Epoch 339: D Accuracy = 0.6149
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3150 - g_loss: 0.8905 - d_accuracy: 0.5849
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.8973 - d_accuracy: 0.5866Epoch 340: D Accuracy = 0.4713
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3214 - g_loss: 0.8945 - d_accuracy: 0.5825
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3174 - g_loss: 0.8909 - d_accuracy: 0.5776Epoch 341: D Accuracy = 0.5172
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3191 - g_loss: 0.8914 - d_accuracy: 0.5755
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3072 - g_loss: 0.9037 - d_accuracy: 0.5915Epoch 342: D Accuracy = 0.5632
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3078 - g_loss: 0.9056 - d_accuracy: 0.5905
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3004 - g_loss: 0.9025 - d_accuracy: 0.5998Epoch 343: D Accuracy = 0.5920
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3004 - g_loss: 0.9028 - d_accuracy: 0.5995
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3128 - g_loss: 0.8965 - d_accuracy: 0.5855Epoch 344: D Accuracy = 0.5747
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3120 - g_loss: 0.8970 - d_accuracy: 0.5851
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3103 - g_loss: 0.8983 - d_accuracy: 0.5908Epoch 345: D Accuracy = 0.6322
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3097 - g_loss: 0.8962 - d_accuracy: 0.5923
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3071 - g_loss: 0.9004 - d_accuracy: 0.5917Epoch 346: D Accuracy = 0.6207
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3056 - g_loss: 0.9024 - d_accuracy: 0.5927
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3067 - g_loss: 0.9019 - d_accuracy: 0.5915Epoch 347: D Accuracy = 0.6437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3066 - g_loss: 0.9027 - d_accuracy: 0.5934
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3115 - g_loss: 0.9012 - d_accuracy: 0.5882Epoch 348: D Accuracy = 0.5690
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3120 - g_loss: 0.9016 - d_accuracy: 0.5875
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3162 - g_loss: 0.8939 - d_accuracy: 0.5859Epoch 349: D Accuracy = 0.6034
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3169 - g_loss: 0.8899 - d_accuracy: 0.5865
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3032 - g_loss: 0.9088 - d_accuracy: 0.5987Epoch 350: D Accuracy = 0.6149
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3031 - g_loss: 0.9088 - d_accuracy: 0.5993
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3150 - g_loss: 0.8956 - d_accuracy: 0.5804Epoch 351: D Accuracy = 0.6322
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3125 - g_loss: 0.8990 - d_accuracy: 0.5823
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3104 - g_loss: 0.9002 - d_accuracy: 0.5955Epoch 352: D Accuracy = 0.6207
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3103 - g_loss: 0.9018 - d_accuracy: 0.5964
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3100 - g_loss: 0.9027 - d_accuracy: 0.5923Epoch 353: D Accuracy = 0.6092
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3105 - g_loss: 0.9007 - d_accuracy: 0.5929
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3101 - g_loss: 0.9033 - d_accuracy: 0.5895Epoch 354: D Accuracy = 0.5920
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3098 - g_loss: 0.9043 - d_accuracy: 0.5896
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3146 - g_loss: 0.8979 - d_accuracy: 0.5828Epoch 355: D Accuracy = 0.5517
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3166 - g_loss: 0.8996 - d_accuracy: 0.5817
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3079 - g_loss: 0.8980 - d_accuracy: 0.5930Epoch 356: D Accuracy = 0.5920
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3076 - g_loss: 0.8993 - d_accuracy: 0.5929
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2952 - g_loss: 0.9109 - d_accuracy: 0.6025Epoch 357: D Accuracy = 0.5517
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2962 - g_loss: 0.9093 - d_accuracy: 0.6007
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3004 - g_loss: 0.9130 - d_accuracy: 0.5974Epoch 358: D Accuracy = 0.6609
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3003 - g_loss: 0.9118 - d_accuracy: 0.5997
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3060 - g_loss: 0.9081 - d_accuracy: 0.5952Epoch 359: D Accuracy = 0.5575
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3069 - g_loss: 0.9076 - d_accuracy: 0.5938
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3076 - g_loss: 0.9056 - d_accuracy: 0.5918Epoch 360: D Accuracy = 0.6322
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3063 - g_loss: 0.9053 - d_accuracy: 0.5933
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3120 - g_loss: 0.8978 - d_accuracy: 0.5895Epoch 361: D Accuracy = 0.5115
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3124 - g_loss: 0.8975 - d_accuracy: 0.5868
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2971 - g_loss: 0.9091 - d_accuracy: 0.6055Epoch 362: D Accuracy = 0.6724
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2955 - g_loss: 0.9093 - d_accuracy: 0.6079
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3097 - g_loss: 0.9052 - d_accuracy: 0.5956Epoch 363: D Accuracy = 0.6437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3085 - g_loss: 0.9045 - d_accuracy: 0.5973
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3012 - g_loss: 0.9109 - d_accuracy: 0.5969Epoch 364: D Accuracy = 0.6322
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3009 - g_loss: 0.9109 - d_accuracy: 0.5982
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3023 - g_loss: 0.9055 - d_accuracy: 0.6018Epoch 365: D Accuracy = 0.6149
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3039 - g_loss: 0.9021 - d_accuracy: 0.6022
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3010 - g_loss: 0.9052 - d_accuracy: 0.6039Epoch 366: D Accuracy = 0.6379
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2997 - g_loss: 0.9058 - d_accuracy: 0.6051
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3095 - g_loss: 0.9013 - d_accuracy: 0.5965Epoch 367: D Accuracy = 0.6322
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3094 - g_loss: 0.8992 - d_accuracy: 0.5978
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2947 - g_loss: 0.9155 - d_accuracy: 0.6010Epoch 368: D Accuracy = 0.6149
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2941 - g_loss: 0.9157 - d_accuracy: 0.6015
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2967 - g_loss: 0.9174 - d_accuracy: 0.6025Epoch 369: D Accuracy = 0.5402
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2983 - g_loss: 0.9173 - d_accuracy: 0.6003
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3100 - g_loss: 0.9041 - d_accuracy: 0.5834Epoch 370: D Accuracy = 0.7011
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3081 - g_loss: 0.9034 - d_accuracy: 0.5876
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3039 - g_loss: 0.9098 - d_accuracy: 0.5921Epoch 371: D Accuracy = 0.6149
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3029 - g_loss: 0.9114 - d_accuracy: 0.5929
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3054 - g_loss: 0.9107 - d_accuracy: 0.5940Epoch 372: D Accuracy = 0.5977
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3053 - g_loss: 0.9126 - d_accuracy: 0.5942
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3046 - g_loss: 0.9065 - d_accuracy: 0.5944Epoch 373: D Accuracy = 0.6264
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3040 - g_loss: 0.9069 - d_accuracy: 0.5955
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3008 - g_loss: 0.9104 - d_accuracy: 0.5986Epoch 374: D Accuracy = 0.5632
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3017 - g_loss: 0.9106 - d_accuracy: 0.5973
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3048 - g_loss: 0.9074 - d_accuracy: 0.5987Epoch 375: D Accuracy = 0.5172
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3057 - g_loss: 0.9071 - d_accuracy: 0.5958
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3038 - g_loss: 0.9068 - d_accuracy: 0.5917Epoch 376: D Accuracy = 0.5230
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3060 - g_loss: 0.9057 - d_accuracy: 0.5893
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3027 - g_loss: 0.9039 - d_accuracy: 0.5925Epoch 377: D Accuracy = 0.5862
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3022 - g_loss: 0.9063 - d_accuracy: 0.5922
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3008 - g_loss: 0.9132 - d_accuracy: 0.5941Epoch 378: D Accuracy = 0.5517
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3030 - g_loss: 0.9133 - d_accuracy: 0.5926
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3008 - g_loss: 0.9136 - d_accuracy: 0.5998Epoch 379: D Accuracy = 0.6207
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2986 - g_loss: 0.9203 - d_accuracy: 0.6006
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9078 - d_accuracy: 0.6105Epoch 380: D Accuracy = 0.5862
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2986 - g_loss: 0.9083 - d_accuracy: 0.6097
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3046 - g_loss: 0.9120 - d_accuracy: 0.5883Epoch 381: D Accuracy = 0.5402
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3052 - g_loss: 0.9116 - d_accuracy: 0.5866
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3061 - g_loss: 0.9071 - d_accuracy: 0.5947Epoch 382: D Accuracy = 0.5517
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3082 - g_loss: 0.9048 - d_accuracy: 0.5931
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2888 - g_loss: 0.9194 - d_accuracy: 0.6193Epoch 383: D Accuracy = 0.7011
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2865 - g_loss: 0.9178 - d_accuracy: 0.6222
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3053 - g_loss: 0.9177 - d_accuracy: 0.5904Epoch 384: D Accuracy = 0.5632
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3060 - g_loss: 0.9217 - d_accuracy: 0.5895
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3043 - g_loss: 0.9050 - d_accuracy: 0.5970Epoch 385: D Accuracy = 0.6034
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3043 - g_loss: 0.9037 - d_accuracy: 0.5972
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3067 - g_loss: 0.9117 - d_accuracy: 0.5900Epoch 386: D Accuracy = 0.5287
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3069 - g_loss: 0.9158 - d_accuracy: 0.5879
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2899 - g_loss: 0.9212 - d_accuracy: 0.6077Epoch 387: D Accuracy = 0.5690
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2900 - g_loss: 0.9211 - d_accuracy: 0.6063
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3043 - g_loss: 0.9166 - d_accuracy: 0.5944Epoch 388: D Accuracy = 0.5517
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3053 - g_loss: 0.9211 - d_accuracy: 0.5928
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2989 - g_loss: 0.9131 - d_accuracy: 0.6053Epoch 389: D Accuracy = 0.5977
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3005 - g_loss: 0.9103 - d_accuracy: 0.6051
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2926 - g_loss: 0.9206 - d_accuracy: 0.6027Epoch 390: D Accuracy = 0.5460
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2944 - g_loss: 0.9247 - d_accuracy: 0.6007
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3029 - g_loss: 0.9202 - d_accuracy: 0.5901Epoch 391: D Accuracy = 0.6092
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3034 - g_loss: 0.9204 - d_accuracy: 0.5908
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3054 - g_loss: 0.9093 - d_accuracy: 0.5982Epoch 392: D Accuracy = 0.6149
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3048 - g_loss: 0.9094 - d_accuracy: 0.5988
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2994 - g_loss: 0.9137 - d_accuracy: 0.6048Epoch 393: D Accuracy = 0.5172
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3021 - g_loss: 0.9137 - d_accuracy: 0.6017
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2979 - g_loss: 0.9171 - d_accuracy: 0.5934Epoch 394: D Accuracy = 0.6782
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2953 - g_loss: 0.9206 - d_accuracy: 0.5964
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3014 - g_loss: 0.9117 - d_accuracy: 0.5898Epoch 395: D Accuracy = 0.6149
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3006 - g_loss: 0.9155 - d_accuracy: 0.5907
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2921 - g_loss: 0.9186 - d_accuracy: 0.6049Epoch 396: D Accuracy = 0.5977
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2923 - g_loss: 0.9164 - d_accuracy: 0.6046
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2972 - g_loss: 0.9198 - d_accuracy: 0.5969Epoch 397: D Accuracy = 0.7069
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2938 - g_loss: 0.9201 - d_accuracy: 0.6009
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2999 - g_loss: 0.9139 - d_accuracy: 0.5949Epoch 398: D Accuracy = 0.5460
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3012 - g_loss: 0.9149 - d_accuracy: 0.5931
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2861 - g_loss: 0.9231 - d_accuracy: 0.6127Epoch 399: D Accuracy = 0.5517
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2869 - g_loss: 0.9245 - d_accuracy: 0.6106
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2909 - g_loss: 0.9238 - d_accuracy: 0.6034
Class 8 — Epoch 400 preview:
No description has been provided for this image
Epoch 400: D Accuracy = 0.6092
27/27 [==============================] - 1s 40ms/step - d_loss: 1.2903 - g_loss: 0.9256 - d_accuracy: 0.6036
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2868 - g_loss: 0.9218 - d_accuracy: 0.6171Epoch 401: D Accuracy = 0.6782
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2857 - g_loss: 0.9212 - d_accuracy: 0.6193
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2878 - g_loss: 0.9233 - d_accuracy: 0.6046Epoch 402: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2860 - g_loss: 0.9259 - d_accuracy: 0.6068
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3053 - g_loss: 0.9172 - d_accuracy: 0.5927Epoch 403: D Accuracy = 0.5862
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3040 - g_loss: 0.9199 - d_accuracy: 0.5925
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2934 - g_loss: 0.9172 - d_accuracy: 0.6033Epoch 404: D Accuracy = 0.5977
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2926 - g_loss: 0.9188 - d_accuracy: 0.6031
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2873 - g_loss: 0.9218 - d_accuracy: 0.6091Epoch 405: D Accuracy = 0.6207
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2867 - g_loss: 0.9204 - d_accuracy: 0.6095
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2898 - g_loss: 0.9303 - d_accuracy: 0.6084Epoch 406: D Accuracy = 0.5632
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2903 - g_loss: 0.9332 - d_accuracy: 0.6068
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2913 - g_loss: 0.9225 - d_accuracy: 0.6072Epoch 407: D Accuracy = 0.6379
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2898 - g_loss: 0.9226 - d_accuracy: 0.6083
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2948 - g_loss: 0.9191 - d_accuracy: 0.5982Epoch 408: D Accuracy = 0.5345
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2955 - g_loss: 0.9196 - d_accuracy: 0.5959
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2857 - g_loss: 0.9301 - d_accuracy: 0.6114Epoch 409: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2839 - g_loss: 0.9318 - d_accuracy: 0.6133
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2877 - g_loss: 0.9280 - d_accuracy: 0.6075Epoch 410: D Accuracy = 0.6494
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2851 - g_loss: 0.9321 - d_accuracy: 0.6090
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9296 - d_accuracy: 0.6109Epoch 411: D Accuracy = 0.5517
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2905 - g_loss: 0.9294 - d_accuracy: 0.6087
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9293 - d_accuracy: 0.6055Epoch 412: D Accuracy = 0.5977
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2885 - g_loss: 0.9347 - d_accuracy: 0.6052
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2912 - g_loss: 0.9249 - d_accuracy: 0.6068Epoch 413: D Accuracy = 0.5402
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2930 - g_loss: 0.9269 - d_accuracy: 0.6044
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2832 - g_loss: 0.9337 - d_accuracy: 0.6153Epoch 414: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2804 - g_loss: 0.9348 - d_accuracy: 0.6171
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2860 - g_loss: 0.9213 - d_accuracy: 0.6142Epoch 415: D Accuracy = 0.6494
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2864 - g_loss: 0.9175 - d_accuracy: 0.6154
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2935 - g_loss: 0.9228 - d_accuracy: 0.6019Epoch 416: D Accuracy = 0.5977
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2938 - g_loss: 0.9206 - d_accuracy: 0.6017
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2921 - g_loss: 0.9331 - d_accuracy: 0.6028Epoch 417: D Accuracy = 0.6264
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2906 - g_loss: 0.9370 - d_accuracy: 0.6036
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2847 - g_loss: 0.9252 - d_accuracy: 0.6145Epoch 418: D Accuracy = 0.6839
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2822 - g_loss: 0.9246 - d_accuracy: 0.6169
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2935 - g_loss: 0.9234 - d_accuracy: 0.6026Epoch 419: D Accuracy = 0.6034
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2954 - g_loss: 0.9194 - d_accuracy: 0.6027
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2887 - g_loss: 0.9360 - d_accuracy: 0.6143Epoch 420: D Accuracy = 0.6092
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2880 - g_loss: 0.9393 - d_accuracy: 0.6141
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2854 - g_loss: 0.9323 - d_accuracy: 0.6118Epoch 421: D Accuracy = 0.5977
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2871 - g_loss: 0.9331 - d_accuracy: 0.6113
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2872 - g_loss: 0.9258 - d_accuracy: 0.6155Epoch 422: D Accuracy = 0.6494
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2868 - g_loss: 0.9263 - d_accuracy: 0.6167
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2856 - g_loss: 0.9286 - d_accuracy: 0.6128Epoch 423: D Accuracy = 0.5920
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2859 - g_loss: 0.9285 - d_accuracy: 0.6120
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2874 - g_loss: 0.9336 - d_accuracy: 0.6043Epoch 424: D Accuracy = 0.6092
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2884 - g_loss: 0.9317 - d_accuracy: 0.6045
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2891 - g_loss: 0.9256 - d_accuracy: 0.6049Epoch 425: D Accuracy = 0.6839
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2873 - g_loss: 0.9249 - d_accuracy: 0.6077
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2875 - g_loss: 0.9343 - d_accuracy: 0.6101Epoch 426: D Accuracy = 0.6092
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2865 - g_loss: 0.9387 - d_accuracy: 0.6101
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2893 - g_loss: 0.9250 - d_accuracy: 0.6140Epoch 427: D Accuracy = 0.5345
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2920 - g_loss: 0.9241 - d_accuracy: 0.6111
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2805 - g_loss: 0.9324 - d_accuracy: 0.6165Epoch 428: D Accuracy = 0.6264
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2810 - g_loss: 0.9342 - d_accuracy: 0.6169
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2782 - g_loss: 0.9457 - d_accuracy: 0.6167Epoch 429: D Accuracy = 0.6149
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2781 - g_loss: 0.9472 - d_accuracy: 0.6166
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2786 - g_loss: 0.9386 - d_accuracy: 0.6172Epoch 430: D Accuracy = 0.5747
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2803 - g_loss: 0.9375 - d_accuracy: 0.6157
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2907 - g_loss: 0.9268 - d_accuracy: 0.6086Epoch 431: D Accuracy = 0.6379
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2904 - g_loss: 0.9258 - d_accuracy: 0.6096
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2748 - g_loss: 0.9421 - d_accuracy: 0.6202Epoch 432: D Accuracy = 0.5690
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2747 - g_loss: 0.9451 - d_accuracy: 0.6183
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2730 - g_loss: 0.9409 - d_accuracy: 0.6308Epoch 433: D Accuracy = 0.6724
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2714 - g_loss: 0.9406 - d_accuracy: 0.6323
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2919 - g_loss: 0.9313 - d_accuracy: 0.5970Epoch 434: D Accuracy = 0.5690
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2929 - g_loss: 0.9311 - d_accuracy: 0.5960
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2841 - g_loss: 0.9332 - d_accuracy: 0.6152Epoch 435: D Accuracy = 0.4943
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2879 - g_loss: 0.9284 - d_accuracy: 0.6109
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2884 - g_loss: 0.9277 - d_accuracy: 0.6123Epoch 436: D Accuracy = 0.6494
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2869 - g_loss: 0.9272 - d_accuracy: 0.6136
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2823 - g_loss: 0.9359 - d_accuracy: 0.6132Epoch 437: D Accuracy = 0.6264
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2820 - g_loss: 0.9350 - d_accuracy: 0.6137
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2746 - g_loss: 0.9415 - d_accuracy: 0.6197Epoch 438: D Accuracy = 0.6609
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2737 - g_loss: 0.9403 - d_accuracy: 0.6211
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2848 - g_loss: 0.9395 - d_accuracy: 0.6094Epoch 439: D Accuracy = 0.6379
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2834 - g_loss: 0.9397 - d_accuracy: 0.6104
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2828 - g_loss: 0.9406 - d_accuracy: 0.6106Epoch 440: D Accuracy = 0.6437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2829 - g_loss: 0.9396 - d_accuracy: 0.6118
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2842 - g_loss: 0.9350 - d_accuracy: 0.6110Epoch 441: D Accuracy = 0.6092
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2837 - g_loss: 0.9369 - d_accuracy: 0.6109
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2937 - g_loss: 0.9244 - d_accuracy: 0.6037Epoch 442: D Accuracy = 0.5977
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2926 - g_loss: 0.9271 - d_accuracy: 0.6035
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2810 - g_loss: 0.9343 - d_accuracy: 0.6153Epoch 443: D Accuracy = 0.6092
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2806 - g_loss: 0.9369 - d_accuracy: 0.6151
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2791 - g_loss: 0.9392 - d_accuracy: 0.6150Epoch 444: D Accuracy = 0.5805
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2794 - g_loss: 0.9420 - d_accuracy: 0.6137
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2905 - g_loss: 0.9362 - d_accuracy: 0.6051Epoch 445: D Accuracy = 0.5460
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2925 - g_loss: 0.9377 - d_accuracy: 0.6030
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9293 - d_accuracy: 0.6163Epoch 446: D Accuracy = 0.6609
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2879 - g_loss: 0.9321 - d_accuracy: 0.6179
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2912 - g_loss: 0.9336 - d_accuracy: 0.6082Epoch 447: D Accuracy = 0.5000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2937 - g_loss: 0.9326 - d_accuracy: 0.6044
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2789 - g_loss: 0.9394 - d_accuracy: 0.6179Epoch 448: D Accuracy = 0.6494
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2786 - g_loss: 0.9384 - d_accuracy: 0.6191
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2733 - g_loss: 0.9466 - d_accuracy: 0.6148Epoch 449: D Accuracy = 0.6322
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2720 - g_loss: 0.9477 - d_accuracy: 0.6155
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2668 - g_loss: 0.9561 - d_accuracy: 0.6290Epoch 450: D Accuracy = 0.6437
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2640 - g_loss: 0.9623 - d_accuracy: 0.6295
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9428 - d_accuracy: 0.6121Epoch 451: D Accuracy = 0.5747
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2790 - g_loss: 0.9424 - d_accuracy: 0.6108
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2687 - g_loss: 0.9480 - d_accuracy: 0.6287Epoch 452: D Accuracy = 0.6552
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2675 - g_loss: 0.9494 - d_accuracy: 0.6297
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2897 - g_loss: 0.9279 - d_accuracy: 0.6026Epoch 453: D Accuracy = 0.6092
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2912 - g_loss: 0.9254 - d_accuracy: 0.6028
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2784 - g_loss: 0.9424 - d_accuracy: 0.6149Epoch 454: D Accuracy = 0.6264
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2787 - g_loss: 0.9393 - d_accuracy: 0.6153
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2700 - g_loss: 0.9430 - d_accuracy: 0.6279Epoch 455: D Accuracy = 0.6264
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2705 - g_loss: 0.9407 - d_accuracy: 0.6279
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2783 - g_loss: 0.9373 - d_accuracy: 0.6208Epoch 456: D Accuracy = 0.6552
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2784 - g_loss: 0.9337 - d_accuracy: 0.6220
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2748 - g_loss: 0.9460 - d_accuracy: 0.6233Epoch 457: D Accuracy = 0.7069
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2737 - g_loss: 0.9426 - d_accuracy: 0.6262
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2703 - g_loss: 0.9521 - d_accuracy: 0.6276Epoch 458: D Accuracy = 0.6092
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2703 - g_loss: 0.9521 - d_accuracy: 0.6269
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2734 - g_loss: 0.9468 - d_accuracy: 0.6228Epoch 459: D Accuracy = 0.5862
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2761 - g_loss: 0.9485 - d_accuracy: 0.6215
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2825 - g_loss: 0.9448 - d_accuracy: 0.6133Epoch 460: D Accuracy = 0.6609
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2810 - g_loss: 0.9451 - d_accuracy: 0.6150
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2761 - g_loss: 0.9516 - d_accuracy: 0.6204Epoch 461: D Accuracy = 0.5747
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2779 - g_loss: 0.9476 - d_accuracy: 0.6188
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2739 - g_loss: 0.9458 - d_accuracy: 0.6313Epoch 462: D Accuracy = 0.6494
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2745 - g_loss: 0.9456 - d_accuracy: 0.6319
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2662 - g_loss: 0.9542 - d_accuracy: 0.6321Epoch 463: D Accuracy = 0.6494
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2646 - g_loss: 0.9574 - d_accuracy: 0.6327
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2676 - g_loss: 0.9480 - d_accuracy: 0.6278Epoch 464: D Accuracy = 0.6724
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2654 - g_loss: 0.9487 - d_accuracy: 0.6294
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2669 - g_loss: 0.9528 - d_accuracy: 0.6292Epoch 465: D Accuracy = 0.5287
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2698 - g_loss: 0.9502 - d_accuracy: 0.6257
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9448 - d_accuracy: 0.6189Epoch 466: D Accuracy = 0.5862
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2751 - g_loss: 0.9428 - d_accuracy: 0.6178
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2739 - g_loss: 0.9460 - d_accuracy: 0.6204Epoch 467: D Accuracy = 0.5517
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2769 - g_loss: 0.9423 - d_accuracy: 0.6180
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2710 - g_loss: 0.9495 - d_accuracy: 0.6163Epoch 468: D Accuracy = 0.6667
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2682 - g_loss: 0.9514 - d_accuracy: 0.6181
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2739 - g_loss: 0.9492 - d_accuracy: 0.6169Epoch 469: D Accuracy = 0.5862
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2755 - g_loss: 0.9502 - d_accuracy: 0.6158
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2785 - g_loss: 0.9508 - d_accuracy: 0.6117Epoch 470: D Accuracy = 0.6322
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2777 - g_loss: 0.9544 - d_accuracy: 0.6124
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2748 - g_loss: 0.9448 - d_accuracy: 0.6189Epoch 471: D Accuracy = 0.7069
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2727 - g_loss: 0.9440 - d_accuracy: 0.6221
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2750 - g_loss: 0.9462 - d_accuracy: 0.6152Epoch 472: D Accuracy = 0.5920
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2758 - g_loss: 0.9467 - d_accuracy: 0.6144
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2624 - g_loss: 0.9556 - d_accuracy: 0.6282Epoch 473: D Accuracy = 0.7069
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2597 - g_loss: 0.9552 - d_accuracy: 0.6310
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2525 - g_loss: 0.9695 - d_accuracy: 0.6325Epoch 474: D Accuracy = 0.6207
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2518 - g_loss: 0.9711 - d_accuracy: 0.6321
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2572 - g_loss: 0.9628 - d_accuracy: 0.6349Epoch 475: D Accuracy = 0.7126
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2554 - g_loss: 0.9621 - d_accuracy: 0.6377
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2660 - g_loss: 0.9622 - d_accuracy: 0.6276Epoch 476: D Accuracy = 0.6092
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2657 - g_loss: 0.9666 - d_accuracy: 0.6269
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2628 - g_loss: 0.9612 - d_accuracy: 0.6277Epoch 477: D Accuracy = 0.6897
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2607 - g_loss: 0.9623 - d_accuracy: 0.6299
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2682 - g_loss: 0.9523 - d_accuracy: 0.6305Epoch 478: D Accuracy = 0.6379
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2682 - g_loss: 0.9537 - d_accuracy: 0.6308
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 0.9496 - d_accuracy: 0.6223Epoch 479: D Accuracy = 0.5920
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2645 - g_loss: 0.9479 - d_accuracy: 0.6212
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2624 - g_loss: 0.9641 - d_accuracy: 0.6250Epoch 480: D Accuracy = 0.5517
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2644 - g_loss: 0.9641 - d_accuracy: 0.6224
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2617 - g_loss: 0.9622 - d_accuracy: 0.6296Epoch 481: D Accuracy = 0.6034
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2631 - g_loss: 0.9645 - d_accuracy: 0.6286
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2751 - g_loss: 0.9517 - d_accuracy: 0.6201Epoch 482: D Accuracy = 0.5977
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2759 - g_loss: 0.9524 - d_accuracy: 0.6193
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2638 - g_loss: 0.9577 - d_accuracy: 0.6319Epoch 483: D Accuracy = 0.6264
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2649 - g_loss: 0.9540 - d_accuracy: 0.6317
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2593 - g_loss: 0.9645 - d_accuracy: 0.6348Epoch 484: D Accuracy = 0.6149
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2608 - g_loss: 0.9622 - d_accuracy: 0.6340
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2582 - g_loss: 0.9638 - d_accuracy: 0.6327Epoch 485: D Accuracy = 0.6954
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2559 - g_loss: 0.9671 - d_accuracy: 0.6349
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2700 - g_loss: 0.9533 - d_accuracy: 0.6230Epoch 486: D Accuracy = 0.6264
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2701 - g_loss: 0.9549 - d_accuracy: 0.6231
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2666 - g_loss: 0.9605 - d_accuracy: 0.6201Epoch 487: D Accuracy = 0.6092
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2676 - g_loss: 0.9620 - d_accuracy: 0.6197
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2524 - g_loss: 0.9740 - d_accuracy: 0.6416Epoch 488: D Accuracy = 0.5805
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2548 - g_loss: 0.9750 - d_accuracy: 0.6394
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2707 - g_loss: 0.9522 - d_accuracy: 0.6266Epoch 489: D Accuracy = 0.6264
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2709 - g_loss: 0.9513 - d_accuracy: 0.6266
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9612 - d_accuracy: 0.6337Epoch 490: D Accuracy = 0.5517
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2631 - g_loss: 0.9636 - d_accuracy: 0.6308
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2558 - g_loss: 0.9675 - d_accuracy: 0.6363Epoch 491: D Accuracy = 0.6207
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2559 - g_loss: 0.9685 - d_accuracy: 0.6357
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2650 - g_loss: 0.9550 - d_accuracy: 0.6269Epoch 492: D Accuracy = 0.6494
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2646 - g_loss: 0.9522 - d_accuracy: 0.6277
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2693 - g_loss: 0.9624 - d_accuracy: 0.6172Epoch 493: D Accuracy = 0.6322
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2689 - g_loss: 0.9603 - d_accuracy: 0.6177
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2553 - g_loss: 0.9654 - d_accuracy: 0.6366Epoch 494: D Accuracy = 0.6494
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2560 - g_loss: 0.9608 - d_accuracy: 0.6371
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2600 - g_loss: 0.9686 - d_accuracy: 0.6303Epoch 495: D Accuracy = 0.6264
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2606 - g_loss: 0.9662 - d_accuracy: 0.6301
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2672 - g_loss: 0.9684 - d_accuracy: 0.6187Epoch 496: D Accuracy = 0.6552
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2657 - g_loss: 0.9672 - d_accuracy: 0.6200
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2692 - g_loss: 0.9608 - d_accuracy: 0.6291Epoch 497: D Accuracy = 0.6724
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2700 - g_loss: 0.9582 - d_accuracy: 0.6306
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2627 - g_loss: 0.9728 - d_accuracy: 0.6333Epoch 498: D Accuracy = 0.5805
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2634 - g_loss: 0.9755 - d_accuracy: 0.6314
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 0.9618 - d_accuracy: 0.6173Epoch 499: D Accuracy = 0.5920
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2718 - g_loss: 0.9591 - d_accuracy: 0.6164
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2472 - g_loss: 0.9813 - d_accuracy: 0.6389
Class 8 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.5977
27/27 [==============================] - 1s 50ms/step - d_loss: 1.2479 - g_loss: 0.9816 - d_accuracy: 0.6374
Training DCGAN for class 9...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.5094 - g_loss: 0.8451 - d_accuracy: 0.5242WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0168s vs `on_train_batch_end` time: 0.0187s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 1.2721 - g_loss: 1.0496 - d_accuracy: 0.6658
Epoch 1: Generator loss improved from inf to 1.1904. Saving weights.
Epoch 1: D Accuracy = 0.7432
27/27 [==============================] - 2s 35ms/step - d_loss: 1.2687 - g_loss: 1.0547 - d_accuracy: 0.6686
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3375 - g_loss: 1.0460 - d_accuracy: 0.6454
Epoch 2: Generator loss improved from 1.1904 to 0.9706. Saving weights.
Epoch 2: D Accuracy = 0.5541
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3389 - g_loss: 1.0433 - d_accuracy: 0.6421
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3889 - g_loss: 0.9233 - d_accuracy: 0.5697
Epoch 3: Generator loss improved from 0.9706 to 0.8154. Saving weights.
Epoch 3: D Accuracy = 0.5541
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3909 - g_loss: 0.9194 - d_accuracy: 0.5692
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4236 - g_loss: 0.8502 - d_accuracy: 0.5203
Epoch 4: Generator loss improved from 0.8154 to 0.7850. Saving weights.
Epoch 4: D Accuracy = 0.4865
27/27 [==============================] - 1s 35ms/step - d_loss: 1.4225 - g_loss: 0.8478 - d_accuracy: 0.5191
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3832 - g_loss: 0.8676 - d_accuracy: 0.5548Epoch 5: D Accuracy = 0.4730
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3836 - g_loss: 0.8682 - d_accuracy: 0.5519
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4111 - g_loss: 0.8384 - d_accuracy: 0.5197Epoch 6: D Accuracy = 0.5135
27/27 [==============================] - 1s 34ms/step - d_loss: 1.4124 - g_loss: 0.8371 - d_accuracy: 0.5195
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3887 - g_loss: 0.8318 - d_accuracy: 0.5309Epoch 7: D Accuracy = 0.5270
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3876 - g_loss: 0.8317 - d_accuracy: 0.5308
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3825 - g_loss: 0.8310 - d_accuracy: 0.5403Epoch 8: D Accuracy = 0.5405
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3820 - g_loss: 0.8307 - d_accuracy: 0.5403
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3742 - g_loss: 0.8380 - d_accuracy: 0.5304Epoch 9: D Accuracy = 0.5000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3735 - g_loss: 0.8385 - d_accuracy: 0.5293
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3737 - g_loss: 0.8304 - d_accuracy: 0.5347Epoch 10: D Accuracy = 0.5270
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3736 - g_loss: 0.8288 - d_accuracy: 0.5344
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3729 - g_loss: 0.8297 - d_accuracy: 0.5404Epoch 11: D Accuracy = 0.5405
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3707 - g_loss: 0.8301 - d_accuracy: 0.5404
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3609 - g_loss: 0.8314 - d_accuracy: 0.5465Epoch 12: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3600 - g_loss: 0.8312 - d_accuracy: 0.5491
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3599 - g_loss: 0.8366 - d_accuracy: 0.5462Epoch 13: D Accuracy = 0.4595
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3614 - g_loss: 0.8355 - d_accuracy: 0.5431
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3496 - g_loss: 0.8401 - d_accuracy: 0.5611Epoch 14: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3488 - g_loss: 0.8413 - d_accuracy: 0.5632
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3448 - g_loss: 0.8422 - d_accuracy: 0.5784Epoch 15: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3436 - g_loss: 0.8434 - d_accuracy: 0.5790
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3342 - g_loss: 0.8566 - d_accuracy: 0.5854Epoch 16: D Accuracy = 0.5676
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3341 - g_loss: 0.8575 - d_accuracy: 0.5848
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3395 - g_loss: 0.8540 - d_accuracy: 0.5758Epoch 17: D Accuracy = 0.6486
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3386 - g_loss: 0.8542 - d_accuracy: 0.5784
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3288 - g_loss: 0.8634 - d_accuracy: 0.5867Epoch 18: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3285 - g_loss: 0.8646 - d_accuracy: 0.5879
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3254 - g_loss: 0.8660 - d_accuracy: 0.5916Epoch 19: D Accuracy = 0.5405
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3270 - g_loss: 0.8653 - d_accuracy: 0.5898
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3138 - g_loss: 0.8778 - d_accuracy: 0.6033Epoch 20: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3138 - g_loss: 0.8769 - d_accuracy: 0.6030
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3090 - g_loss: 0.8871 - d_accuracy: 0.6136Epoch 21: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3082 - g_loss: 0.8889 - d_accuracy: 0.6139
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3015 - g_loss: 0.8973 - d_accuracy: 0.6143Epoch 22: D Accuracy = 0.5811
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3012 - g_loss: 0.8979 - d_accuracy: 0.6131
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2950 - g_loss: 0.9065 - d_accuracy: 0.6234Epoch 23: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2952 - g_loss: 0.9093 - d_accuracy: 0.6224
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2828 - g_loss: 0.9141 - d_accuracy: 0.6260Epoch 24: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2826 - g_loss: 0.9150 - d_accuracy: 0.6249
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2898 - g_loss: 0.9210 - d_accuracy: 0.6247Epoch 25: D Accuracy = 0.7027
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2862 - g_loss: 0.9240 - d_accuracy: 0.6275
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9303 - d_accuracy: 0.6377Epoch 26: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2795 - g_loss: 0.9281 - d_accuracy: 0.6366
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2917 - g_loss: 0.9171 - d_accuracy: 0.6267Epoch 27: D Accuracy = 0.7568
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2887 - g_loss: 0.9174 - d_accuracy: 0.6313
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2855 - g_loss: 0.9310 - d_accuracy: 0.6285Epoch 28: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2861 - g_loss: 0.9326 - d_accuracy: 0.6273
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2771 - g_loss: 0.9309 - d_accuracy: 0.6361Epoch 29: D Accuracy = 0.6351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2767 - g_loss: 0.9320 - d_accuracy: 0.6360
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2791 - g_loss: 0.9396 - d_accuracy: 0.6284Epoch 30: D Accuracy = 0.6892
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2763 - g_loss: 0.9393 - d_accuracy: 0.6306
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2642 - g_loss: 0.9551 - d_accuracy: 0.6427Epoch 31: D Accuracy = 0.5405
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2661 - g_loss: 0.9522 - d_accuracy: 0.6391
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2667 - g_loss: 0.9545 - d_accuracy: 0.6410Epoch 32: D Accuracy = 0.6351
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2677 - g_loss: 0.9511 - d_accuracy: 0.6408
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2680 - g_loss: 0.9580 - d_accuracy: 0.6435Epoch 33: D Accuracy = 0.5541
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2723 - g_loss: 0.9530 - d_accuracy: 0.6403
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2571 - g_loss: 0.9690 - d_accuracy: 0.6514Epoch 34: D Accuracy = 0.7297
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2568 - g_loss: 0.9680 - d_accuracy: 0.6542
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2526 - g_loss: 0.9749 - d_accuracy: 0.6508Epoch 35: D Accuracy = 0.6351
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2542 - g_loss: 0.9723 - d_accuracy: 0.6503
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2565 - g_loss: 0.9784 - d_accuracy: 0.6507Epoch 36: D Accuracy = 0.5270
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2599 - g_loss: 0.9789 - d_accuracy: 0.6463
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2569 - g_loss: 0.9751 - d_accuracy: 0.6502Epoch 37: D Accuracy = 0.5676
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2588 - g_loss: 0.9754 - d_accuracy: 0.6473
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2547 - g_loss: 0.9811 - d_accuracy: 0.6548Epoch 38: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2538 - g_loss: 0.9840 - d_accuracy: 0.6584
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2454 - g_loss: 0.9868 - d_accuracy: 0.6597Epoch 39: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2446 - g_loss: 0.9868 - d_accuracy: 0.6603
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2516 - g_loss: 0.9828 - d_accuracy: 0.6590Epoch 40: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2529 - g_loss: 0.9798 - d_accuracy: 0.6596
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2471 - g_loss: 0.9902 - d_accuracy: 0.6560Epoch 41: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2451 - g_loss: 0.9900 - d_accuracy: 0.6563
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2514 - g_loss: 0.9843 - d_accuracy: 0.6577Epoch 42: D Accuracy = 0.7162
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2494 - g_loss: 0.9847 - d_accuracy: 0.6598
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2442 - g_loss: 0.9952 - d_accuracy: 0.6563Epoch 43: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2424 - g_loss: 0.9986 - d_accuracy: 0.6560
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2539 - g_loss: 0.9876 - d_accuracy: 0.6495Epoch 44: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2558 - g_loss: 0.9854 - d_accuracy: 0.6494
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2441 - g_loss: 1.0071 - d_accuracy: 0.6627Epoch 45: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2419 - g_loss: 1.0127 - d_accuracy: 0.6661
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2528 - g_loss: 0.9823 - d_accuracy: 0.6517Epoch 46: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2536 - g_loss: 0.9775 - d_accuracy: 0.6521
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2476 - g_loss: 0.9917 - d_accuracy: 0.6588Epoch 47: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2447 - g_loss: 0.9912 - d_accuracy: 0.6604
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2496 - g_loss: 0.9948 - d_accuracy: 0.6535Epoch 48: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2477 - g_loss: 0.9931 - d_accuracy: 0.6533
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2629 - g_loss: 0.9900 - d_accuracy: 0.6527Epoch 49: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2640 - g_loss: 0.9874 - d_accuracy: 0.6515
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2567 - g_loss: 0.9795 - d_accuracy: 0.6533Epoch 50: D Accuracy = 0.6892
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2553 - g_loss: 0.9783 - d_accuracy: 0.6546
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2554 - g_loss: 1.0002 - d_accuracy: 0.6512Epoch 51: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2579 - g_loss: 1.0050 - d_accuracy: 0.6486
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2585 - g_loss: 0.9817 - d_accuracy: 0.6440Epoch 52: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2588 - g_loss: 0.9815 - d_accuracy: 0.6447
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2687 - g_loss: 0.9784 - d_accuracy: 0.6399Epoch 53: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2682 - g_loss: 0.9777 - d_accuracy: 0.6383
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2702 - g_loss: 0.9791 - d_accuracy: 0.6343Epoch 54: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2692 - g_loss: 0.9832 - d_accuracy: 0.6348
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2826 - g_loss: 0.9683 - d_accuracy: 0.6284Epoch 55: D Accuracy = 0.6351
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2817 - g_loss: 0.9655 - d_accuracy: 0.6287
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2689 - g_loss: 0.9808 - d_accuracy: 0.6393Epoch 56: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2676 - g_loss: 0.9854 - d_accuracy: 0.6401
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2753 - g_loss: 0.9733 - d_accuracy: 0.6295Epoch 57: D Accuracy = 0.7432
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2709 - g_loss: 0.9744 - d_accuracy: 0.6336
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2706 - g_loss: 0.9776 - d_accuracy: 0.6335Epoch 58: D Accuracy = 0.6081
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2681 - g_loss: 0.9791 - d_accuracy: 0.6326
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2706 - g_loss: 0.9726 - d_accuracy: 0.6382Epoch 59: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2699 - g_loss: 0.9710 - d_accuracy: 0.6400
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2772 - g_loss: 0.9724 - d_accuracy: 0.6340Epoch 60: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2740 - g_loss: 0.9733 - d_accuracy: 0.6364
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2866 - g_loss: 0.9569 - d_accuracy: 0.6250Epoch 61: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2889 - g_loss: 0.9546 - d_accuracy: 0.6244
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2903 - g_loss: 0.9606 - d_accuracy: 0.6194Epoch 62: D Accuracy = 0.5405
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2910 - g_loss: 0.9594 - d_accuracy: 0.6166
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2766 - g_loss: 0.9702 - d_accuracy: 0.6344Epoch 63: D Accuracy = 0.6486
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2756 - g_loss: 0.9707 - d_accuracy: 0.6349
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2958 - g_loss: 0.9506 - d_accuracy: 0.6208Epoch 64: D Accuracy = 0.7027
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2908 - g_loss: 0.9528 - d_accuracy: 0.6237
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3006 - g_loss: 0.9454 - d_accuracy: 0.6144Epoch 65: D Accuracy = 0.5811
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3033 - g_loss: 0.9435 - d_accuracy: 0.6132
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2997 - g_loss: 0.9417 - d_accuracy: 0.6076Epoch 66: D Accuracy = 0.6351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2988 - g_loss: 0.9391 - d_accuracy: 0.6086
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3028 - g_loss: 0.9472 - d_accuracy: 0.6140Epoch 67: D Accuracy = 0.6757
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3015 - g_loss: 0.9462 - d_accuracy: 0.6162
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3029 - g_loss: 0.9373 - d_accuracy: 0.6178Epoch 68: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3032 - g_loss: 0.9356 - d_accuracy: 0.6208
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3055 - g_loss: 0.9399 - d_accuracy: 0.6048Epoch 69: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3060 - g_loss: 0.9396 - d_accuracy: 0.6050
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3063 - g_loss: 0.9386 - d_accuracy: 0.6077Epoch 70: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3040 - g_loss: 0.9409 - d_accuracy: 0.6077
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3127 - g_loss: 0.9277 - d_accuracy: 0.6016Epoch 71: D Accuracy = 0.6892
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3087 - g_loss: 0.9331 - d_accuracy: 0.6048
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3127 - g_loss: 0.9271 - d_accuracy: 0.6062Epoch 72: D Accuracy = 0.5541
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3155 - g_loss: 0.9260 - d_accuracy: 0.6043
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3213 - g_loss: 0.9170 - d_accuracy: 0.6037Epoch 73: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3217 - g_loss: 0.9167 - d_accuracy: 0.6038
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3063 - g_loss: 0.9302 - d_accuracy: 0.6073Epoch 74: D Accuracy = 0.6351
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3057 - g_loss: 0.9330 - d_accuracy: 0.6083
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3240 - g_loss: 0.9161 - d_accuracy: 0.5969Epoch 75: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3233 - g_loss: 0.9181 - d_accuracy: 0.5988
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3237 - g_loss: 0.9155 - d_accuracy: 0.5976Epoch 76: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3245 - g_loss: 0.9155 - d_accuracy: 0.5980
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3162 - g_loss: 0.9162 - d_accuracy: 0.5970Epoch 77: D Accuracy = 0.5135
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3178 - g_loss: 0.9143 - d_accuracy: 0.5940
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3239 - g_loss: 0.9115 - d_accuracy: 0.6013Epoch 78: D Accuracy = 0.5270
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3277 - g_loss: 0.9086 - d_accuracy: 0.5986
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3199 - g_loss: 0.9118 - d_accuracy: 0.5995Epoch 79: D Accuracy = 0.5811
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3196 - g_loss: 0.9108 - d_accuracy: 0.5988
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3234 - g_loss: 0.9094 - d_accuracy: 0.5913Epoch 80: D Accuracy = 0.5270
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3230 - g_loss: 0.9099 - d_accuracy: 0.5890
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3414 - g_loss: 0.8998 - d_accuracy: 0.5747Epoch 81: D Accuracy = 0.5676
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3413 - g_loss: 0.9014 - d_accuracy: 0.5744
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3291 - g_loss: 0.8977 - d_accuracy: 0.5933Epoch 82: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3291 - g_loss: 0.8952 - d_accuracy: 0.5938
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3300 - g_loss: 0.9046 - d_accuracy: 0.5907Epoch 83: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3294 - g_loss: 0.9039 - d_accuracy: 0.5913
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3178 - g_loss: 0.9099 - d_accuracy: 0.5962Epoch 84: D Accuracy = 0.6486
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3158 - g_loss: 0.9108 - d_accuracy: 0.5981
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3208 - g_loss: 0.9098 - d_accuracy: 0.5920Epoch 85: D Accuracy = 0.6081
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3171 - g_loss: 0.9167 - d_accuracy: 0.5925
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3385 - g_loss: 0.8943 - d_accuracy: 0.5858Epoch 86: D Accuracy = 0.5405
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3416 - g_loss: 0.8904 - d_accuracy: 0.5842
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3320 - g_loss: 0.8972 - d_accuracy: 0.5932Epoch 87: D Accuracy = 0.5676
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3348 - g_loss: 0.8936 - d_accuracy: 0.5923
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3288 - g_loss: 0.8990 - d_accuracy: 0.5841Epoch 88: D Accuracy = 0.6351
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3276 - g_loss: 0.8999 - d_accuracy: 0.5860
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3252 - g_loss: 0.8968 - d_accuracy: 0.5923Epoch 89: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3244 - g_loss: 0.8967 - d_accuracy: 0.5924
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8940 - d_accuracy: 0.5892Epoch 90: D Accuracy = 0.5811
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3264 - g_loss: 0.8923 - d_accuracy: 0.5889
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3248 - g_loss: 0.9011 - d_accuracy: 0.5935Epoch 91: D Accuracy = 0.6892
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3229 - g_loss: 0.9024 - d_accuracy: 0.5969
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.8997 - d_accuracy: 0.5934Epoch 92: D Accuracy = 0.5811
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3242 - g_loss: 0.8997 - d_accuracy: 0.5930
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3198 - g_loss: 0.9035 - d_accuracy: 0.5925Epoch 93: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3193 - g_loss: 0.9048 - d_accuracy: 0.5931
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3298 - g_loss: 0.8918 - d_accuracy: 0.5866
Epoch 94: Generator loss improved from 0.7850 to 0.7841. Saving weights.
Epoch 94: D Accuracy = 0.5405
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3326 - g_loss: 0.8880 - d_accuracy: 0.5849
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3353 - g_loss: 0.8953 - d_accuracy: 0.5776Epoch 95: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3339 - g_loss: 0.8965 - d_accuracy: 0.5801
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.8879 - d_accuracy: 0.5873
Epoch 96: Generator loss improved from 0.7841 to 0.7504. Saving weights.
Epoch 96: D Accuracy = 0.5405
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3331 - g_loss: 0.8830 - d_accuracy: 0.5856
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3318 - g_loss: 0.8899 - d_accuracy: 0.5816Epoch 97: D Accuracy = 0.5676
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3327 - g_loss: 0.8878 - d_accuracy: 0.5811
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3363 - g_loss: 0.8912 - d_accuracy: 0.5776Epoch 98: D Accuracy = 0.5676
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3362 - g_loss: 0.8929 - d_accuracy: 0.5772
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8932 - d_accuracy: 0.5917Epoch 99: D Accuracy = 0.5541
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3238 - g_loss: 0.8920 - d_accuracy: 0.5904
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3397 - g_loss: 0.8833 - d_accuracy: 0.5736
Class 9 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.5270
27/27 [==============================] - 1s 42ms/step - d_loss: 1.3396 - g_loss: 0.8836 - d_accuracy: 0.5720
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3299 - g_loss: 0.8916 - d_accuracy: 0.5788Epoch 101: D Accuracy = 0.4865
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3311 - g_loss: 0.8906 - d_accuracy: 0.5755
Epoch 102/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.3272 - g_loss: 0.8895 - d_accuracy: 0.5845Epoch 102: D Accuracy = 0.5811
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3283 - g_loss: 0.8873 - d_accuracy: 0.5828
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3309 - g_loss: 0.8898 - d_accuracy: 0.5771Epoch 103: D Accuracy = 0.5811
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3309 - g_loss: 0.8889 - d_accuracy: 0.5772
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3304 - g_loss: 0.8862 - d_accuracy: 0.5843Epoch 104: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3281 - g_loss: 0.8859 - d_accuracy: 0.5871
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3286 - g_loss: 0.8872 - d_accuracy: 0.5826Epoch 105: D Accuracy = 0.6216
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3274 - g_loss: 0.8857 - d_accuracy: 0.5840
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3173 - g_loss: 0.9001 - d_accuracy: 0.5971Epoch 106: D Accuracy = 0.5676
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3165 - g_loss: 0.9024 - d_accuracy: 0.5961
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3348 - g_loss: 0.8858 - d_accuracy: 0.5827Epoch 107: D Accuracy = 0.5270
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3355 - g_loss: 0.8862 - d_accuracy: 0.5808
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3397 - g_loss: 0.8835 - d_accuracy: 0.5811Epoch 108: D Accuracy = 0.4865
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3415 - g_loss: 0.8825 - d_accuracy: 0.5777
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3391 - g_loss: 0.8805 - d_accuracy: 0.5767Epoch 109: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3369 - g_loss: 0.8813 - d_accuracy: 0.5793
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.8803 - d_accuracy: 0.5800Epoch 110: D Accuracy = 0.5811
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3323 - g_loss: 0.8783 - d_accuracy: 0.5800
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3340 - g_loss: 0.8883 - d_accuracy: 0.5735Epoch 111: D Accuracy = 0.5676
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3338 - g_loss: 0.8920 - d_accuracy: 0.5733
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3257 - g_loss: 0.8867 - d_accuracy: 0.5888Epoch 112: D Accuracy = 0.6351
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3236 - g_loss: 0.8888 - d_accuracy: 0.5904
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3364 - g_loss: 0.8829 - d_accuracy: 0.5829Epoch 113: D Accuracy = 0.5811
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3378 - g_loss: 0.8842 - d_accuracy: 0.5828
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3273 - g_loss: 0.8842 - d_accuracy: 0.5827Epoch 114: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3255 - g_loss: 0.8854 - d_accuracy: 0.5855
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8811 - d_accuracy: 0.5730Epoch 115: D Accuracy = 0.4865
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3407 - g_loss: 0.8784 - d_accuracy: 0.5699
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3220 - g_loss: 0.8942 - d_accuracy: 0.5918Epoch 116: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3234 - g_loss: 0.8952 - d_accuracy: 0.5919
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3175 - g_loss: 0.8930 - d_accuracy: 0.5919Epoch 117: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3158 - g_loss: 0.8947 - d_accuracy: 0.5930
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3254 - g_loss: 0.8891 - d_accuracy: 0.5852Epoch 118: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3245 - g_loss: 0.8877 - d_accuracy: 0.5860
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3242 - g_loss: 0.8938 - d_accuracy: 0.5859Epoch 119: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3215 - g_loss: 0.8961 - d_accuracy: 0.5886
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3271 - g_loss: 0.8922 - d_accuracy: 0.5870Epoch 120: D Accuracy = 0.6486
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3248 - g_loss: 0.8960 - d_accuracy: 0.5892
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3241 - g_loss: 0.8922 - d_accuracy: 0.5878Epoch 121: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3245 - g_loss: 0.8946 - d_accuracy: 0.5885
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3333 - g_loss: 0.8877 - d_accuracy: 0.5849Epoch 122: D Accuracy = 0.5270
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3342 - g_loss: 0.8897 - d_accuracy: 0.5828
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3140 - g_loss: 0.8967 - d_accuracy: 0.5975Epoch 123: D Accuracy = 0.6351
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3146 - g_loss: 0.8960 - d_accuracy: 0.5988
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3270 - g_loss: 0.8875 - d_accuracy: 0.5814Epoch 124: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3240 - g_loss: 0.8893 - d_accuracy: 0.5824
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3296 - g_loss: 0.8864 - d_accuracy: 0.5864Epoch 125: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3282 - g_loss: 0.8854 - d_accuracy: 0.5891
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3329 - g_loss: 0.8843 - d_accuracy: 0.5816Epoch 126: D Accuracy = 0.5270
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3348 - g_loss: 0.8849 - d_accuracy: 0.5796
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3243 - g_loss: 0.8899 - d_accuracy: 0.5863Epoch 127: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3227 - g_loss: 0.8950 - d_accuracy: 0.5866
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3400 - g_loss: 0.8764 - d_accuracy: 0.5733Epoch 128: D Accuracy = 0.4595
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3420 - g_loss: 0.8748 - d_accuracy: 0.5692
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3271 - g_loss: 0.8888 - d_accuracy: 0.5873Epoch 129: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3263 - g_loss: 0.8878 - d_accuracy: 0.5881
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3314 - g_loss: 0.8863 - d_accuracy: 0.5759Epoch 130: D Accuracy = 0.5135
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3337 - g_loss: 0.8854 - d_accuracy: 0.5736
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3296 - g_loss: 0.8873 - d_accuracy: 0.5783Epoch 131: D Accuracy = 0.4459
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3323 - g_loss: 0.8864 - d_accuracy: 0.5736
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3246 - g_loss: 0.8913 - d_accuracy: 0.5878Epoch 132: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3238 - g_loss: 0.8936 - d_accuracy: 0.5881
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3223 - g_loss: 0.8906 - d_accuracy: 0.5874Epoch 133: D Accuracy = 0.5541
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3228 - g_loss: 0.8893 - d_accuracy: 0.5862
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3306 - g_loss: 0.8784 - d_accuracy: 0.5765Epoch 134: D Accuracy = 0.5000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3317 - g_loss: 0.8751 - d_accuracy: 0.5738
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3286 - g_loss: 0.8882 - d_accuracy: 0.5784Epoch 135: D Accuracy = 0.5270
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3289 - g_loss: 0.8877 - d_accuracy: 0.5766
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3297 - g_loss: 0.8812 - d_accuracy: 0.5803Epoch 136: D Accuracy = 0.6486
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3278 - g_loss: 0.8832 - d_accuracy: 0.5827
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3313 - g_loss: 0.8803 - d_accuracy: 0.5804Epoch 137: D Accuracy = 0.6892
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3297 - g_loss: 0.8794 - d_accuracy: 0.5842
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3194 - g_loss: 0.8879 - d_accuracy: 0.5968Epoch 138: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3184 - g_loss: 0.8885 - d_accuracy: 0.5967
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3241 - g_loss: 0.8904 - d_accuracy: 0.5919Epoch 139: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3246 - g_loss: 0.8883 - d_accuracy: 0.5930
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3330 - g_loss: 0.8825 - d_accuracy: 0.5750Epoch 140: D Accuracy = 0.4595
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3353 - g_loss: 0.8804 - d_accuracy: 0.5709
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3274 - g_loss: 0.8881 - d_accuracy: 0.5834Epoch 141: D Accuracy = 0.5135
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3293 - g_loss: 0.8886 - d_accuracy: 0.5809
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8767 - d_accuracy: 0.5765Epoch 142: D Accuracy = 0.5541
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3362 - g_loss: 0.8742 - d_accuracy: 0.5757
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.8853 - d_accuracy: 0.5803Epoch 143: D Accuracy = 0.6486
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3252 - g_loss: 0.8870 - d_accuracy: 0.5827
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3247 - g_loss: 0.8865 - d_accuracy: 0.5890Epoch 144: D Accuracy = 0.5946
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3241 - g_loss: 0.8870 - d_accuracy: 0.5892
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3286 - g_loss: 0.8834 - d_accuracy: 0.5777Epoch 145: D Accuracy = 0.5541
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3290 - g_loss: 0.8829 - d_accuracy: 0.5768
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3246 - g_loss: 0.8918 - d_accuracy: 0.5838Epoch 146: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3239 - g_loss: 0.8935 - d_accuracy: 0.5866
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3263 - g_loss: 0.8802 - d_accuracy: 0.5908Epoch 147: D Accuracy = 0.5270
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3277 - g_loss: 0.8803 - d_accuracy: 0.5886
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3190 - g_loss: 0.8912 - d_accuracy: 0.5927Epoch 148: D Accuracy = 0.5270
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3204 - g_loss: 0.8883 - d_accuracy: 0.5904
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.8855 - d_accuracy: 0.5805Epoch 149: D Accuracy = 0.5135
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3284 - g_loss: 0.8846 - d_accuracy: 0.5781
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.8880 - d_accuracy: 0.5872Epoch 150: D Accuracy = 0.6757
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3216 - g_loss: 0.8917 - d_accuracy: 0.5904
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3203 - g_loss: 0.8897 - d_accuracy: 0.5900Epoch 151: D Accuracy = 0.5946
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3189 - g_loss: 0.8933 - d_accuracy: 0.5902
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3214 - g_loss: 0.8876 - d_accuracy: 0.5807Epoch 152: D Accuracy = 0.5541
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3200 - g_loss: 0.8922 - d_accuracy: 0.5798
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.8839 - d_accuracy: 0.5830Epoch 153: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3262 - g_loss: 0.8875 - d_accuracy: 0.5858
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3206 - g_loss: 0.8905 - d_accuracy: 0.5940Epoch 154: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3195 - g_loss: 0.8924 - d_accuracy: 0.5964
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3218 - g_loss: 0.8886 - d_accuracy: 0.5884Epoch 155: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3189 - g_loss: 0.8916 - d_accuracy: 0.5925
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3195 - g_loss: 0.8921 - d_accuracy: 0.5903Epoch 156: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3191 - g_loss: 0.8926 - d_accuracy: 0.5914
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3215 - g_loss: 0.8940 - d_accuracy: 0.5865Epoch 157: D Accuracy = 0.4730
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3240 - g_loss: 0.8911 - d_accuracy: 0.5825
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3207 - g_loss: 0.8926 - d_accuracy: 0.5917Epoch 158: D Accuracy = 0.6486
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3205 - g_loss: 0.8931 - d_accuracy: 0.5938
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3246 - g_loss: 0.8869 - d_accuracy: 0.5840Epoch 159: D Accuracy = 0.7162
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3211 - g_loss: 0.8876 - d_accuracy: 0.5887
Epoch 160/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.3198 - g_loss: 0.8906 - d_accuracy: 0.5958Epoch 160: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3149 - g_loss: 0.8936 - d_accuracy: 0.6017
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3207 - g_loss: 0.8912 - d_accuracy: 0.5931Epoch 161: D Accuracy = 0.6351
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3210 - g_loss: 0.8908 - d_accuracy: 0.5946
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.8963 - d_accuracy: 0.5943Epoch 162: D Accuracy = 0.5541
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3172 - g_loss: 0.8980 - d_accuracy: 0.5929
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3214 - g_loss: 0.8860 - d_accuracy: 0.5923Epoch 163: D Accuracy = 0.5676
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3238 - g_loss: 0.8831 - d_accuracy: 0.5915
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3211 - g_loss: 0.8893 - d_accuracy: 0.5887Epoch 164: D Accuracy = 0.5676
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3209 - g_loss: 0.8905 - d_accuracy: 0.5880
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3319 - g_loss: 0.8766 - d_accuracy: 0.5801Epoch 165: D Accuracy = 0.6351
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3293 - g_loss: 0.8789 - d_accuracy: 0.5821
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3104 - g_loss: 0.8976 - d_accuracy: 0.5956Epoch 166: D Accuracy = 0.5135
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3120 - g_loss: 0.8969 - d_accuracy: 0.5926
Epoch 167/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.3234 - g_loss: 0.8875 - d_accuracy: 0.5841Epoch 167: D Accuracy = 0.5405
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3274 - g_loss: 0.8920 - d_accuracy: 0.5812
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3202 - g_loss: 0.8863 - d_accuracy: 0.5927Epoch 168: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3205 - g_loss: 0.8824 - d_accuracy: 0.5947
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3211 - g_loss: 0.8960 - d_accuracy: 0.5844Epoch 169: D Accuracy = 0.5135
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3215 - g_loss: 0.8987 - d_accuracy: 0.5819
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3228 - g_loss: 0.8838 - d_accuracy: 0.5831Epoch 170: D Accuracy = 0.5135
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3258 - g_loss: 0.8825 - d_accuracy: 0.5806
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3252 - g_loss: 0.8858 - d_accuracy: 0.5904Epoch 171: D Accuracy = 0.6486
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3214 - g_loss: 0.8875 - d_accuracy: 0.5925
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3257 - g_loss: 0.8904 - d_accuracy: 0.5839Epoch 172: D Accuracy = 0.6216
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3270 - g_loss: 0.8912 - d_accuracy: 0.5853
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3211 - g_loss: 0.8923 - d_accuracy: 0.5958Epoch 173: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3201 - g_loss: 0.8976 - d_accuracy: 0.5977
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3208 - g_loss: 0.8892 - d_accuracy: 0.5866Epoch 174: D Accuracy = 0.4865
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3224 - g_loss: 0.8872 - d_accuracy: 0.5830
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3100 - g_loss: 0.8981 - d_accuracy: 0.6056Epoch 175: D Accuracy = 0.6351
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3080 - g_loss: 0.9009 - d_accuracy: 0.6066
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3261 - g_loss: 0.8841 - d_accuracy: 0.5831Epoch 176: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3259 - g_loss: 0.8819 - d_accuracy: 0.5835
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3165 - g_loss: 0.8945 - d_accuracy: 0.5992Epoch 177: D Accuracy = 0.6622
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3143 - g_loss: 0.8973 - d_accuracy: 0.6014
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8863 - d_accuracy: 0.5876Epoch 178: D Accuracy = 0.5811
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3285 - g_loss: 0.8878 - d_accuracy: 0.5874
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8845 - d_accuracy: 0.5884Epoch 179: D Accuracy = 0.6486
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3215 - g_loss: 0.8849 - d_accuracy: 0.5906
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3222 - g_loss: 0.8888 - d_accuracy: 0.5815Epoch 180: D Accuracy = 0.5405
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3230 - g_loss: 0.8889 - d_accuracy: 0.5800
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3153 - g_loss: 0.8898 - d_accuracy: 0.6004Epoch 181: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3139 - g_loss: 0.8891 - d_accuracy: 0.6040
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3242 - g_loss: 0.8858 - d_accuracy: 0.5874Epoch 182: D Accuracy = 0.5541
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3238 - g_loss: 0.8856 - d_accuracy: 0.5862
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3174 - g_loss: 0.8909 - d_accuracy: 0.5899Epoch 183: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3155 - g_loss: 0.8916 - d_accuracy: 0.5925
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3182 - g_loss: 0.8937 - d_accuracy: 0.5850Epoch 184: D Accuracy = 0.5405
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3213 - g_loss: 0.8886 - d_accuracy: 0.5834
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.8905 - d_accuracy: 0.5924Epoch 185: D Accuracy = 0.6081
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3147 - g_loss: 0.8905 - d_accuracy: 0.5930
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3131 - g_loss: 0.9036 - d_accuracy: 0.5961Epoch 186: D Accuracy = 0.5405
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3129 - g_loss: 0.9072 - d_accuracy: 0.5941
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3198 - g_loss: 0.8899 - d_accuracy: 0.5947Epoch 187: D Accuracy = 0.6351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3196 - g_loss: 0.8891 - d_accuracy: 0.5961
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3128 - g_loss: 0.8969 - d_accuracy: 0.5993Epoch 188: D Accuracy = 0.5405
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3140 - g_loss: 0.8972 - d_accuracy: 0.5972
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3196 - g_loss: 0.8902 - d_accuracy: 0.5882Epoch 189: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3173 - g_loss: 0.8907 - d_accuracy: 0.5918
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3185 - g_loss: 0.8894 - d_accuracy: 0.5889Epoch 190: D Accuracy = 0.5811
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3192 - g_loss: 0.8870 - d_accuracy: 0.5887
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3088 - g_loss: 0.9050 - d_accuracy: 0.5974Epoch 191: D Accuracy = 0.5405
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3089 - g_loss: 0.9063 - d_accuracy: 0.5954
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3105 - g_loss: 0.9002 - d_accuracy: 0.6035Epoch 192: D Accuracy = 0.6486
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3098 - g_loss: 0.9033 - d_accuracy: 0.6051
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3136 - g_loss: 0.8975 - d_accuracy: 0.5960Epoch 193: D Accuracy = 0.5541
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3158 - g_loss: 0.8943 - d_accuracy: 0.5945
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.8944 - d_accuracy: 0.5935Epoch 194: D Accuracy = 0.6351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3149 - g_loss: 0.8941 - d_accuracy: 0.5950
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3065 - g_loss: 0.8996 - d_accuracy: 0.6007Epoch 195: D Accuracy = 0.5676
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3067 - g_loss: 0.8989 - d_accuracy: 0.5996
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3070 - g_loss: 0.9034 - d_accuracy: 0.6008Epoch 196: D Accuracy = 0.5541
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3070 - g_loss: 0.9037 - d_accuracy: 0.5991
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3179 - g_loss: 0.8929 - d_accuracy: 0.5922Epoch 197: D Accuracy = 0.5676
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3184 - g_loss: 0.8942 - d_accuracy: 0.5913
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3119 - g_loss: 0.9007 - d_accuracy: 0.5915Epoch 198: D Accuracy = 0.5676
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3127 - g_loss: 0.8997 - d_accuracy: 0.5906
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3099 - g_loss: 0.9024 - d_accuracy: 0.6024Epoch 199: D Accuracy = 0.6351
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3094 - g_loss: 0.9055 - d_accuracy: 0.6035
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3107 - g_loss: 0.8985 - d_accuracy: 0.6004
Class 9 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.5541
27/27 [==============================] - 1s 42ms/step - d_loss: 1.3103 - g_loss: 0.8997 - d_accuracy: 0.5987
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3068 - g_loss: 0.9021 - d_accuracy: 0.5935Epoch 201: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3045 - g_loss: 0.9061 - d_accuracy: 0.5935
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3127 - g_loss: 0.8939 - d_accuracy: 0.5898Epoch 202: D Accuracy = 0.5000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3147 - g_loss: 0.8926 - d_accuracy: 0.5866
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3177 - g_loss: 0.8928 - d_accuracy: 0.5936Epoch 203: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3188 - g_loss: 0.8888 - d_accuracy: 0.5941
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3170 - g_loss: 0.8971 - d_accuracy: 0.5909Epoch 204: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3157 - g_loss: 0.8996 - d_accuracy: 0.5920
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3167 - g_loss: 0.8898 - d_accuracy: 0.5972Epoch 205: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3145 - g_loss: 0.8889 - d_accuracy: 0.5995
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3108 - g_loss: 0.9006 - d_accuracy: 0.5970Epoch 206: D Accuracy = 0.5811
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3113 - g_loss: 0.9023 - d_accuracy: 0.5965
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3135 - g_loss: 0.8960 - d_accuracy: 0.5890Epoch 207: D Accuracy = 0.6216
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3128 - g_loss: 0.8962 - d_accuracy: 0.5902
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2993 - g_loss: 0.9056 - d_accuracy: 0.6048Epoch 208: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2976 - g_loss: 0.9080 - d_accuracy: 0.6063
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3174 - g_loss: 0.8958 - d_accuracy: 0.5838Epoch 209: D Accuracy = 0.5405
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3197 - g_loss: 0.8943 - d_accuracy: 0.5823
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3109 - g_loss: 0.8981 - d_accuracy: 0.5968Epoch 210: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3102 - g_loss: 0.8977 - d_accuracy: 0.5986
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3091 - g_loss: 0.8964 - d_accuracy: 0.6037Epoch 211: D Accuracy = 0.5811
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3099 - g_loss: 0.8945 - d_accuracy: 0.6029
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3099 - g_loss: 0.8999 - d_accuracy: 0.5991Epoch 212: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3107 - g_loss: 0.9011 - d_accuracy: 0.5984
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3077 - g_loss: 0.9013 - d_accuracy: 0.5974Epoch 213: D Accuracy = 0.6757
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3048 - g_loss: 0.9057 - d_accuracy: 0.6002
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3156 - g_loss: 0.8934 - d_accuracy: 0.5902Epoch 214: D Accuracy = 0.5811
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3154 - g_loss: 0.8923 - d_accuracy: 0.5899
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3148 - g_loss: 0.8998 - d_accuracy: 0.5941Epoch 215: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3144 - g_loss: 0.9003 - d_accuracy: 0.5946
Epoch 216/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.3165 - g_loss: 0.8975 - d_accuracy: 0.5980Epoch 216: D Accuracy = 0.5676
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3191 - g_loss: 0.8996 - d_accuracy: 0.5951
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3145 - g_loss: 0.8905 - d_accuracy: 0.5918Epoch 217: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3140 - g_loss: 0.8897 - d_accuracy: 0.5919
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3043 - g_loss: 0.9013 - d_accuracy: 0.6051Epoch 218: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3022 - g_loss: 0.9012 - d_accuracy: 0.6081
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3058 - g_loss: 0.9061 - d_accuracy: 0.6006Epoch 219: D Accuracy = 0.6216
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3075 - g_loss: 0.9061 - d_accuracy: 0.6013
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3147 - g_loss: 0.8924 - d_accuracy: 0.5931Epoch 220: D Accuracy = 0.6351
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3126 - g_loss: 0.8918 - d_accuracy: 0.5946
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3135 - g_loss: 0.9014 - d_accuracy: 0.5961Epoch 221: D Accuracy = 0.5000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3143 - g_loss: 0.9018 - d_accuracy: 0.5926
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3054 - g_loss: 0.9028 - d_accuracy: 0.5996Epoch 222: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3055 - g_loss: 0.9033 - d_accuracy: 0.5999
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3029 - g_loss: 0.9061 - d_accuracy: 0.6099Epoch 223: D Accuracy = 0.6351
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3025 - g_loss: 0.9065 - d_accuracy: 0.6108
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3142 - g_loss: 0.8938 - d_accuracy: 0.5950Epoch 224: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3130 - g_loss: 0.8909 - d_accuracy: 0.5989
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3079 - g_loss: 0.9032 - d_accuracy: 0.6059Epoch 225: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3090 - g_loss: 0.9020 - d_accuracy: 0.6055
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3097 - g_loss: 0.8982 - d_accuracy: 0.6051Epoch 226: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3103 - g_loss: 0.8979 - d_accuracy: 0.6052
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3169 - g_loss: 0.8926 - d_accuracy: 0.5952Epoch 227: D Accuracy = 0.6216
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3179 - g_loss: 0.8901 - d_accuracy: 0.5962
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3029 - g_loss: 0.9057 - d_accuracy: 0.6077Epoch 228: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3049 - g_loss: 0.9024 - d_accuracy: 0.6068
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3062 - g_loss: 0.9083 - d_accuracy: 0.5973Epoch 229: D Accuracy = 0.5541
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3086 - g_loss: 0.9076 - d_accuracy: 0.5958
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3085 - g_loss: 0.9007 - d_accuracy: 0.6020Epoch 230: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3090 - g_loss: 0.8996 - d_accuracy: 0.6018
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3066 - g_loss: 0.9003 - d_accuracy: 0.5990
Epoch 231: Generator loss improved from 0.7504 to 0.7311. Saving weights.
Epoch 231: D Accuracy = 0.6216
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3080 - g_loss: 0.8943 - d_accuracy: 0.5998
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3072 - g_loss: 0.9055 - d_accuracy: 0.5950Epoch 232: D Accuracy = 0.5676
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3090 - g_loss: 0.9050 - d_accuracy: 0.5940
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3031 - g_loss: 0.9036 - d_accuracy: 0.6052Epoch 233: D Accuracy = 0.5541
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3039 - g_loss: 0.9029 - d_accuracy: 0.6033
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3108 - g_loss: 0.8985 - d_accuracy: 0.5973Epoch 234: D Accuracy = 0.5135
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3142 - g_loss: 0.8941 - d_accuracy: 0.5943
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2998 - g_loss: 0.9123 - d_accuracy: 0.6048Epoch 235: D Accuracy = 0.5946
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2985 - g_loss: 0.9138 - d_accuracy: 0.6044
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3047 - g_loss: 0.9030 - d_accuracy: 0.6065Epoch 236: D Accuracy = 0.5405
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3056 - g_loss: 0.9043 - d_accuracy: 0.6042
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3043 - g_loss: 0.9021 - d_accuracy: 0.6029Epoch 237: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3044 - g_loss: 0.8996 - d_accuracy: 0.6045
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3009 - g_loss: 0.9090 - d_accuracy: 0.6111Epoch 238: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3000 - g_loss: 0.9098 - d_accuracy: 0.6125
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3073 - g_loss: 0.9021 - d_accuracy: 0.6014Epoch 239: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3100 - g_loss: 0.9022 - d_accuracy: 0.6012
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3062 - g_loss: 0.9052 - d_accuracy: 0.5976Epoch 240: D Accuracy = 0.5541
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3074 - g_loss: 0.9043 - d_accuracy: 0.5961
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3041 - g_loss: 0.9006 - d_accuracy: 0.6083Epoch 241: D Accuracy = 0.5541
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3047 - g_loss: 0.8984 - d_accuracy: 0.6064
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3100 - g_loss: 0.9021 - d_accuracy: 0.5948Epoch 242: D Accuracy = 0.5000
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3144 - g_loss: 0.8996 - d_accuracy: 0.5914
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2960 - g_loss: 0.9125 - d_accuracy: 0.6093Epoch 243: D Accuracy = 0.6081
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2953 - g_loss: 0.9142 - d_accuracy: 0.6093
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2958 - g_loss: 0.9107 - d_accuracy: 0.6104Epoch 244: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2946 - g_loss: 0.9147 - d_accuracy: 0.6099
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3010 - g_loss: 0.9076 - d_accuracy: 0.6075Epoch 245: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2995 - g_loss: 0.9081 - d_accuracy: 0.6090
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3029 - g_loss: 0.9029 - d_accuracy: 0.6109Epoch 246: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3039 - g_loss: 0.9001 - d_accuracy: 0.6127
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2941 - g_loss: 0.9189 - d_accuracy: 0.6134Epoch 247: D Accuracy = 0.5541
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2947 - g_loss: 0.9204 - d_accuracy: 0.6113
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2970 - g_loss: 0.9079 - d_accuracy: 0.6124Epoch 248: D Accuracy = 0.5946
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2984 - g_loss: 0.9035 - d_accuracy: 0.6118
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3046 - g_loss: 0.9098 - d_accuracy: 0.6033Epoch 249: D Accuracy = 0.6216
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3052 - g_loss: 0.9107 - d_accuracy: 0.6040
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9188 - d_accuracy: 0.6148Epoch 250: D Accuracy = 0.5405
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2900 - g_loss: 0.9196 - d_accuracy: 0.6121
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2985 - g_loss: 0.9104 - d_accuracy: 0.6069Epoch 251: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2993 - g_loss: 0.9093 - d_accuracy: 0.6075
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2968 - g_loss: 0.9134 - d_accuracy: 0.6124Epoch 252: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2948 - g_loss: 0.9147 - d_accuracy: 0.6156
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3004 - g_loss: 0.9141 - d_accuracy: 0.6035Epoch 253: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2987 - g_loss: 0.9166 - d_accuracy: 0.6032
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2944 - g_loss: 0.9167 - d_accuracy: 0.6118Epoch 254: D Accuracy = 0.5541
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2941 - g_loss: 0.9154 - d_accuracy: 0.6097
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2956 - g_loss: 0.9171 - d_accuracy: 0.6041Epoch 255: D Accuracy = 0.5676
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2948 - g_loss: 0.9176 - d_accuracy: 0.6028
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3028 - g_loss: 0.9080 - d_accuracy: 0.6056Epoch 256: D Accuracy = 0.6216
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3013 - g_loss: 0.9088 - d_accuracy: 0.6062
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2929 - g_loss: 0.9155 - d_accuracy: 0.6123Epoch 257: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2936 - g_loss: 0.9166 - d_accuracy: 0.6117
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2914 - g_loss: 0.9198 - d_accuracy: 0.6145Epoch 258: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2911 - g_loss: 0.9200 - d_accuracy: 0.6143
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2969 - g_loss: 0.9144 - d_accuracy: 0.6094Epoch 259: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2959 - g_loss: 0.9154 - d_accuracy: 0.6098
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2944 - g_loss: 0.9139 - d_accuracy: 0.6144Epoch 260: D Accuracy = 0.5135
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2976 - g_loss: 0.9090 - d_accuracy: 0.6108
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2969 - g_loss: 0.9130 - d_accuracy: 0.6049Epoch 261: D Accuracy = 0.5811
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2958 - g_loss: 0.9133 - d_accuracy: 0.6040
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2964 - g_loss: 0.9115 - d_accuracy: 0.6088Epoch 262: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2967 - g_loss: 0.9095 - d_accuracy: 0.6083
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2914 - g_loss: 0.9210 - d_accuracy: 0.6099Epoch 263: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2892 - g_loss: 0.9224 - d_accuracy: 0.6123
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3017 - g_loss: 0.9105 - d_accuracy: 0.6064Epoch 264: D Accuracy = 0.4865
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3060 - g_loss: 0.9080 - d_accuracy: 0.6021
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2986 - g_loss: 0.9124 - d_accuracy: 0.6106Epoch 265: D Accuracy = 0.5676
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3002 - g_loss: 0.9112 - d_accuracy: 0.6090
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2967 - g_loss: 0.9183 - d_accuracy: 0.6033Epoch 266: D Accuracy = 0.5541
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2957 - g_loss: 0.9215 - d_accuracy: 0.6015
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2940 - g_loss: 0.9147 - d_accuracy: 0.6141Epoch 267: D Accuracy = 0.6351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2917 - g_loss: 0.9162 - d_accuracy: 0.6148
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2910 - g_loss: 0.9138 - d_accuracy: 0.6154Epoch 268: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2879 - g_loss: 0.9152 - d_accuracy: 0.6171
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2870 - g_loss: 0.9241 - d_accuracy: 0.6201Epoch 269: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2865 - g_loss: 0.9223 - d_accuracy: 0.6211
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2916 - g_loss: 0.9233 - d_accuracy: 0.6155Epoch 270: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2911 - g_loss: 0.9207 - d_accuracy: 0.6166
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2922 - g_loss: 0.9179 - d_accuracy: 0.6097Epoch 271: D Accuracy = 0.5405
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2929 - g_loss: 0.9187 - d_accuracy: 0.6072
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2953 - g_loss: 0.9161 - d_accuracy: 0.6090Epoch 272: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2938 - g_loss: 0.9188 - d_accuracy: 0.6109
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9139 - d_accuracy: 0.6031Epoch 273: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2992 - g_loss: 0.9153 - d_accuracy: 0.6052
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2889 - g_loss: 0.9177 - d_accuracy: 0.6251Epoch 274: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2873 - g_loss: 0.9186 - d_accuracy: 0.6264
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2912 - g_loss: 0.9154 - d_accuracy: 0.6081Epoch 275: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2897 - g_loss: 0.9149 - d_accuracy: 0.6076
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2855 - g_loss: 0.9224 - d_accuracy: 0.6159Epoch 276: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2851 - g_loss: 0.9234 - d_accuracy: 0.6152
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2856 - g_loss: 0.9295 - d_accuracy: 0.6150Epoch 277: D Accuracy = 0.5811
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2854 - g_loss: 0.9332 - d_accuracy: 0.6138
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2843 - g_loss: 0.9258 - d_accuracy: 0.6212Epoch 278: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2832 - g_loss: 0.9236 - d_accuracy: 0.6232
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2853 - g_loss: 0.9294 - d_accuracy: 0.6155Epoch 279: D Accuracy = 0.5000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2875 - g_loss: 0.9284 - d_accuracy: 0.6113
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2840 - g_loss: 0.9275 - d_accuracy: 0.6252Epoch 280: D Accuracy = 0.5676
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2860 - g_loss: 0.9250 - d_accuracy: 0.6231
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2925 - g_loss: 0.9186 - d_accuracy: 0.6137Epoch 281: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2916 - g_loss: 0.9206 - d_accuracy: 0.6140
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9160 - d_accuracy: 0.6146Epoch 282: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2895 - g_loss: 0.9132 - d_accuracy: 0.6139
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2944 - g_loss: 0.9206 - d_accuracy: 0.6140Epoch 283: D Accuracy = 0.6757
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2905 - g_loss: 0.9219 - d_accuracy: 0.6162
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2938 - g_loss: 0.9198 - d_accuracy: 0.6179Epoch 284: D Accuracy = 0.5541
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2957 - g_loss: 0.9189 - d_accuracy: 0.6156
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2860 - g_loss: 0.9228 - d_accuracy: 0.6168Epoch 285: D Accuracy = 0.6351
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2853 - g_loss: 0.9221 - d_accuracy: 0.6175
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9315 - d_accuracy: 0.6292Epoch 286: D Accuracy = 0.7162
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2761 - g_loss: 0.9327 - d_accuracy: 0.6324
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2968 - g_loss: 0.9229 - d_accuracy: 0.6109Epoch 287: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2972 - g_loss: 0.9254 - d_accuracy: 0.6108
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2859 - g_loss: 0.9249 - d_accuracy: 0.6158Epoch 288: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2865 - g_loss: 0.9244 - d_accuracy: 0.6156
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2802 - g_loss: 0.9314 - d_accuracy: 0.6212Epoch 289: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2815 - g_loss: 0.9325 - d_accuracy: 0.6198
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2920 - g_loss: 0.9174 - d_accuracy: 0.6139Epoch 290: D Accuracy = 0.6351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2924 - g_loss: 0.9141 - d_accuracy: 0.6147
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9267 - d_accuracy: 0.6114Epoch 291: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2904 - g_loss: 0.9246 - d_accuracy: 0.6103
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2818 - g_loss: 0.9234 - d_accuracy: 0.6253Epoch 292: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2813 - g_loss: 0.9199 - d_accuracy: 0.6242
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2815 - g_loss: 0.9349 - d_accuracy: 0.6184Epoch 293: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2801 - g_loss: 0.9358 - d_accuracy: 0.6200
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2683 - g_loss: 0.9360 - d_accuracy: 0.6412Epoch 294: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2675 - g_loss: 0.9322 - d_accuracy: 0.6434
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2799 - g_loss: 0.9329 - d_accuracy: 0.6179Epoch 295: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2793 - g_loss: 0.9340 - d_accuracy: 0.6190
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2800 - g_loss: 0.9326 - d_accuracy: 0.6279Epoch 296: D Accuracy = 0.5541
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2842 - g_loss: 0.9271 - d_accuracy: 0.6252
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2800 - g_loss: 0.9331 - d_accuracy: 0.6184Epoch 297: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2793 - g_loss: 0.9333 - d_accuracy: 0.6200
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2947 - g_loss: 0.9202 - d_accuracy: 0.6089Epoch 298: D Accuracy = 0.5541
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2941 - g_loss: 0.9179 - d_accuracy: 0.6070
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2859 - g_loss: 0.9299 - d_accuracy: 0.6233Epoch 299: D Accuracy = 0.5270
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2888 - g_loss: 0.9297 - d_accuracy: 0.6198
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9323 - d_accuracy: 0.6264
Class 9 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.6892
27/27 [==============================] - 1s 41ms/step - d_loss: 1.2707 - g_loss: 0.9338 - d_accuracy: 0.6286
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2847 - g_loss: 0.9316 - d_accuracy: 0.6204Epoch 301: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2834 - g_loss: 0.9348 - d_accuracy: 0.6214
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2830 - g_loss: 0.9295 - d_accuracy: 0.6215Epoch 302: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2818 - g_loss: 0.9284 - d_accuracy: 0.6229
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2929 - g_loss: 0.9199 - d_accuracy: 0.6100Epoch 303: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2924 - g_loss: 0.9197 - d_accuracy: 0.6128
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2885 - g_loss: 0.9260 - d_accuracy: 0.6184Epoch 304: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2877 - g_loss: 0.9225 - d_accuracy: 0.6200
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2787 - g_loss: 0.9381 - d_accuracy: 0.6180Epoch 305: D Accuracy = 0.6351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2788 - g_loss: 0.9379 - d_accuracy: 0.6186
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2734 - g_loss: 0.9338 - d_accuracy: 0.6334Epoch 306: D Accuracy = 0.7432
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2720 - g_loss: 0.9349 - d_accuracy: 0.6374
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2767 - g_loss: 0.9324 - d_accuracy: 0.6290Epoch 307: D Accuracy = 0.7162
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2766 - g_loss: 0.9279 - d_accuracy: 0.6321
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2836 - g_loss: 0.9327 - d_accuracy: 0.6222Epoch 308: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2840 - g_loss: 0.9347 - d_accuracy: 0.6207
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2730 - g_loss: 0.9392 - d_accuracy: 0.6297Epoch 309: D Accuracy = 0.7297
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2695 - g_loss: 0.9407 - d_accuracy: 0.6333
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2751 - g_loss: 0.9375 - d_accuracy: 0.6243Epoch 310: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2763 - g_loss: 0.9357 - d_accuracy: 0.6232
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2884 - g_loss: 0.9273 - d_accuracy: 0.6240Epoch 311: D Accuracy = 0.5541
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2921 - g_loss: 0.9250 - d_accuracy: 0.6215
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2728 - g_loss: 0.9384 - d_accuracy: 0.6313Epoch 312: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2713 - g_loss: 0.9378 - d_accuracy: 0.6334
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2772 - g_loss: 0.9432 - d_accuracy: 0.6235Epoch 313: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2736 - g_loss: 0.9470 - d_accuracy: 0.6258
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2762 - g_loss: 0.9345 - d_accuracy: 0.6251Epoch 314: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2751 - g_loss: 0.9326 - d_accuracy: 0.6264
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2751 - g_loss: 0.9443 - d_accuracy: 0.6239Epoch 315: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2762 - g_loss: 0.9430 - d_accuracy: 0.6228
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9350 - d_accuracy: 0.6164Epoch 316: D Accuracy = 0.5541
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2852 - g_loss: 0.9355 - d_accuracy: 0.6142
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9316 - d_accuracy: 0.6303Epoch 317: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2761 - g_loss: 0.9317 - d_accuracy: 0.6314
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2658 - g_loss: 0.9475 - d_accuracy: 0.6341Epoch 318: D Accuracy = 0.7703
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2621 - g_loss: 0.9481 - d_accuracy: 0.6390
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2801 - g_loss: 0.9292 - d_accuracy: 0.6273Epoch 319: D Accuracy = 0.6757
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2789 - g_loss: 0.9280 - d_accuracy: 0.6290
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2792 - g_loss: 0.9380 - d_accuracy: 0.6258Epoch 320: D Accuracy = 0.7297
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2760 - g_loss: 0.9405 - d_accuracy: 0.6296
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9437 - d_accuracy: 0.6341Epoch 321: D Accuracy = 0.6351
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2668 - g_loss: 0.9441 - d_accuracy: 0.6341
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2778 - g_loss: 0.9335 - d_accuracy: 0.6254Epoch 322: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2771 - g_loss: 0.9361 - d_accuracy: 0.6248
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2753 - g_loss: 0.9388 - d_accuracy: 0.6308Epoch 323: D Accuracy = 0.6757
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2775 - g_loss: 0.9351 - d_accuracy: 0.6324
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9349 - d_accuracy: 0.6229Epoch 324: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2797 - g_loss: 0.9311 - d_accuracy: 0.6219
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2758 - g_loss: 0.9363 - d_accuracy: 0.6272Epoch 325: D Accuracy = 0.5946
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2783 - g_loss: 0.9332 - d_accuracy: 0.6260
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2743 - g_loss: 0.9430 - d_accuracy: 0.6221Epoch 326: D Accuracy = 0.6081
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2732 - g_loss: 0.9433 - d_accuracy: 0.6216
Epoch 327/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.2776 - g_loss: 0.9389 - d_accuracy: 0.6220Epoch 327: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2741 - g_loss: 0.9466 - d_accuracy: 0.6250
Epoch 328/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.2681 - g_loss: 0.9471 - d_accuracy: 0.6378Epoch 328: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2656 - g_loss: 0.9495 - d_accuracy: 0.6368
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9375 - d_accuracy: 0.6228Epoch 329: D Accuracy = 0.5811
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2856 - g_loss: 0.9348 - d_accuracy: 0.6213
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2762 - g_loss: 0.9350 - d_accuracy: 0.6259Epoch 330: D Accuracy = 0.5405
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2779 - g_loss: 0.9333 - d_accuracy: 0.6229
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2763 - g_loss: 0.9385 - d_accuracy: 0.6322Epoch 331: D Accuracy = 0.5270
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2794 - g_loss: 0.9348 - d_accuracy: 0.6285
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9404 - d_accuracy: 0.6275Epoch 332: D Accuracy = 0.6486
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2778 - g_loss: 0.9392 - d_accuracy: 0.6282
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2709 - g_loss: 0.9464 - d_accuracy: 0.6369Epoch 333: D Accuracy = 0.7432
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2678 - g_loss: 0.9490 - d_accuracy: 0.6407
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2679 - g_loss: 0.9421 - d_accuracy: 0.6344Epoch 334: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2693 - g_loss: 0.9369 - d_accuracy: 0.6330
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9585 - d_accuracy: 0.6462Epoch 335: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2596 - g_loss: 0.9568 - d_accuracy: 0.6468
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2663 - g_loss: 0.9509 - d_accuracy: 0.6351Epoch 336: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2654 - g_loss: 0.9529 - d_accuracy: 0.6360
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2817 - g_loss: 0.9442 - d_accuracy: 0.6215Epoch 337: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2818 - g_loss: 0.9462 - d_accuracy: 0.6210
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2660 - g_loss: 0.9476 - d_accuracy: 0.6376Epoch 338: D Accuracy = 0.6486
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2659 - g_loss: 0.9469 - d_accuracy: 0.6380
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2580 - g_loss: 0.9550 - d_accuracy: 0.6387Epoch 339: D Accuracy = 0.7838
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2539 - g_loss: 0.9594 - d_accuracy: 0.6439
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9502 - d_accuracy: 0.6379Epoch 340: D Accuracy = 0.5541
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2676 - g_loss: 0.9474 - d_accuracy: 0.6349
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2655 - g_loss: 0.9577 - d_accuracy: 0.6377Epoch 341: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2657 - g_loss: 0.9608 - d_accuracy: 0.6391
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9481 - d_accuracy: 0.6307Epoch 342: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2732 - g_loss: 0.9507 - d_accuracy: 0.6299
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2602 - g_loss: 0.9503 - d_accuracy: 0.6395Epoch 343: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2597 - g_loss: 0.9477 - d_accuracy: 0.6398
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 0.9573 - d_accuracy: 0.6352Epoch 344: D Accuracy = 0.5541
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2609 - g_loss: 0.9593 - d_accuracy: 0.6323
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2737 - g_loss: 0.9463 - d_accuracy: 0.6206Epoch 345: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2725 - g_loss: 0.9530 - d_accuracy: 0.6192
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2567 - g_loss: 0.9581 - d_accuracy: 0.6426Epoch 346: D Accuracy = 0.6081
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2586 - g_loss: 0.9564 - d_accuracy: 0.6414
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2660 - g_loss: 0.9544 - d_accuracy: 0.6325Epoch 347: D Accuracy = 0.6486
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2646 - g_loss: 0.9556 - d_accuracy: 0.6331
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2627 - g_loss: 0.9528 - d_accuracy: 0.6332Epoch 348: D Accuracy = 0.5811
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2636 - g_loss: 0.9504 - d_accuracy: 0.6313
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9613 - d_accuracy: 0.6495Epoch 349: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2539 - g_loss: 0.9656 - d_accuracy: 0.6494
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2664 - g_loss: 0.9523 - d_accuracy: 0.6342Epoch 350: D Accuracy = 0.5676
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2686 - g_loss: 0.9485 - d_accuracy: 0.6318
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2635 - g_loss: 0.9536 - d_accuracy: 0.6333Epoch 351: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2645 - g_loss: 0.9529 - d_accuracy: 0.6329
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2602 - g_loss: 0.9571 - d_accuracy: 0.6369Epoch 352: D Accuracy = 0.6216
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2614 - g_loss: 0.9595 - d_accuracy: 0.6363
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2728 - g_loss: 0.9463 - d_accuracy: 0.6334Epoch 353: D Accuracy = 0.5676
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2772 - g_loss: 0.9456 - d_accuracy: 0.6311
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2571 - g_loss: 0.9565 - d_accuracy: 0.6373Epoch 354: D Accuracy = 0.6216
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2577 - g_loss: 0.9541 - d_accuracy: 0.6368
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2565 - g_loss: 0.9663 - d_accuracy: 0.6425Epoch 355: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2584 - g_loss: 0.9636 - d_accuracy: 0.6418
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2617 - g_loss: 0.9625 - d_accuracy: 0.6433Epoch 356: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2612 - g_loss: 0.9631 - d_accuracy: 0.6440
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2602 - g_loss: 0.9573 - d_accuracy: 0.6393Epoch 357: D Accuracy = 0.6351
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2595 - g_loss: 0.9552 - d_accuracy: 0.6391
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2630 - g_loss: 0.9566 - d_accuracy: 0.6406Epoch 358: D Accuracy = 0.5811
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2665 - g_loss: 0.9504 - d_accuracy: 0.6385
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2503 - g_loss: 0.9661 - d_accuracy: 0.6463Epoch 359: D Accuracy = 0.6216
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2481 - g_loss: 0.9694 - d_accuracy: 0.6454
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2571 - g_loss: 0.9544 - d_accuracy: 0.6407Epoch 360: D Accuracy = 0.6081
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2588 - g_loss: 0.9511 - d_accuracy: 0.6396
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2606 - g_loss: 0.9607 - d_accuracy: 0.6341Epoch 361: D Accuracy = 0.5946
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2617 - g_loss: 0.9610 - d_accuracy: 0.6327
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2421 - g_loss: 0.9677 - d_accuracy: 0.6517Epoch 362: D Accuracy = 0.7297
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2396 - g_loss: 0.9680 - d_accuracy: 0.6545
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2582 - g_loss: 0.9675 - d_accuracy: 0.6363Epoch 363: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2599 - g_loss: 0.9665 - d_accuracy: 0.6348
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2603 - g_loss: 0.9593 - d_accuracy: 0.6426Epoch 364: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2582 - g_loss: 0.9624 - d_accuracy: 0.6433
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2538 - g_loss: 0.9625 - d_accuracy: 0.6428Epoch 365: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2516 - g_loss: 0.9618 - d_accuracy: 0.6449
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2628 - g_loss: 0.9628 - d_accuracy: 0.6387Epoch 366: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2636 - g_loss: 0.9667 - d_accuracy: 0.6367
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9572 - d_accuracy: 0.6371Epoch 367: D Accuracy = 0.6892
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2622 - g_loss: 0.9544 - d_accuracy: 0.6389
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2622 - g_loss: 0.9624 - d_accuracy: 0.6344Epoch 368: D Accuracy = 0.6081
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2635 - g_loss: 0.9608 - d_accuracy: 0.6334
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2542 - g_loss: 0.9613 - d_accuracy: 0.6524Epoch 369: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2518 - g_loss: 0.9627 - d_accuracy: 0.6562
Epoch 370/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.2557 - g_loss: 0.9653 - d_accuracy: 0.6389Epoch 370: D Accuracy = 0.6757
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2573 - g_loss: 0.9560 - d_accuracy: 0.6413
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2554 - g_loss: 0.9701 - d_accuracy: 0.6437Epoch 371: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2541 - g_loss: 0.9732 - d_accuracy: 0.6444
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2580 - g_loss: 0.9595 - d_accuracy: 0.6511Epoch 372: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2601 - g_loss: 0.9584 - d_accuracy: 0.6500
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2426 - g_loss: 0.9755 - d_accuracy: 0.6555Epoch 373: D Accuracy = 0.6216
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2443 - g_loss: 0.9746 - d_accuracy: 0.6543
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2449 - g_loss: 0.9734 - d_accuracy: 0.6560Epoch 374: D Accuracy = 0.6351
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2453 - g_loss: 0.9753 - d_accuracy: 0.6553
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2516 - g_loss: 0.9663 - d_accuracy: 0.6452Epoch 375: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2534 - g_loss: 0.9674 - d_accuracy: 0.6458
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2614 - g_loss: 0.9591 - d_accuracy: 0.6392Epoch 376: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2645 - g_loss: 0.9576 - d_accuracy: 0.6376
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2563 - g_loss: 0.9608 - d_accuracy: 0.6400Epoch 377: D Accuracy = 0.5270
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2594 - g_loss: 0.9587 - d_accuracy: 0.6360
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2453 - g_loss: 0.9723 - d_accuracy: 0.6505Epoch 378: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2456 - g_loss: 0.9717 - d_accuracy: 0.6495
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2410 - g_loss: 0.9761 - d_accuracy: 0.6536Epoch 379: D Accuracy = 0.7162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2389 - g_loss: 0.9766 - d_accuracy: 0.6558
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2521 - g_loss: 0.9681 - d_accuracy: 0.6450Epoch 380: D Accuracy = 0.6216
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2523 - g_loss: 0.9671 - d_accuracy: 0.6442
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2410 - g_loss: 0.9801 - d_accuracy: 0.6522Epoch 381: D Accuracy = 0.5541
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2411 - g_loss: 0.9868 - d_accuracy: 0.6487
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2420 - g_loss: 0.9695 - d_accuracy: 0.6544Epoch 382: D Accuracy = 0.7432
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2410 - g_loss: 0.9658 - d_accuracy: 0.6576
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2492 - g_loss: 0.9782 - d_accuracy: 0.6493Epoch 383: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2473 - g_loss: 0.9788 - d_accuracy: 0.6512
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2497 - g_loss: 0.9735 - d_accuracy: 0.6497Epoch 384: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2494 - g_loss: 0.9806 - d_accuracy: 0.6497
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2454 - g_loss: 0.9708 - d_accuracy: 0.6526Epoch 385: D Accuracy = 0.5135
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2496 - g_loss: 0.9681 - d_accuracy: 0.6476
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2453 - g_loss: 0.9738 - d_accuracy: 0.6480Epoch 386: D Accuracy = 0.5676
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2461 - g_loss: 0.9749 - d_accuracy: 0.6452
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2567 - g_loss: 0.9624 - d_accuracy: 0.6481Epoch 387: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2586 - g_loss: 0.9591 - d_accuracy: 0.6467
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2421 - g_loss: 0.9785 - d_accuracy: 0.6563Epoch 388: D Accuracy = 0.5946
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2448 - g_loss: 0.9773 - d_accuracy: 0.6541
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2459 - g_loss: 0.9726 - d_accuracy: 0.6429Epoch 389: D Accuracy = 0.6081
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2474 - g_loss: 0.9724 - d_accuracy: 0.6417
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2411 - g_loss: 0.9738 - d_accuracy: 0.6665Epoch 390: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2412 - g_loss: 0.9717 - d_accuracy: 0.6663
Epoch 391/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.2423 - g_loss: 0.9793 - d_accuracy: 0.6495Epoch 391: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2498 - g_loss: 0.9777 - d_accuracy: 0.6461
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9666 - d_accuracy: 0.6515Epoch 392: D Accuracy = 0.5541
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2569 - g_loss: 0.9643 - d_accuracy: 0.6480
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2440 - g_loss: 0.9824 - d_accuracy: 0.6495Epoch 393: D Accuracy = 0.6351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2443 - g_loss: 0.9832 - d_accuracy: 0.6490
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2358 - g_loss: 0.9843 - d_accuracy: 0.6528Epoch 394: D Accuracy = 0.6757
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2339 - g_loss: 0.9864 - d_accuracy: 0.6536
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2421 - g_loss: 0.9755 - d_accuracy: 0.6533Epoch 395: D Accuracy = 0.7297
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2401 - g_loss: 0.9727 - d_accuracy: 0.6561
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2428 - g_loss: 0.9876 - d_accuracy: 0.6491Epoch 396: D Accuracy = 0.7027
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2405 - g_loss: 0.9893 - d_accuracy: 0.6511
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2344 - g_loss: 0.9811 - d_accuracy: 0.6665Epoch 397: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2332 - g_loss: 0.9784 - d_accuracy: 0.6678
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2299 - g_loss: 0.9951 - d_accuracy: 0.6602Epoch 398: D Accuracy = 0.6351
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2288 - g_loss: 0.9934 - d_accuracy: 0.6593
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2444 - g_loss: 0.9805 - d_accuracy: 0.6477Epoch 399: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2473 - g_loss: 0.9778 - d_accuracy: 0.6458
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2466 - g_loss: 0.9785 - d_accuracy: 0.6487
Class 9 — Epoch 400 preview:
No description has been provided for this image
Epoch 400: D Accuracy = 0.6081
27/27 [==============================] - 1s 41ms/step - d_loss: 1.2477 - g_loss: 0.9823 - d_accuracy: 0.6472
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2387 - g_loss: 0.9866 - d_accuracy: 0.6605Epoch 401: D Accuracy = 0.5946
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2416 - g_loss: 0.9851 - d_accuracy: 0.6581
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2350 - g_loss: 0.9847 - d_accuracy: 0.6563Epoch 402: D Accuracy = 0.6892
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2326 - g_loss: 0.9857 - d_accuracy: 0.6575
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2377 - g_loss: 0.9932 - d_accuracy: 0.6496Epoch 403: D Accuracy = 0.7027
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2338 - g_loss: 1.0008 - d_accuracy: 0.6515
Epoch 404/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.2517 - g_loss: 0.9749 - d_accuracy: 0.6456Epoch 404: D Accuracy = 0.5811
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2531 - g_loss: 0.9863 - d_accuracy: 0.6413
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2402 - g_loss: 0.9860 - d_accuracy: 0.6579Epoch 405: D Accuracy = 0.5946
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2421 - g_loss: 0.9890 - d_accuracy: 0.6556
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2387 - g_loss: 0.9817 - d_accuracy: 0.6580Epoch 406: D Accuracy = 0.6757
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2387 - g_loss: 0.9824 - d_accuracy: 0.6586
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2322 - g_loss: 0.9889 - d_accuracy: 0.6568Epoch 407: D Accuracy = 0.6757
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2304 - g_loss: 0.9951 - d_accuracy: 0.6575
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2297 - g_loss: 0.9927 - d_accuracy: 0.6640Epoch 408: D Accuracy = 0.7568
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2264 - g_loss: 0.9931 - d_accuracy: 0.6673
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2217 - g_loss: 1.0032 - d_accuracy: 0.6765Epoch 409: D Accuracy = 0.7838
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2167 - g_loss: 1.0077 - d_accuracy: 0.6803
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2474 - g_loss: 0.9838 - d_accuracy: 0.6414Epoch 410: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2486 - g_loss: 0.9850 - d_accuracy: 0.6397
Epoch 411/500
25/27 [==========================>...] - ETA: 0s - d_loss: 1.2416 - g_loss: 0.9810 - d_accuracy: 0.6533Epoch 411: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2403 - g_loss: 0.9818 - d_accuracy: 0.6565
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2418 - g_loss: 0.9797 - d_accuracy: 0.6588Epoch 412: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2435 - g_loss: 0.9755 - d_accuracy: 0.6570
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2311 - g_loss: 0.9950 - d_accuracy: 0.6593Epoch 413: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2318 - g_loss: 0.9901 - d_accuracy: 0.6589
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2328 - g_loss: 0.9990 - d_accuracy: 0.6571Epoch 414: D Accuracy = 0.6757
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2328 - g_loss: 1.0011 - d_accuracy: 0.6578
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2287 - g_loss: 0.9904 - d_accuracy: 0.6664Epoch 415: D Accuracy = 0.6486
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2308 - g_loss: 0.9888 - d_accuracy: 0.6658
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2358 - g_loss: 0.9863 - d_accuracy: 0.6592Epoch 416: D Accuracy = 0.6351
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2375 - g_loss: 0.9853 - d_accuracy: 0.6584
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2266 - g_loss: 1.0003 - d_accuracy: 0.6645Epoch 417: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2263 - g_loss: 1.0011 - d_accuracy: 0.6630
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2274 - g_loss: 0.9998 - d_accuracy: 0.6628Epoch 418: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2263 - g_loss: 0.9995 - d_accuracy: 0.6638
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2351 - g_loss: 0.9934 - d_accuracy: 0.6567Epoch 419: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2367 - g_loss: 0.9929 - d_accuracy: 0.6564
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2323 - g_loss: 0.9944 - d_accuracy: 0.6575Epoch 420: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2306 - g_loss: 0.9935 - d_accuracy: 0.6576
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2388 - g_loss: 0.9884 - d_accuracy: 0.6524Epoch 421: D Accuracy = 0.6216
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2403 - g_loss: 0.9895 - d_accuracy: 0.6513
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2310 - g_loss: 0.9965 - d_accuracy: 0.6623Epoch 422: D Accuracy = 0.6081
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2312 - g_loss: 1.0021 - d_accuracy: 0.6603
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2280 - g_loss: 0.9893 - d_accuracy: 0.6655Epoch 423: D Accuracy = 0.7838
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2240 - g_loss: 0.9929 - d_accuracy: 0.6697
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2340 - g_loss: 0.9898 - d_accuracy: 0.6567Epoch 424: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2312 - g_loss: 0.9905 - d_accuracy: 0.6583
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2378 - g_loss: 0.9983 - d_accuracy: 0.6516Epoch 425: D Accuracy = 0.6351
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2372 - g_loss: 1.0028 - d_accuracy: 0.6510
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2328 - g_loss: 0.9909 - d_accuracy: 0.6657Epoch 426: D Accuracy = 0.6622
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2346 - g_loss: 0.9889 - d_accuracy: 0.6656
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2183 - g_loss: 1.0023 - d_accuracy: 0.6747Epoch 427: D Accuracy = 0.7568
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2153 - g_loss: 1.0026 - d_accuracy: 0.6777
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2323 - g_loss: 1.0047 - d_accuracy: 0.6549Epoch 428: D Accuracy = 0.6892
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2305 - g_loss: 1.0038 - d_accuracy: 0.6561
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2316 - g_loss: 0.9920 - d_accuracy: 0.6577Epoch 429: D Accuracy = 0.7297
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2317 - g_loss: 0.9891 - d_accuracy: 0.6602
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2272 - g_loss: 1.0074 - d_accuracy: 0.6627Epoch 430: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2292 - g_loss: 1.0125 - d_accuracy: 0.6598
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2232 - g_loss: 1.0043 - d_accuracy: 0.6679Epoch 431: D Accuracy = 0.7162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2212 - g_loss: 1.0047 - d_accuracy: 0.6696
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2236 - g_loss: 0.9974 - d_accuracy: 0.6668Epoch 432: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2245 - g_loss: 0.9993 - d_accuracy: 0.6647
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2131 - g_loss: 1.0073 - d_accuracy: 0.6724Epoch 433: D Accuracy = 0.7162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2142 - g_loss: 1.0006 - d_accuracy: 0.6739
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2292 - g_loss: 1.0066 - d_accuracy: 0.6597Epoch 434: D Accuracy = 0.6757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2283 - g_loss: 1.0084 - d_accuracy: 0.6603
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2249 - g_loss: 1.0024 - d_accuracy: 0.6630Epoch 435: D Accuracy = 0.6622
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2260 - g_loss: 1.0021 - d_accuracy: 0.6630
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2267 - g_loss: 0.9973 - d_accuracy: 0.6623Epoch 436: D Accuracy = 0.6351
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2271 - g_loss: 0.9972 - d_accuracy: 0.6613
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2177 - g_loss: 1.0204 - d_accuracy: 0.6674Epoch 437: D Accuracy = 0.6216
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2174 - g_loss: 1.0218 - d_accuracy: 0.6658
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2161 - g_loss: 1.0102 - d_accuracy: 0.6775Epoch 438: D Accuracy = 0.7027
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2148 - g_loss: 1.0161 - d_accuracy: 0.6784
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2126 - g_loss: 1.0141 - d_accuracy: 0.6786Epoch 439: D Accuracy = 0.6351
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2155 - g_loss: 1.0127 - d_accuracy: 0.6771
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2163 - g_loss: 1.0168 - d_accuracy: 0.6739Epoch 440: D Accuracy = 0.6081
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2183 - g_loss: 1.0245 - d_accuracy: 0.6715
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2161 - g_loss: 1.0034 - d_accuracy: 0.6791Epoch 441: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2151 - g_loss: 1.0034 - d_accuracy: 0.6799
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2256 - g_loss: 1.0036 - d_accuracy: 0.6658Epoch 442: D Accuracy = 0.7027
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2233 - g_loss: 1.0015 - d_accuracy: 0.6671
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2213 - g_loss: 1.0184 - d_accuracy: 0.6657Epoch 443: D Accuracy = 0.5946
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2232 - g_loss: 1.0214 - d_accuracy: 0.6631
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2225 - g_loss: 1.0031 - d_accuracy: 0.6647Epoch 444: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2221 - g_loss: 1.0038 - d_accuracy: 0.6646
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2143 - g_loss: 1.0143 - d_accuracy: 0.6742Epoch 445: D Accuracy = 0.6757
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2126 - g_loss: 1.0176 - d_accuracy: 0.6742
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2178 - g_loss: 1.0065 - d_accuracy: 0.6673Epoch 446: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2141 - g_loss: 1.0081 - d_accuracy: 0.6700
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1983 - g_loss: 1.0323 - d_accuracy: 0.6904Epoch 447: D Accuracy = 0.7297
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1973 - g_loss: 1.0358 - d_accuracy: 0.6918
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2181 - g_loss: 1.0136 - d_accuracy: 0.6655Epoch 448: D Accuracy = 0.6757
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2178 - g_loss: 1.0136 - d_accuracy: 0.6659
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2113 - g_loss: 1.0145 - d_accuracy: 0.6708Epoch 449: D Accuracy = 0.7027
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2100 - g_loss: 1.0148 - d_accuracy: 0.6720
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2125 - g_loss: 1.0189 - d_accuracy: 0.6709Epoch 450: D Accuracy = 0.7432
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2107 - g_loss: 1.0163 - d_accuracy: 0.6735
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2107 - g_loss: 1.0186 - d_accuracy: 0.6691Epoch 451: D Accuracy = 0.7027
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2097 - g_loss: 1.0140 - d_accuracy: 0.6703
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2029 - g_loss: 1.0317 - d_accuracy: 0.6791Epoch 452: D Accuracy = 0.6757
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2038 - g_loss: 1.0348 - d_accuracy: 0.6790
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2111 - g_loss: 1.0180 - d_accuracy: 0.6737Epoch 453: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2100 - g_loss: 1.0192 - d_accuracy: 0.6742
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2087 - g_loss: 1.0257 - d_accuracy: 0.6759Epoch 454: D Accuracy = 0.6757
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2087 - g_loss: 1.0229 - d_accuracy: 0.6759
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2117 - g_loss: 1.0246 - d_accuracy: 0.6729Epoch 455: D Accuracy = 0.7432
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2078 - g_loss: 1.0277 - d_accuracy: 0.6754
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2189 - g_loss: 1.0177 - d_accuracy: 0.6660Epoch 456: D Accuracy = 0.6216
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2210 - g_loss: 1.0154 - d_accuracy: 0.6644
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2194 - g_loss: 1.0145 - d_accuracy: 0.6677Epoch 457: D Accuracy = 0.5541
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2212 - g_loss: 1.0168 - d_accuracy: 0.6636
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2152 - g_loss: 1.0172 - d_accuracy: 0.6776Epoch 458: D Accuracy = 0.6081
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2182 - g_loss: 1.0187 - d_accuracy: 0.6751
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2015 - g_loss: 1.0222 - d_accuracy: 0.6792Epoch 459: D Accuracy = 0.7162
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2009 - g_loss: 1.0172 - d_accuracy: 0.6805
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2040 - g_loss: 1.0320 - d_accuracy: 0.6832Epoch 460: D Accuracy = 0.6757
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2050 - g_loss: 1.0298 - d_accuracy: 0.6829
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2140 - g_loss: 1.0217 - d_accuracy: 0.6734Epoch 461: D Accuracy = 0.6351
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2158 - g_loss: 1.0210 - d_accuracy: 0.6720
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2147 - g_loss: 1.0237 - d_accuracy: 0.6727Epoch 462: D Accuracy = 0.5811
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2164 - g_loss: 1.0242 - d_accuracy: 0.6694
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2110 - g_loss: 1.0222 - d_accuracy: 0.6692Epoch 463: D Accuracy = 0.7297
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2088 - g_loss: 1.0227 - d_accuracy: 0.6714
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2084 - g_loss: 1.0269 - d_accuracy: 0.6812Epoch 464: D Accuracy = 0.7432
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2053 - g_loss: 1.0294 - d_accuracy: 0.6834
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2152 - g_loss: 1.0187 - d_accuracy: 0.6697Epoch 465: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2173 - g_loss: 1.0158 - d_accuracy: 0.6680
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2034 - g_loss: 1.0294 - d_accuracy: 0.6789Epoch 466: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2034 - g_loss: 1.0284 - d_accuracy: 0.6793
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2101 - g_loss: 1.0216 - d_accuracy: 0.6784Epoch 467: D Accuracy = 0.5541
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2149 - g_loss: 1.0199 - d_accuracy: 0.6739
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2046 - g_loss: 1.0271 - d_accuracy: 0.6796Epoch 468: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2048 - g_loss: 1.0249 - d_accuracy: 0.6819
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2037 - g_loss: 1.0279 - d_accuracy: 0.6845Epoch 469: D Accuracy = 0.7432
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2038 - g_loss: 1.0236 - d_accuracy: 0.6866
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2142 - g_loss: 1.0307 - d_accuracy: 0.6683Epoch 470: D Accuracy = 0.6351
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2143 - g_loss: 1.0321 - d_accuracy: 0.6672
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2062 - g_loss: 1.0250 - d_accuracy: 0.6736Epoch 471: D Accuracy = 0.6486
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2050 - g_loss: 1.0239 - d_accuracy: 0.6727
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2004 - g_loss: 1.0370 - d_accuracy: 0.6804Epoch 472: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2035 - g_loss: 1.0377 - d_accuracy: 0.6783
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2067 - g_loss: 1.0318 - d_accuracy: 0.6752Epoch 473: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2085 - g_loss: 1.0331 - d_accuracy: 0.6743
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2008 - g_loss: 1.0355 - d_accuracy: 0.6780Epoch 474: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1989 - g_loss: 1.0403 - d_accuracy: 0.6784
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2028 - g_loss: 1.0285 - d_accuracy: 0.6874Epoch 475: D Accuracy = 0.6622
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2046 - g_loss: 1.0201 - d_accuracy: 0.6865
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1937 - g_loss: 1.0432 - d_accuracy: 0.6882Epoch 476: D Accuracy = 0.7027
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1895 - g_loss: 1.0522 - d_accuracy: 0.6887
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2081 - g_loss: 1.0348 - d_accuracy: 0.6743Epoch 477: D Accuracy = 0.7027
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2049 - g_loss: 1.0400 - d_accuracy: 0.6753
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1899 - g_loss: 1.0430 - d_accuracy: 0.6926Epoch 478: D Accuracy = 0.7162
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1895 - g_loss: 1.0466 - d_accuracy: 0.6935
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2054 - g_loss: 1.0292 - d_accuracy: 0.6761Epoch 479: D Accuracy = 0.6216
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2088 - g_loss: 1.0260 - d_accuracy: 0.6741
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1991 - g_loss: 1.0413 - d_accuracy: 0.6840Epoch 480: D Accuracy = 0.6216
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2018 - g_loss: 1.0399 - d_accuracy: 0.6818
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2012 - g_loss: 1.0408 - d_accuracy: 0.6735Epoch 481: D Accuracy = 0.6486
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2009 - g_loss: 1.0465 - d_accuracy: 0.6726
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2104 - g_loss: 1.0251 - d_accuracy: 0.6754Epoch 482: D Accuracy = 0.5946
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2156 - g_loss: 1.0254 - d_accuracy: 0.6725
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1953 - g_loss: 1.0441 - d_accuracy: 0.6862Epoch 483: D Accuracy = 0.7973
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1929 - g_loss: 1.0440 - d_accuracy: 0.6902
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2016 - g_loss: 1.0413 - d_accuracy: 0.6837Epoch 484: D Accuracy = 0.7027
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2007 - g_loss: 1.0473 - d_accuracy: 0.6844
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2014 - g_loss: 1.0360 - d_accuracy: 0.6798Epoch 485: D Accuracy = 0.6351
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2004 - g_loss: 1.0400 - d_accuracy: 0.6782
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2034 - g_loss: 1.0269 - d_accuracy: 0.6801Epoch 486: D Accuracy = 0.6486
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2051 - g_loss: 1.0239 - d_accuracy: 0.6790
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1875 - g_loss: 1.0495 - d_accuracy: 0.6954Epoch 487: D Accuracy = 0.7432
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1876 - g_loss: 1.0484 - d_accuracy: 0.6971
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1911 - g_loss: 1.0560 - d_accuracy: 0.6858Epoch 488: D Accuracy = 0.5676
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1932 - g_loss: 1.0584 - d_accuracy: 0.6816
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1949 - g_loss: 1.0408 - d_accuracy: 0.6753Epoch 489: D Accuracy = 0.6351
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1949 - g_loss: 1.0413 - d_accuracy: 0.6739
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1900 - g_loss: 1.0495 - d_accuracy: 0.6916Epoch 490: D Accuracy = 0.7838
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1879 - g_loss: 1.0477 - d_accuracy: 0.6949
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1898 - g_loss: 1.0500 - d_accuracy: 0.6818Epoch 491: D Accuracy = 0.7297
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1876 - g_loss: 1.0457 - d_accuracy: 0.6835
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2107 - g_loss: 1.0348 - d_accuracy: 0.6705Epoch 492: D Accuracy = 0.6892
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2114 - g_loss: 1.0340 - d_accuracy: 0.6712
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1891 - g_loss: 1.0529 - d_accuracy: 0.6945Epoch 493: D Accuracy = 0.6892
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1893 - g_loss: 1.0527 - d_accuracy: 0.6943
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1937 - g_loss: 1.0415 - d_accuracy: 0.6924Epoch 494: D Accuracy = 0.7838
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1913 - g_loss: 1.0435 - d_accuracy: 0.6956
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1889 - g_loss: 1.0456 - d_accuracy: 0.6936Epoch 495: D Accuracy = 0.6892
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1887 - g_loss: 1.0450 - d_accuracy: 0.6935
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2013 - g_loss: 1.0496 - d_accuracy: 0.6881Epoch 496: D Accuracy = 0.5541
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2057 - g_loss: 1.0556 - d_accuracy: 0.6833
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1893 - g_loss: 1.0453 - d_accuracy: 0.6947Epoch 497: D Accuracy = 0.6622
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1895 - g_loss: 1.0439 - d_accuracy: 0.6935
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1734 - g_loss: 1.0682 - d_accuracy: 0.6982Epoch 498: D Accuracy = 0.7027
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1736 - g_loss: 1.0644 - d_accuracy: 0.6984
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1857 - g_loss: 1.0525 - d_accuracy: 0.6915Epoch 499: D Accuracy = 0.7297
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1841 - g_loss: 1.0503 - d_accuracy: 0.6929
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1947 - g_loss: 1.0656 - d_accuracy: 0.6739
Class 9 — Epoch 500 preview:
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Epoch 500: D Accuracy = 0.6216
27/27 [==============================] - 1s 42ms/step - d_loss: 1.1950 - g_loss: 1.0728 - d_accuracy: 0.6721
Training DCGAN for class 10...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.6994 - g_loss: 0.5635 - d_accuracy: 0.4367WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0173s vs `on_train_batch_end` time: 0.0183s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 1.2000 - g_loss: 1.0870 - d_accuracy: 0.7083
Epoch 1: Generator loss improved from inf to 1.4928. Saving weights.
Epoch 1: D Accuracy = 0.8188
27/27 [==============================] - 2s 36ms/step - d_loss: 1.1934 - g_loss: 1.1015 - d_accuracy: 0.7122
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1586 - g_loss: 1.2524 - d_accuracy: 0.7532
Epoch 2: Generator loss improved from 1.4928 to 1.1573. Saving weights.
Epoch 2: D Accuracy = 0.6562
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1632 - g_loss: 1.2490 - d_accuracy: 0.7497
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3165 - g_loss: 1.0363 - d_accuracy: 0.6269
Epoch 3: Generator loss improved from 1.1573 to 1.1123. Saving weights.
Epoch 3: D Accuracy = 0.5812
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3171 - g_loss: 1.0390 - d_accuracy: 0.6252
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3903 - g_loss: 0.9263 - d_accuracy: 0.5689
Epoch 4: Generator loss improved from 1.1123 to 0.8526. Saving weights.
Epoch 4: D Accuracy = 0.5625
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3896 - g_loss: 0.9237 - d_accuracy: 0.5686
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3906 - g_loss: 0.8947 - d_accuracy: 0.5585Epoch 5: D Accuracy = 0.4937
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3912 - g_loss: 0.8965 - d_accuracy: 0.5562
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3515 - g_loss: 0.8937 - d_accuracy: 0.5794Epoch 6: D Accuracy = 0.6313
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3484 - g_loss: 0.8952 - d_accuracy: 0.5812
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3487 - g_loss: 0.8947 - d_accuracy: 0.5809Epoch 7: D Accuracy = 0.5625
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3486 - g_loss: 0.8950 - d_accuracy: 0.5802
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3645 - g_loss: 0.8723 - d_accuracy: 0.5630
Epoch 8: Generator loss improved from 0.8526 to 0.8234. Saving weights.
Epoch 8: D Accuracy = 0.5875
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3643 - g_loss: 0.8705 - d_accuracy: 0.5639
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3700 - g_loss: 0.8646 - d_accuracy: 0.5542Epoch 9: D Accuracy = 0.6000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3702 - g_loss: 0.8636 - d_accuracy: 0.5558
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3569 - g_loss: 0.8737 - d_accuracy: 0.5704Epoch 10: D Accuracy = 0.6125
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3567 - g_loss: 0.8739 - d_accuracy: 0.5719
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3552 - g_loss: 0.8687 - d_accuracy: 0.5675Epoch 11: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3544 - g_loss: 0.8684 - d_accuracy: 0.5687
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3582 - g_loss: 0.8666 - d_accuracy: 0.5588Epoch 12: D Accuracy = 0.5250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3592 - g_loss: 0.8662 - d_accuracy: 0.5576
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3499 - g_loss: 0.8648 - d_accuracy: 0.5705Epoch 13: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3500 - g_loss: 0.8652 - d_accuracy: 0.5716
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3435 - g_loss: 0.8658 - d_accuracy: 0.5701Epoch 14: D Accuracy = 0.5875
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3436 - g_loss: 0.8666 - d_accuracy: 0.5707
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3394 - g_loss: 0.8725 - d_accuracy: 0.5826Epoch 15: D Accuracy = 0.5500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3415 - g_loss: 0.8710 - d_accuracy: 0.5814
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3419 - g_loss: 0.8724 - d_accuracy: 0.5704Epoch 16: D Accuracy = 0.5250
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3428 - g_loss: 0.8710 - d_accuracy: 0.5687
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3204 - g_loss: 0.8863 - d_accuracy: 0.5928Epoch 17: D Accuracy = 0.6375
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3174 - g_loss: 0.8905 - d_accuracy: 0.5944
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3162 - g_loss: 0.8989 - d_accuracy: 0.5952Epoch 18: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3168 - g_loss: 0.8993 - d_accuracy: 0.5945
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3148 - g_loss: 0.9012 - d_accuracy: 0.6028Epoch 19: D Accuracy = 0.5562
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3158 - g_loss: 0.9013 - d_accuracy: 0.6011
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3173 - g_loss: 0.9007 - d_accuracy: 0.6080Epoch 20: D Accuracy = 0.6062
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3172 - g_loss: 0.9001 - d_accuracy: 0.6079
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3184 - g_loss: 0.9038 - d_accuracy: 0.5930Epoch 21: D Accuracy = 0.6438
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3172 - g_loss: 0.9030 - d_accuracy: 0.5948
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3226 - g_loss: 0.9012 - d_accuracy: 0.5953Epoch 22: D Accuracy = 0.6313
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3217 - g_loss: 0.9005 - d_accuracy: 0.5966
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3217 - g_loss: 0.9022 - d_accuracy: 0.5909Epoch 23: D Accuracy = 0.6062
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3216 - g_loss: 0.9006 - d_accuracy: 0.5914
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8971 - d_accuracy: 0.5846Epoch 24: D Accuracy = 0.6000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3271 - g_loss: 0.9000 - d_accuracy: 0.5851
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8917 - d_accuracy: 0.5822Epoch 25: D Accuracy = 0.6375
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3313 - g_loss: 0.8918 - d_accuracy: 0.5842
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3414 - g_loss: 0.8807 - d_accuracy: 0.5770Epoch 26: D Accuracy = 0.6187
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3408 - g_loss: 0.8810 - d_accuracy: 0.5785
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3299 - g_loss: 0.8859 - d_accuracy: 0.5773Epoch 27: D Accuracy = 0.5625
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3310 - g_loss: 0.8839 - d_accuracy: 0.5767
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3327 - g_loss: 0.8891 - d_accuracy: 0.5802Epoch 28: D Accuracy = 0.5625
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3346 - g_loss: 0.8891 - d_accuracy: 0.5795
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8842 - d_accuracy: 0.5763Epoch 29: D Accuracy = 0.5125
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3374 - g_loss: 0.8852 - d_accuracy: 0.5740
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3313 - g_loss: 0.8788 - d_accuracy: 0.5825Epoch 30: D Accuracy = 0.5437
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3326 - g_loss: 0.8783 - d_accuracy: 0.5811
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3482 - g_loss: 0.8770 - d_accuracy: 0.5677Epoch 31: D Accuracy = 0.5813
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3481 - g_loss: 0.8775 - d_accuracy: 0.5682
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.8829 - d_accuracy: 0.5767Epoch 32: D Accuracy = 0.5875
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3294 - g_loss: 0.8841 - d_accuracy: 0.5771
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3426 - g_loss: 0.8784 - d_accuracy: 0.5783Epoch 33: D Accuracy = 0.5312
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3427 - g_loss: 0.8808 - d_accuracy: 0.5766
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3432 - g_loss: 0.8714 - d_accuracy: 0.5775
Epoch 34: Generator loss improved from 0.8234 to 0.8052. Saving weights.
Epoch 34: D Accuracy = 0.5625
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3434 - g_loss: 0.8690 - d_accuracy: 0.5770
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3316 - g_loss: 0.8926 - d_accuracy: 0.5839Epoch 35: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3323 - g_loss: 0.8924 - d_accuracy: 0.5844
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3536 - g_loss: 0.8650 - d_accuracy: 0.5709Epoch 36: D Accuracy = 0.5625
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3536 - g_loss: 0.8631 - d_accuracy: 0.5706
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3378 - g_loss: 0.8844 - d_accuracy: 0.5789Epoch 37: D Accuracy = 0.6500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3350 - g_loss: 0.8862 - d_accuracy: 0.5814
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3388 - g_loss: 0.8794 - d_accuracy: 0.5816Epoch 38: D Accuracy = 0.6125
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3366 - g_loss: 0.8834 - d_accuracy: 0.5827
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3571 - g_loss: 0.8601 - d_accuracy: 0.5620Epoch 39: D Accuracy = 0.4875
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3589 - g_loss: 0.8588 - d_accuracy: 0.5594
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3569 - g_loss: 0.8659 - d_accuracy: 0.5594Epoch 40: D Accuracy = 0.4750
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3591 - g_loss: 0.8648 - d_accuracy: 0.5564
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3417 - g_loss: 0.8677 - d_accuracy: 0.5765Epoch 41: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3402 - g_loss: 0.8675 - d_accuracy: 0.5783
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8742 - d_accuracy: 0.5863Epoch 42: D Accuracy = 0.5562
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3397 - g_loss: 0.8720 - d_accuracy: 0.5852
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3528 - g_loss: 0.8681 - d_accuracy: 0.5665
Epoch 43: Generator loss improved from 0.8052 to 0.7934. Saving weights.
Epoch 43: D Accuracy = 0.5250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3542 - g_loss: 0.8655 - d_accuracy: 0.5650
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3548 - g_loss: 0.8569 - d_accuracy: 0.5636Epoch 44: D Accuracy = 0.5500
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3551 - g_loss: 0.8563 - d_accuracy: 0.5631
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3432 - g_loss: 0.8662 - d_accuracy: 0.5732Epoch 45: D Accuracy = 0.5188
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3442 - g_loss: 0.8652 - d_accuracy: 0.5712
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8691 - d_accuracy: 0.5836Epoch 46: D Accuracy = 0.5375
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3378 - g_loss: 0.8671 - d_accuracy: 0.5819
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3484 - g_loss: 0.8619 - d_accuracy: 0.5703Epoch 47: D Accuracy = 0.5500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3499 - g_loss: 0.8620 - d_accuracy: 0.5696
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3441 - g_loss: 0.8688 - d_accuracy: 0.5706Epoch 48: D Accuracy = 0.5813
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3436 - g_loss: 0.8679 - d_accuracy: 0.5710
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3509 - g_loss: 0.8597 - d_accuracy: 0.5622Epoch 49: D Accuracy = 0.5437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3511 - g_loss: 0.8601 - d_accuracy: 0.5616
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3526 - g_loss: 0.8578 - d_accuracy: 0.5606Epoch 50: D Accuracy = 0.5438
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3525 - g_loss: 0.8573 - d_accuracy: 0.5600
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3498 - g_loss: 0.8613 - d_accuracy: 0.5637Epoch 51: D Accuracy = 0.5625
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3495 - g_loss: 0.8618 - d_accuracy: 0.5636
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3500 - g_loss: 0.8581 - d_accuracy: 0.5636Epoch 52: D Accuracy = 0.6125
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3485 - g_loss: 0.8583 - d_accuracy: 0.5654
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3441 - g_loss: 0.8602 - d_accuracy: 0.5632Epoch 53: D Accuracy = 0.5625
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3436 - g_loss: 0.8620 - d_accuracy: 0.5632
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3541 - g_loss: 0.8552 - d_accuracy: 0.5627Epoch 54: D Accuracy = 0.5437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3546 - g_loss: 0.8552 - d_accuracy: 0.5620
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3500 - g_loss: 0.8579 - d_accuracy: 0.5666Epoch 55: D Accuracy = 0.6062
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3492 - g_loss: 0.8589 - d_accuracy: 0.5680
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3538 - g_loss: 0.8532 - d_accuracy: 0.5635Epoch 56: D Accuracy = 0.5625
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3536 - g_loss: 0.8533 - d_accuracy: 0.5635
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3443 - g_loss: 0.8618 - d_accuracy: 0.5755Epoch 57: D Accuracy = 0.6125
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3437 - g_loss: 0.8614 - d_accuracy: 0.5768
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3563 - g_loss: 0.8556 - d_accuracy: 0.5631Epoch 58: D Accuracy = 0.6375
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3542 - g_loss: 0.8569 - d_accuracy: 0.5658
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3552 - g_loss: 0.8549 - d_accuracy: 0.5582Epoch 59: D Accuracy = 0.5312
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3563 - g_loss: 0.8547 - d_accuracy: 0.5572
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3531 - g_loss: 0.8525 - d_accuracy: 0.5590Epoch 60: D Accuracy = 0.5500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3540 - g_loss: 0.8521 - d_accuracy: 0.5587
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3574 - g_loss: 0.8511 - d_accuracy: 0.5553Epoch 61: D Accuracy = 0.5625
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3570 - g_loss: 0.8510 - d_accuracy: 0.5555
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3592 - g_loss: 0.8468 - d_accuracy: 0.5514Epoch 62: D Accuracy = 0.5437
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3601 - g_loss: 0.8461 - d_accuracy: 0.5511
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3528 - g_loss: 0.8523 - d_accuracy: 0.5589Epoch 63: D Accuracy = 0.5500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3531 - g_loss: 0.8506 - d_accuracy: 0.5585
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3567 - g_loss: 0.8499 - d_accuracy: 0.5516Epoch 64: D Accuracy = 0.5000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3577 - g_loss: 0.8495 - d_accuracy: 0.5498
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3581 - g_loss: 0.8472 - d_accuracy: 0.5548Epoch 65: D Accuracy = 0.5188
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3597 - g_loss: 0.8461 - d_accuracy: 0.5535
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3557 - g_loss: 0.8495 - d_accuracy: 0.5587Epoch 66: D Accuracy = 0.5688
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3562 - g_loss: 0.8481 - d_accuracy: 0.5590
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3609 - g_loss: 0.8453 - d_accuracy: 0.5500Epoch 67: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3599 - g_loss: 0.8458 - d_accuracy: 0.5518
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3564 - g_loss: 0.8467 - d_accuracy: 0.5638Epoch 68: D Accuracy = 0.5813
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3568 - g_loss: 0.8463 - d_accuracy: 0.5644
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3556 - g_loss: 0.8504 - d_accuracy: 0.5476Epoch 69: D Accuracy = 0.5000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3565 - g_loss: 0.8502 - d_accuracy: 0.5459
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3549 - g_loss: 0.8522 - d_accuracy: 0.5516Epoch 70: D Accuracy = 0.5312
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3548 - g_loss: 0.8542 - d_accuracy: 0.5509
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3678 - g_loss: 0.8359 - d_accuracy: 0.5457Epoch 71: D Accuracy = 0.5125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3674 - g_loss: 0.8366 - d_accuracy: 0.5446
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3610 - g_loss: 0.8428 - d_accuracy: 0.5530Epoch 72: D Accuracy = 0.5312
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3623 - g_loss: 0.8420 - d_accuracy: 0.5522
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3536 - g_loss: 0.8469 - d_accuracy: 0.5599Epoch 73: D Accuracy = 0.5938
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3529 - g_loss: 0.8476 - d_accuracy: 0.5611
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3563 - g_loss: 0.8473 - d_accuracy: 0.5468Epoch 74: D Accuracy = 0.5812
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3557 - g_loss: 0.8477 - d_accuracy: 0.5481
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3571 - g_loss: 0.8429 - d_accuracy: 0.5547Epoch 75: D Accuracy = 0.5625
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3574 - g_loss: 0.8426 - d_accuracy: 0.5550
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3566 - g_loss: 0.8459 - d_accuracy: 0.5576
Epoch 76: Generator loss improved from 0.7934 to 0.7594. Saving weights.
Epoch 76: D Accuracy = 0.5562
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3579 - g_loss: 0.8428 - d_accuracy: 0.5576
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3549 - g_loss: 0.8503 - d_accuracy: 0.5549Epoch 77: D Accuracy = 0.5063
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3566 - g_loss: 0.8491 - d_accuracy: 0.5532
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3587 - g_loss: 0.8457 - d_accuracy: 0.5470Epoch 78: D Accuracy = 0.5500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3578 - g_loss: 0.8455 - d_accuracy: 0.5471
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3540 - g_loss: 0.8471 - d_accuracy: 0.5586Epoch 79: D Accuracy = 0.5437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3555 - g_loss: 0.8455 - d_accuracy: 0.5581
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3530 - g_loss: 0.8475 - d_accuracy: 0.5568Epoch 80: D Accuracy = 0.5875
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3522 - g_loss: 0.8453 - d_accuracy: 0.5579
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3575 - g_loss: 0.8455 - d_accuracy: 0.5546Epoch 81: D Accuracy = 0.5375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3578 - g_loss: 0.8456 - d_accuracy: 0.5540
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3620 - g_loss: 0.8453 - d_accuracy: 0.5415Epoch 82: D Accuracy = 0.5625
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3612 - g_loss: 0.8469 - d_accuracy: 0.5423
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3544 - g_loss: 0.8462 - d_accuracy: 0.5503Epoch 83: D Accuracy = 0.5250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3553 - g_loss: 0.8448 - d_accuracy: 0.5494
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3660 - g_loss: 0.8411 - d_accuracy: 0.5500Epoch 84: D Accuracy = 0.5500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3656 - g_loss: 0.8421 - d_accuracy: 0.5500
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3606 - g_loss: 0.8417 - d_accuracy: 0.5467Epoch 85: D Accuracy = 0.5813
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3599 - g_loss: 0.8414 - d_accuracy: 0.5479
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3601 - g_loss: 0.8426 - d_accuracy: 0.5512Epoch 86: D Accuracy = 0.5625
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3607 - g_loss: 0.8411 - d_accuracy: 0.5516
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3633 - g_loss: 0.8394 - d_accuracy: 0.5435Epoch 87: D Accuracy = 0.5875
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3620 - g_loss: 0.8404 - d_accuracy: 0.5450
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3644 - g_loss: 0.8388 - d_accuracy: 0.5405Epoch 88: D Accuracy = 0.5500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3642 - g_loss: 0.8403 - d_accuracy: 0.5408
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3622 - g_loss: 0.8343 - d_accuracy: 0.5510Epoch 89: D Accuracy = 0.6063
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3615 - g_loss: 0.8331 - d_accuracy: 0.5529
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3592 - g_loss: 0.8371 - d_accuracy: 0.5470Epoch 90: D Accuracy = 0.5188
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3604 - g_loss: 0.8350 - d_accuracy: 0.5460
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3657 - g_loss: 0.8369 - d_accuracy: 0.5356Epoch 91: D Accuracy = 0.5812
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3651 - g_loss: 0.8381 - d_accuracy: 0.5372
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3596 - g_loss: 0.8385 - d_accuracy: 0.5457Epoch 92: D Accuracy = 0.5500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3586 - g_loss: 0.8385 - d_accuracy: 0.5458
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3687 - g_loss: 0.8335 - d_accuracy: 0.5387Epoch 93: D Accuracy = 0.4750
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3700 - g_loss: 0.8347 - d_accuracy: 0.5364
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3610 - g_loss: 0.8335 - d_accuracy: 0.5466Epoch 94: D Accuracy = 0.5500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3607 - g_loss: 0.8338 - d_accuracy: 0.5467
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3647 - g_loss: 0.8309 - d_accuracy: 0.5425Epoch 95: D Accuracy = 0.5188
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3649 - g_loss: 0.8301 - d_accuracy: 0.5417
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3611 - g_loss: 0.8387 - d_accuracy: 0.5459Epoch 96: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3601 - g_loss: 0.8388 - d_accuracy: 0.5468
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3648 - g_loss: 0.8322 - d_accuracy: 0.5412Epoch 97: D Accuracy = 0.5500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3645 - g_loss: 0.8323 - d_accuracy: 0.5415
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3658 - g_loss: 0.8361 - d_accuracy: 0.5380Epoch 98: D Accuracy = 0.5813
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3647 - g_loss: 0.8382 - d_accuracy: 0.5396
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3602 - g_loss: 0.8351 - d_accuracy: 0.5448Epoch 99: D Accuracy = 0.5875
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3594 - g_loss: 0.8354 - d_accuracy: 0.5463
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3676 - g_loss: 0.8315 - d_accuracy: 0.5401
Class 10 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.5000
27/27 [==============================] - 1s 41ms/step - d_loss: 1.3684 - g_loss: 0.8311 - d_accuracy: 0.5386
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3700 - g_loss: 0.8301 - d_accuracy: 0.5325Epoch 101: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3690 - g_loss: 0.8311 - d_accuracy: 0.5338
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3705 - g_loss: 0.8297 - d_accuracy: 0.5335Epoch 102: D Accuracy = 0.4875
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3715 - g_loss: 0.8305 - d_accuracy: 0.5319
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3689 - g_loss: 0.8260 - d_accuracy: 0.5324Epoch 103: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3679 - g_loss: 0.8256 - d_accuracy: 0.5340
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3669 - g_loss: 0.8326 - d_accuracy: 0.5342Epoch 104: D Accuracy = 0.5375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3669 - g_loss: 0.8338 - d_accuracy: 0.5343
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3652 - g_loss: 0.8317 - d_accuracy: 0.5383Epoch 105: D Accuracy = 0.5375
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3655 - g_loss: 0.8317 - d_accuracy: 0.5383
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3701 - g_loss: 0.8276 - d_accuracy: 0.5326Epoch 106: D Accuracy = 0.5750
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3699 - g_loss: 0.8288 - d_accuracy: 0.5341
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3680 - g_loss: 0.8292 - d_accuracy: 0.5320Epoch 107: D Accuracy = 0.5312
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3682 - g_loss: 0.8302 - d_accuracy: 0.5319
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3716 - g_loss: 0.8261 - d_accuracy: 0.5307Epoch 108: D Accuracy = 0.5312
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3722 - g_loss: 0.8249 - d_accuracy: 0.5307
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3692 - g_loss: 0.8298 - d_accuracy: 0.5309Epoch 109: D Accuracy = 0.5562
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3691 - g_loss: 0.8302 - d_accuracy: 0.5318
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3710 - g_loss: 0.8278 - d_accuracy: 0.5310Epoch 110: D Accuracy = 0.5125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3717 - g_loss: 0.8273 - d_accuracy: 0.5303
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3771 - g_loss: 0.8194 - d_accuracy: 0.5247Epoch 111: D Accuracy = 0.5062
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3779 - g_loss: 0.8188 - d_accuracy: 0.5240
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3665 - g_loss: 0.8260 - d_accuracy: 0.5315Epoch 112: D Accuracy = 0.5813
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3662 - g_loss: 0.8260 - d_accuracy: 0.5333
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3702 - g_loss: 0.8258 - d_accuracy: 0.5354Epoch 113: D Accuracy = 0.5500
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3697 - g_loss: 0.8262 - d_accuracy: 0.5359
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3692 - g_loss: 0.8255 - d_accuracy: 0.5318Epoch 114: D Accuracy = 0.5063
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3695 - g_loss: 0.8242 - d_accuracy: 0.5309
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3604 - g_loss: 0.8299 - d_accuracy: 0.5396Epoch 115: D Accuracy = 0.5562
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3598 - g_loss: 0.8301 - d_accuracy: 0.5402
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3693 - g_loss: 0.8232 - d_accuracy: 0.5265Epoch 116: D Accuracy = 0.4625
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3703 - g_loss: 0.8215 - d_accuracy: 0.5242
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3704 - g_loss: 0.8279 - d_accuracy: 0.5311Epoch 117: D Accuracy = 0.5125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3711 - g_loss: 0.8279 - d_accuracy: 0.5305
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3643 - g_loss: 0.8268 - d_accuracy: 0.5353Epoch 118: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3636 - g_loss: 0.8267 - d_accuracy: 0.5367
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3711 - g_loss: 0.8242 - d_accuracy: 0.5263Epoch 119: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3701 - g_loss: 0.8258 - d_accuracy: 0.5278
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3689 - g_loss: 0.8243 - d_accuracy: 0.5264Epoch 120: D Accuracy = 0.5750
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3688 - g_loss: 0.8231 - d_accuracy: 0.5281
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3718 - g_loss: 0.8244 - d_accuracy: 0.5205Epoch 121: D Accuracy = 0.5188
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3712 - g_loss: 0.8252 - d_accuracy: 0.5205
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3753 - g_loss: 0.8185 - d_accuracy: 0.5171Epoch 122: D Accuracy = 0.5000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3749 - g_loss: 0.8180 - d_accuracy: 0.5165
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3656 - g_loss: 0.8253 - d_accuracy: 0.5323Epoch 123: D Accuracy = 0.5125
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3657 - g_loss: 0.8251 - d_accuracy: 0.5316
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3675 - g_loss: 0.8254 - d_accuracy: 0.5332Epoch 124: D Accuracy = 0.4875
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3681 - g_loss: 0.8252 - d_accuracy: 0.5316
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3632 - g_loss: 0.8269 - d_accuracy: 0.5362Epoch 125: D Accuracy = 0.5625
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3628 - g_loss: 0.8263 - d_accuracy: 0.5371
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3678 - g_loss: 0.8280 - d_accuracy: 0.5367Epoch 126: D Accuracy = 0.5813
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3678 - g_loss: 0.8290 - d_accuracy: 0.5383
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3691 - g_loss: 0.8230 - d_accuracy: 0.5234Epoch 127: D Accuracy = 0.5375
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3686 - g_loss: 0.8234 - d_accuracy: 0.5239
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3727 - g_loss: 0.8197 - d_accuracy: 0.5257Epoch 128: D Accuracy = 0.5250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3730 - g_loss: 0.8192 - d_accuracy: 0.5256
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3710 - g_loss: 0.8194 - d_accuracy: 0.5276Epoch 129: D Accuracy = 0.5375
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3717 - g_loss: 0.8181 - d_accuracy: 0.5279
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3716 - g_loss: 0.8229 - d_accuracy: 0.5240Epoch 130: D Accuracy = 0.4875
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3717 - g_loss: 0.8244 - d_accuracy: 0.5227
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3699 - g_loss: 0.8222 - d_accuracy: 0.5275Epoch 131: D Accuracy = 0.5250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3696 - g_loss: 0.8225 - d_accuracy: 0.5275
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3677 - g_loss: 0.8240 - d_accuracy: 0.5268Epoch 132: D Accuracy = 0.4938
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3677 - g_loss: 0.8243 - d_accuracy: 0.5256
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3657 - g_loss: 0.8250 - d_accuracy: 0.5297Epoch 133: D Accuracy = 0.5125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3657 - g_loss: 0.8257 - d_accuracy: 0.5291
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3735 - g_loss: 0.8196 - d_accuracy: 0.5186Epoch 134: D Accuracy = 0.5188
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3734 - g_loss: 0.8197 - d_accuracy: 0.5186
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3732 - g_loss: 0.8195 - d_accuracy: 0.5270Epoch 135: D Accuracy = 0.4438
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3748 - g_loss: 0.8187 - d_accuracy: 0.5240
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3619 - g_loss: 0.8236 - d_accuracy: 0.5373Epoch 136: D Accuracy = 0.5688
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3622 - g_loss: 0.8238 - d_accuracy: 0.5384
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3711 - g_loss: 0.8249 - d_accuracy: 0.5300Epoch 137: D Accuracy = 0.5562
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3708 - g_loss: 0.8251 - d_accuracy: 0.5309
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3678 - g_loss: 0.8211 - d_accuracy: 0.5282Epoch 138: D Accuracy = 0.4688
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3686 - g_loss: 0.8208 - d_accuracy: 0.5261
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3714 - g_loss: 0.8200 - d_accuracy: 0.5231Epoch 139: D Accuracy = 0.5312
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3716 - g_loss: 0.8188 - d_accuracy: 0.5234
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3658 - g_loss: 0.8271 - d_accuracy: 0.5372Epoch 140: D Accuracy = 0.5438
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3659 - g_loss: 0.8252 - d_accuracy: 0.5374
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3723 - g_loss: 0.8224 - d_accuracy: 0.5234Epoch 141: D Accuracy = 0.5813
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3714 - g_loss: 0.8228 - d_accuracy: 0.5255
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3704 - g_loss: 0.8222 - d_accuracy: 0.5213Epoch 142: D Accuracy = 0.5125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3693 - g_loss: 0.8234 - d_accuracy: 0.5210
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3693 - g_loss: 0.8216 - d_accuracy: 0.5313Epoch 143: D Accuracy = 0.5562
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3692 - g_loss: 0.8216 - d_accuracy: 0.5322
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3693 - g_loss: 0.8224 - d_accuracy: 0.5234Epoch 144: D Accuracy = 0.5625
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3686 - g_loss: 0.8219 - d_accuracy: 0.5248
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3655 - g_loss: 0.8249 - d_accuracy: 0.5323Epoch 145: D Accuracy = 0.5312
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3651 - g_loss: 0.8258 - d_accuracy: 0.5322
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3718 - g_loss: 0.8222 - d_accuracy: 0.5246Epoch 146: D Accuracy = 0.5312
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3713 - g_loss: 0.8221 - d_accuracy: 0.5248
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3683 - g_loss: 0.8209 - d_accuracy: 0.5249Epoch 147: D Accuracy = 0.5312
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3684 - g_loss: 0.8213 - d_accuracy: 0.5251
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3739 - g_loss: 0.8212 - d_accuracy: 0.5201Epoch 148: D Accuracy = 0.4750
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3751 - g_loss: 0.8207 - d_accuracy: 0.5184
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3701 - g_loss: 0.8226 - d_accuracy: 0.5231Epoch 149: D Accuracy = 0.5688
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3689 - g_loss: 0.8230 - d_accuracy: 0.5247
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3702 - g_loss: 0.8205 - d_accuracy: 0.5274Epoch 150: D Accuracy = 0.5375
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3703 - g_loss: 0.8194 - d_accuracy: 0.5278
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3710 - g_loss: 0.8232 - d_accuracy: 0.5259Epoch 151: D Accuracy = 0.5312
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3700 - g_loss: 0.8251 - d_accuracy: 0.5261
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3701 - g_loss: 0.8222 - d_accuracy: 0.5223Epoch 152: D Accuracy = 0.4313
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3713 - g_loss: 0.8209 - d_accuracy: 0.5191
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3696 - g_loss: 0.8205 - d_accuracy: 0.5280Epoch 153: D Accuracy = 0.4875
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3701 - g_loss: 0.8204 - d_accuracy: 0.5266
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3718 - g_loss: 0.8205 - d_accuracy: 0.5237Epoch 154: D Accuracy = 0.5375
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3713 - g_loss: 0.8219 - d_accuracy: 0.5242
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3752 - g_loss: 0.8180 - d_accuracy: 0.5247Epoch 155: D Accuracy = 0.5062
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3753 - g_loss: 0.8177 - d_accuracy: 0.5240
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3735 - g_loss: 0.8170 - d_accuracy: 0.5254Epoch 156: D Accuracy = 0.5063
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3735 - g_loss: 0.8165 - d_accuracy: 0.5247
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3724 - g_loss: 0.8187 - d_accuracy: 0.5200Epoch 157: D Accuracy = 0.4938
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3726 - g_loss: 0.8184 - d_accuracy: 0.5191
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3697 - g_loss: 0.8200 - d_accuracy: 0.5248Epoch 158: D Accuracy = 0.4812
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3704 - g_loss: 0.8199 - d_accuracy: 0.5232
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3719 - g_loss: 0.8207 - d_accuracy: 0.5186Epoch 159: D Accuracy = 0.4750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3720 - g_loss: 0.8191 - d_accuracy: 0.5170
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3766 - g_loss: 0.8144 - d_accuracy: 0.5174Epoch 160: D Accuracy = 0.4750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3778 - g_loss: 0.8135 - d_accuracy: 0.5159
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3676 - g_loss: 0.8180 - d_accuracy: 0.5359Epoch 161: D Accuracy = 0.5563
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3672 - g_loss: 0.8186 - d_accuracy: 0.5367
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3692 - g_loss: 0.8178 - d_accuracy: 0.5301Epoch 162: D Accuracy = 0.4688
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3708 - g_loss: 0.8165 - d_accuracy: 0.5279
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3709 - g_loss: 0.8205 - d_accuracy: 0.5270Epoch 163: D Accuracy = 0.5063
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3707 - g_loss: 0.8209 - d_accuracy: 0.5263
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3677 - g_loss: 0.8244 - d_accuracy: 0.5301Epoch 164: D Accuracy = 0.5125
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3683 - g_loss: 0.8241 - d_accuracy: 0.5295
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3675 - g_loss: 0.8230 - d_accuracy: 0.5283Epoch 165: D Accuracy = 0.5063
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3683 - g_loss: 0.8227 - d_accuracy: 0.5275
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3723 - g_loss: 0.8215 - d_accuracy: 0.5184Epoch 166: D Accuracy = 0.5125
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3728 - g_loss: 0.8221 - d_accuracy: 0.5182
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3657 - g_loss: 0.8232 - d_accuracy: 0.5246Epoch 167: D Accuracy = 0.5125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3658 - g_loss: 0.8230 - d_accuracy: 0.5242
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3721 - g_loss: 0.8197 - d_accuracy: 0.5240Epoch 168: D Accuracy = 0.5375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3721 - g_loss: 0.8207 - d_accuracy: 0.5244
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3673 - g_loss: 0.8206 - d_accuracy: 0.5287Epoch 169: D Accuracy = 0.5125
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3673 - g_loss: 0.8208 - d_accuracy: 0.5281
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3738 - g_loss: 0.8177 - d_accuracy: 0.5160Epoch 170: D Accuracy = 0.5500
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3730 - g_loss: 0.8180 - d_accuracy: 0.5172
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3636 - g_loss: 0.8233 - d_accuracy: 0.5333Epoch 171: D Accuracy = 0.4938
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3641 - g_loss: 0.8229 - d_accuracy: 0.5319
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3717 - g_loss: 0.8202 - d_accuracy: 0.5201Epoch 172: D Accuracy = 0.5000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3716 - g_loss: 0.8204 - d_accuracy: 0.5194
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3732 - g_loss: 0.8178 - d_accuracy: 0.5249Epoch 173: D Accuracy = 0.5437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3728 - g_loss: 0.8169 - d_accuracy: 0.5256
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3696 - g_loss: 0.8185 - d_accuracy: 0.5188Epoch 174: D Accuracy = 0.5125
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3699 - g_loss: 0.8165 - d_accuracy: 0.5186
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3737 - g_loss: 0.8183 - d_accuracy: 0.5201Epoch 175: D Accuracy = 0.5000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3741 - g_loss: 0.8188 - d_accuracy: 0.5194
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3672 - g_loss: 0.8252 - d_accuracy: 0.5287Epoch 176: D Accuracy = 0.5125
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3675 - g_loss: 0.8251 - d_accuracy: 0.5281
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3717 - g_loss: 0.8188 - d_accuracy: 0.5243Epoch 177: D Accuracy = 0.5813
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3708 - g_loss: 0.8197 - d_accuracy: 0.5263
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3707 - g_loss: 0.8172 - d_accuracy: 0.5189Epoch 178: D Accuracy = 0.5188
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3712 - g_loss: 0.8168 - d_accuracy: 0.5189
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3680 - g_loss: 0.8214 - d_accuracy: 0.5258Epoch 179: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3666 - g_loss: 0.8227 - d_accuracy: 0.5275
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3722 - g_loss: 0.8165 - d_accuracy: 0.5216Epoch 180: D Accuracy = 0.5250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3717 - g_loss: 0.8172 - d_accuracy: 0.5217
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3696 - g_loss: 0.8171 - d_accuracy: 0.5247Epoch 181: D Accuracy = 0.5312
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3693 - g_loss: 0.8166 - d_accuracy: 0.5250
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3721 - g_loss: 0.8215 - d_accuracy: 0.5177Epoch 182: D Accuracy = 0.5312
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3719 - g_loss: 0.8217 - d_accuracy: 0.5181
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3697 - g_loss: 0.8212 - d_accuracy: 0.5205Epoch 183: D Accuracy = 0.5375
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3697 - g_loss: 0.8222 - d_accuracy: 0.5211
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3712 - g_loss: 0.8184 - d_accuracy: 0.5192Epoch 184: D Accuracy = 0.5063
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3716 - g_loss: 0.8187 - d_accuracy: 0.5187
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3699 - g_loss: 0.8194 - d_accuracy: 0.5257Epoch 185: D Accuracy = 0.5063
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3702 - g_loss: 0.8195 - d_accuracy: 0.5250
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3642 - g_loss: 0.8238 - d_accuracy: 0.5290Epoch 186: D Accuracy = 0.5375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3641 - g_loss: 0.8242 - d_accuracy: 0.5293
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3625 - g_loss: 0.8219 - d_accuracy: 0.5369Epoch 187: D Accuracy = 0.5750
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3615 - g_loss: 0.8224 - d_accuracy: 0.5383
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3689 - g_loss: 0.8218 - d_accuracy: 0.5278Epoch 188: D Accuracy = 0.5437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3683 - g_loss: 0.8228 - d_accuracy: 0.5284
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3673 - g_loss: 0.8209 - d_accuracy: 0.5275Epoch 189: D Accuracy = 0.5250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3674 - g_loss: 0.8205 - d_accuracy: 0.5275
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3691 - g_loss: 0.8200 - d_accuracy: 0.5248Epoch 190: D Accuracy = 0.5875
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3683 - g_loss: 0.8192 - d_accuracy: 0.5270
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3735 - g_loss: 0.8187 - d_accuracy: 0.5210Epoch 191: D Accuracy = 0.5625
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3729 - g_loss: 0.8189 - d_accuracy: 0.5225
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3713 - g_loss: 0.8191 - d_accuracy: 0.5220Epoch 192: D Accuracy = 0.5125
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3720 - g_loss: 0.8182 - d_accuracy: 0.5217
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3715 - g_loss: 0.8200 - d_accuracy: 0.5185Epoch 193: D Accuracy = 0.5188
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3715 - g_loss: 0.8201 - d_accuracy: 0.5185
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3702 - g_loss: 0.8200 - d_accuracy: 0.5266Epoch 194: D Accuracy = 0.5188
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3704 - g_loss: 0.8202 - d_accuracy: 0.5263
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3673 - g_loss: 0.8204 - d_accuracy: 0.5249Epoch 195: D Accuracy = 0.5188
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3673 - g_loss: 0.8207 - d_accuracy: 0.5246
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3668 - g_loss: 0.8216 - d_accuracy: 0.5252Epoch 196: D Accuracy = 0.5312
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3668 - g_loss: 0.8221 - d_accuracy: 0.5254
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3684 - g_loss: 0.8209 - d_accuracy: 0.5219Epoch 197: D Accuracy = 0.5437
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3683 - g_loss: 0.8212 - d_accuracy: 0.5227
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3727 - g_loss: 0.8172 - d_accuracy: 0.5211Epoch 198: D Accuracy = 0.5500
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3720 - g_loss: 0.8180 - d_accuracy: 0.5221
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3659 - g_loss: 0.8251 - d_accuracy: 0.5258Epoch 199: D Accuracy = 0.5000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3670 - g_loss: 0.8249 - d_accuracy: 0.5248
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3651 - g_loss: 0.8251 - d_accuracy: 0.5315
Class 10 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.4750
27/27 [==============================] - 1s 49ms/step - d_loss: 1.3667 - g_loss: 0.8238 - d_accuracy: 0.5295
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3673 - g_loss: 0.8222 - d_accuracy: 0.5238Epoch 201: D Accuracy = 0.4875
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3675 - g_loss: 0.8218 - d_accuracy: 0.5225
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3728 - g_loss: 0.8193 - d_accuracy: 0.5248Epoch 202: D Accuracy = 0.5125
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3741 - g_loss: 0.8195 - d_accuracy: 0.5243
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3718 - g_loss: 0.8202 - d_accuracy: 0.5256Epoch 203: D Accuracy = 0.5000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3718 - g_loss: 0.8204 - d_accuracy: 0.5247
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3702 - g_loss: 0.8190 - d_accuracy: 0.5222Epoch 204: D Accuracy = 0.5437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3700 - g_loss: 0.8191 - d_accuracy: 0.5229
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3670 - g_loss: 0.8226 - d_accuracy: 0.5313Epoch 205: D Accuracy = 0.5125
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3678 - g_loss: 0.8227 - d_accuracy: 0.5306
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3624 - g_loss: 0.8260 - d_accuracy: 0.5362Epoch 206: D Accuracy = 0.4938
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3625 - g_loss: 0.8264 - d_accuracy: 0.5347
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3624 - g_loss: 0.8239 - d_accuracy: 0.5430Epoch 207: D Accuracy = 0.5125
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3625 - g_loss: 0.8247 - d_accuracy: 0.5419
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3657 - g_loss: 0.8209 - d_accuracy: 0.5322Epoch 208: D Accuracy = 0.5500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3657 - g_loss: 0.8193 - d_accuracy: 0.5329
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3653 - g_loss: 0.8207 - d_accuracy: 0.5331Epoch 209: D Accuracy = 0.5375
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3653 - g_loss: 0.8215 - d_accuracy: 0.5332
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3691 - g_loss: 0.8209 - d_accuracy: 0.5235Epoch 210: D Accuracy = 0.5063
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3694 - g_loss: 0.8201 - d_accuracy: 0.5229
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3650 - g_loss: 0.8212 - d_accuracy: 0.5259Epoch 211: D Accuracy = 0.4813
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3663 - g_loss: 0.8216 - d_accuracy: 0.5243
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3689 - g_loss: 0.8198 - d_accuracy: 0.5270Epoch 212: D Accuracy = 0.5375
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3688 - g_loss: 0.8192 - d_accuracy: 0.5274
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3686 - g_loss: 0.8203 - d_accuracy: 0.5277Epoch 213: D Accuracy = 0.4875
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3694 - g_loss: 0.8210 - d_accuracy: 0.5263
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3659 - g_loss: 0.8234 - d_accuracy: 0.5345Epoch 214: D Accuracy = 0.5062
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3658 - g_loss: 0.8232 - d_accuracy: 0.5335
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3673 - g_loss: 0.8189 - d_accuracy: 0.5311Epoch 215: D Accuracy = 0.5750
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3668 - g_loss: 0.8183 - d_accuracy: 0.5327
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3729 - g_loss: 0.8172 - d_accuracy: 0.5205Epoch 216: D Accuracy = 0.4625
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3734 - g_loss: 0.8170 - d_accuracy: 0.5184
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3632 - g_loss: 0.8213 - d_accuracy: 0.5326Epoch 217: D Accuracy = 0.4937
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3635 - g_loss: 0.8209 - d_accuracy: 0.5312
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3701 - g_loss: 0.8205 - d_accuracy: 0.5218Epoch 218: D Accuracy = 0.5375
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3696 - g_loss: 0.8215 - d_accuracy: 0.5223
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3664 - g_loss: 0.8192 - d_accuracy: 0.5275Epoch 219: D Accuracy = 0.4625
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3674 - g_loss: 0.8171 - d_accuracy: 0.5252
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3634 - g_loss: 0.8270 - d_accuracy: 0.5275Epoch 220: D Accuracy = 0.5125
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3639 - g_loss: 0.8281 - d_accuracy: 0.5270
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3638 - g_loss: 0.8241 - d_accuracy: 0.5280Epoch 221: D Accuracy = 0.5063
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3645 - g_loss: 0.8240 - d_accuracy: 0.5272
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3685 - g_loss: 0.8211 - d_accuracy: 0.5267Epoch 222: D Accuracy = 0.5250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3687 - g_loss: 0.8198 - d_accuracy: 0.5266
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3641 - g_loss: 0.8263 - d_accuracy: 0.5345Epoch 223: D Accuracy = 0.5250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3632 - g_loss: 0.8268 - d_accuracy: 0.5342
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3655 - g_loss: 0.8250 - d_accuracy: 0.5275Epoch 224: D Accuracy = 0.5250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3654 - g_loss: 0.8255 - d_accuracy: 0.5275
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3675 - g_loss: 0.8197 - d_accuracy: 0.5272Epoch 225: D Accuracy = 0.5000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3676 - g_loss: 0.8198 - d_accuracy: 0.5262
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3662 - g_loss: 0.8214 - d_accuracy: 0.5241Epoch 226: D Accuracy = 0.5375
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3663 - g_loss: 0.8208 - d_accuracy: 0.5246
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3631 - g_loss: 0.8270 - d_accuracy: 0.5293Epoch 227: D Accuracy = 0.5437
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3632 - g_loss: 0.8265 - d_accuracy: 0.5298
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3621 - g_loss: 0.8262 - d_accuracy: 0.5378Epoch 228: D Accuracy = 0.5312
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3626 - g_loss: 0.8248 - d_accuracy: 0.5375
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3632 - g_loss: 0.8257 - d_accuracy: 0.5260Epoch 229: D Accuracy = 0.5562
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3633 - g_loss: 0.8274 - d_accuracy: 0.5270
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3686 - g_loss: 0.8207 - d_accuracy: 0.5272Epoch 230: D Accuracy = 0.5500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3683 - g_loss: 0.8200 - d_accuracy: 0.5280
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3662 - g_loss: 0.8190 - d_accuracy: 0.5315Epoch 231: D Accuracy = 0.5562
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3658 - g_loss: 0.8185 - d_accuracy: 0.5323
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3702 - g_loss: 0.8176 - d_accuracy: 0.5241Epoch 232: D Accuracy = 0.5375
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3701 - g_loss: 0.8179 - d_accuracy: 0.5246
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3638 - g_loss: 0.8239 - d_accuracy: 0.5292Epoch 233: D Accuracy = 0.5062
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3642 - g_loss: 0.8236 - d_accuracy: 0.5283
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3684 - g_loss: 0.8213 - d_accuracy: 0.5251Epoch 234: D Accuracy = 0.4875
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3686 - g_loss: 0.8212 - d_accuracy: 0.5238
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3657 - g_loss: 0.8194 - d_accuracy: 0.5263Epoch 235: D Accuracy = 0.5625
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3652 - g_loss: 0.8193 - d_accuracy: 0.5276
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3667 - g_loss: 0.8213 - d_accuracy: 0.5225Epoch 236: D Accuracy = 0.5188
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3669 - g_loss: 0.8217 - d_accuracy: 0.5224
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3663 - g_loss: 0.8189 - d_accuracy: 0.5230Epoch 237: D Accuracy = 0.5437
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3659 - g_loss: 0.8192 - d_accuracy: 0.5238
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3598 - g_loss: 0.8274 - d_accuracy: 0.5367Epoch 238: D Accuracy = 0.5312
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3598 - g_loss: 0.8285 - d_accuracy: 0.5366
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3642 - g_loss: 0.8244 - d_accuracy: 0.5343Epoch 239: D Accuracy = 0.5437
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3636 - g_loss: 0.8259 - d_accuracy: 0.5347
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3659 - g_loss: 0.8186 - d_accuracy: 0.5274Epoch 240: D Accuracy = 0.5250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3657 - g_loss: 0.8175 - d_accuracy: 0.5273
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3687 - g_loss: 0.8222 - d_accuracy: 0.5227Epoch 241: D Accuracy = 0.5500
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3684 - g_loss: 0.8216 - d_accuracy: 0.5237
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3608 - g_loss: 0.8254 - d_accuracy: 0.5356Epoch 242: D Accuracy = 0.5625
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3610 - g_loss: 0.8242 - d_accuracy: 0.5366
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3665 - g_loss: 0.8180 - d_accuracy: 0.5278Epoch 243: D Accuracy = 0.5625
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3655 - g_loss: 0.8177 - d_accuracy: 0.5290
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3634 - g_loss: 0.8285 - d_accuracy: 0.5294Epoch 244: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3625 - g_loss: 0.8277 - d_accuracy: 0.5328
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3614 - g_loss: 0.8255 - d_accuracy: 0.5312Epoch 245: D Accuracy = 0.5188
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3616 - g_loss: 0.8246 - d_accuracy: 0.5308
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3638 - g_loss: 0.8235 - d_accuracy: 0.5300Epoch 246: D Accuracy = 0.6000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3623 - g_loss: 0.8242 - d_accuracy: 0.5325
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3629 - g_loss: 0.8254 - d_accuracy: 0.5327Epoch 247: D Accuracy = 0.5000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3642 - g_loss: 0.8246 - d_accuracy: 0.5315
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3595 - g_loss: 0.8243 - d_accuracy: 0.5368Epoch 248: D Accuracy = 0.5125
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3588 - g_loss: 0.8255 - d_accuracy: 0.5359
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3662 - g_loss: 0.8201 - d_accuracy: 0.5230Epoch 249: D Accuracy = 0.5750
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3653 - g_loss: 0.8211 - d_accuracy: 0.5249
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3594 - g_loss: 0.8231 - d_accuracy: 0.5362Epoch 250: D Accuracy = 0.5250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3595 - g_loss: 0.8223 - d_accuracy: 0.5358
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3663 - g_loss: 0.8228 - d_accuracy: 0.5303Epoch 251: D Accuracy = 0.5562
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3665 - g_loss: 0.8226 - d_accuracy: 0.5312
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3606 - g_loss: 0.8286 - d_accuracy: 0.5304Epoch 252: D Accuracy = 0.5562
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3601 - g_loss: 0.8293 - d_accuracy: 0.5314
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3647 - g_loss: 0.8215 - d_accuracy: 0.5263Epoch 253: D Accuracy = 0.5312
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3642 - g_loss: 0.8210 - d_accuracy: 0.5265
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3624 - g_loss: 0.8230 - d_accuracy: 0.5323Epoch 254: D Accuracy = 0.5250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3623 - g_loss: 0.8213 - d_accuracy: 0.5321
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3658 - g_loss: 0.8224 - d_accuracy: 0.5281Epoch 255: D Accuracy = 0.5250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3658 - g_loss: 0.8228 - d_accuracy: 0.5280
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3604 - g_loss: 0.8244 - d_accuracy: 0.5288Epoch 256: D Accuracy = 0.5437
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3597 - g_loss: 0.8249 - d_accuracy: 0.5294
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3636 - g_loss: 0.8247 - d_accuracy: 0.5332Epoch 257: D Accuracy = 0.5750
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3632 - g_loss: 0.8249 - d_accuracy: 0.5347
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3615 - g_loss: 0.8242 - d_accuracy: 0.5299Epoch 258: D Accuracy = 0.5188
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3618 - g_loss: 0.8243 - d_accuracy: 0.5295
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3642 - g_loss: 0.8227 - d_accuracy: 0.5313Epoch 259: D Accuracy = 0.4750
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3646 - g_loss: 0.8226 - d_accuracy: 0.5293
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3594 - g_loss: 0.8258 - d_accuracy: 0.5354Epoch 260: D Accuracy = 0.5938
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3584 - g_loss: 0.8261 - d_accuracy: 0.5375
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3625 - g_loss: 0.8257 - d_accuracy: 0.5259Epoch 261: D Accuracy = 0.5188
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3626 - g_loss: 0.8259 - d_accuracy: 0.5256
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3604 - g_loss: 0.8243 - d_accuracy: 0.5334Epoch 262: D Accuracy = 0.5500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3605 - g_loss: 0.8235 - d_accuracy: 0.5340
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3636 - g_loss: 0.8235 - d_accuracy: 0.5337Epoch 263: D Accuracy = 0.5500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3643 - g_loss: 0.8235 - d_accuracy: 0.5343
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3624 - g_loss: 0.8261 - d_accuracy: 0.5279Epoch 264: D Accuracy = 0.5813
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3613 - g_loss: 0.8265 - d_accuracy: 0.5298
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3596 - g_loss: 0.8261 - d_accuracy: 0.5244Epoch 265: D Accuracy = 0.5500
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3591 - g_loss: 0.8265 - d_accuracy: 0.5253
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3641 - g_loss: 0.8250 - d_accuracy: 0.5298Epoch 266: D Accuracy = 0.4500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3653 - g_loss: 0.8246 - d_accuracy: 0.5270
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3622 - g_loss: 0.8232 - d_accuracy: 0.5350Epoch 267: D Accuracy = 0.5188
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3623 - g_loss: 0.8230 - d_accuracy: 0.5344
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3603 - g_loss: 0.8251 - d_accuracy: 0.5414Epoch 268: D Accuracy = 0.5437
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3605 - g_loss: 0.8260 - d_accuracy: 0.5415
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3570 - g_loss: 0.8292 - d_accuracy: 0.5386Epoch 269: D Accuracy = 0.5938
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3560 - g_loss: 0.8304 - d_accuracy: 0.5406
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3661 - g_loss: 0.8220 - d_accuracy: 0.5303Epoch 270: D Accuracy = 0.5250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3659 - g_loss: 0.8223 - d_accuracy: 0.5301
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3634 - g_loss: 0.8229 - d_accuracy: 0.5320Epoch 271: D Accuracy = 0.4938
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3637 - g_loss: 0.8216 - d_accuracy: 0.5307
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3595 - g_loss: 0.8281 - d_accuracy: 0.5329Epoch 272: D Accuracy = 0.5437
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3593 - g_loss: 0.8290 - d_accuracy: 0.5333
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3597 - g_loss: 0.8247 - d_accuracy: 0.5387Epoch 273: D Accuracy = 0.5188
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3607 - g_loss: 0.8247 - d_accuracy: 0.5380
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3577 - g_loss: 0.8274 - d_accuracy: 0.5361Epoch 274: D Accuracy = 0.5437
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3578 - g_loss: 0.8276 - d_accuracy: 0.5363
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3619 - g_loss: 0.8279 - d_accuracy: 0.5348Epoch 275: D Accuracy = 0.5562
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3618 - g_loss: 0.8270 - d_accuracy: 0.5355
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3574 - g_loss: 0.8309 - d_accuracy: 0.5386Epoch 276: D Accuracy = 0.5500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3572 - g_loss: 0.8306 - d_accuracy: 0.5390
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3623 - g_loss: 0.8277 - d_accuracy: 0.5291Epoch 277: D Accuracy = 0.5188
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3619 - g_loss: 0.8277 - d_accuracy: 0.5287
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3569 - g_loss: 0.8282 - d_accuracy: 0.5336Epoch 278: D Accuracy = 0.5875
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3564 - g_loss: 0.8275 - d_accuracy: 0.5355
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3594 - g_loss: 0.8297 - d_accuracy: 0.5343Epoch 279: D Accuracy = 0.5125
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3605 - g_loss: 0.8297 - d_accuracy: 0.5335
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3565 - g_loss: 0.8305 - d_accuracy: 0.5407Epoch 280: D Accuracy = 0.5437
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3568 - g_loss: 0.8303 - d_accuracy: 0.5408
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3563 - g_loss: 0.8328 - d_accuracy: 0.5410Epoch 281: D Accuracy = 0.5125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3566 - g_loss: 0.8322 - d_accuracy: 0.5400
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3559 - g_loss: 0.8323 - d_accuracy: 0.5411Epoch 282: D Accuracy = 0.5188
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3564 - g_loss: 0.8310 - d_accuracy: 0.5403
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3591 - g_loss: 0.8288 - d_accuracy: 0.5396Epoch 283: D Accuracy = 0.4437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3612 - g_loss: 0.8264 - d_accuracy: 0.5362
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3530 - g_loss: 0.8328 - d_accuracy: 0.5530Epoch 284: D Accuracy = 0.6062
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3532 - g_loss: 0.8325 - d_accuracy: 0.5549
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3600 - g_loss: 0.8276 - d_accuracy: 0.5387Epoch 285: D Accuracy = 0.4938
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3607 - g_loss: 0.8270 - d_accuracy: 0.5371
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3600 - g_loss: 0.8300 - d_accuracy: 0.5339Epoch 286: D Accuracy = 0.6000
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3589 - g_loss: 0.8309 - d_accuracy: 0.5363
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3586 - g_loss: 0.8283 - d_accuracy: 0.5402Epoch 287: D Accuracy = 0.5375
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3584 - g_loss: 0.8280 - d_accuracy: 0.5401
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3594 - g_loss: 0.8279 - d_accuracy: 0.5375Epoch 288: D Accuracy = 0.4937
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3609 - g_loss: 0.8268 - d_accuracy: 0.5360
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3568 - g_loss: 0.8272 - d_accuracy: 0.5392Epoch 289: D Accuracy = 0.5312
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3576 - g_loss: 0.8258 - d_accuracy: 0.5389
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3623 - g_loss: 0.8250 - d_accuracy: 0.5353Epoch 290: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3618 - g_loss: 0.8248 - d_accuracy: 0.5367
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3547 - g_loss: 0.8315 - d_accuracy: 0.5435Epoch 291: D Accuracy = 0.6187
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3543 - g_loss: 0.8297 - d_accuracy: 0.5461
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3538 - g_loss: 0.8291 - d_accuracy: 0.5400Epoch 292: D Accuracy = 0.4937
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3542 - g_loss: 0.8292 - d_accuracy: 0.5383
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3583 - g_loss: 0.8334 - d_accuracy: 0.5375Epoch 293: D Accuracy = 0.5250
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3590 - g_loss: 0.8337 - d_accuracy: 0.5371
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3558 - g_loss: 0.8252 - d_accuracy: 0.5331Epoch 294: D Accuracy = 0.5375
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3551 - g_loss: 0.8252 - d_accuracy: 0.5332
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3558 - g_loss: 0.8316 - d_accuracy: 0.5437Epoch 295: D Accuracy = 0.5125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3566 - g_loss: 0.8303 - d_accuracy: 0.5426
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3561 - g_loss: 0.8344 - d_accuracy: 0.5426Epoch 296: D Accuracy = 0.5125
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3567 - g_loss: 0.8341 - d_accuracy: 0.5415
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3518 - g_loss: 0.8347 - d_accuracy: 0.5466Epoch 297: D Accuracy = 0.5437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3514 - g_loss: 0.8352 - d_accuracy: 0.5465
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3531 - g_loss: 0.8327 - d_accuracy: 0.5446Epoch 298: D Accuracy = 0.5562
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3528 - g_loss: 0.8324 - d_accuracy: 0.5450
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3540 - g_loss: 0.8293 - d_accuracy: 0.5407Epoch 299: D Accuracy = 0.5125
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3551 - g_loss: 0.8288 - d_accuracy: 0.5397
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3617 - g_loss: 0.8276 - d_accuracy: 0.5377
Class 10 — Epoch 300 preview:
No description has been provided for this image
Epoch 300: D Accuracy = 0.5250
27/27 [==============================] - 1s 45ms/step - d_loss: 1.3614 - g_loss: 0.8282 - d_accuracy: 0.5372
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3547 - g_loss: 0.8331 - d_accuracy: 0.5424Epoch 301: D Accuracy = 0.5813
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3548 - g_loss: 0.8333 - d_accuracy: 0.5438
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3550 - g_loss: 0.8319 - d_accuracy: 0.5414Epoch 302: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3544 - g_loss: 0.8319 - d_accuracy: 0.5426
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3567 - g_loss: 0.8273 - d_accuracy: 0.5430Epoch 303: D Accuracy = 0.5750
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3563 - g_loss: 0.8260 - d_accuracy: 0.5441
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3545 - g_loss: 0.8342 - d_accuracy: 0.5402Epoch 304: D Accuracy = 0.5813
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3533 - g_loss: 0.8359 - d_accuracy: 0.5417
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3534 - g_loss: 0.8358 - d_accuracy: 0.5431Epoch 305: D Accuracy = 0.5813
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3530 - g_loss: 0.8363 - d_accuracy: 0.5444
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3575 - g_loss: 0.8313 - d_accuracy: 0.5353Epoch 306: D Accuracy = 0.5938
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3563 - g_loss: 0.8323 - d_accuracy: 0.5374
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3554 - g_loss: 0.8339 - d_accuracy: 0.5403Epoch 307: D Accuracy = 0.5188
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3560 - g_loss: 0.8353 - d_accuracy: 0.5396
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3527 - g_loss: 0.8325 - d_accuracy: 0.5434Epoch 308: D Accuracy = 0.5000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3535 - g_loss: 0.8316 - d_accuracy: 0.5419
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3492 - g_loss: 0.8351 - d_accuracy: 0.5497Epoch 309: D Accuracy = 0.5188
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3500 - g_loss: 0.8339 - d_accuracy: 0.5486
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3513 - g_loss: 0.8354 - d_accuracy: 0.5408Epoch 310: D Accuracy = 0.5437
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3508 - g_loss: 0.8356 - d_accuracy: 0.5409
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3507 - g_loss: 0.8351 - d_accuracy: 0.5446Epoch 311: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3506 - g_loss: 0.8359 - d_accuracy: 0.5455
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3583 - g_loss: 0.8297 - d_accuracy: 0.5391Epoch 312: D Accuracy = 0.4688
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3590 - g_loss: 0.8293 - d_accuracy: 0.5366
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3524 - g_loss: 0.8305 - d_accuracy: 0.5446Epoch 313: D Accuracy = 0.5562
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3519 - g_loss: 0.8309 - d_accuracy: 0.5450
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3539 - g_loss: 0.8308 - d_accuracy: 0.5427Epoch 314: D Accuracy = 0.5875
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3530 - g_loss: 0.8309 - d_accuracy: 0.5443
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3531 - g_loss: 0.8323 - d_accuracy: 0.5430Epoch 315: D Accuracy = 0.5312
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3534 - g_loss: 0.8320 - d_accuracy: 0.5426
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3529 - g_loss: 0.8337 - d_accuracy: 0.5381Epoch 316: D Accuracy = 0.4625
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3544 - g_loss: 0.8326 - d_accuracy: 0.5354
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3529 - g_loss: 0.8343 - d_accuracy: 0.5420Epoch 317: D Accuracy = 0.4938
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3529 - g_loss: 0.8336 - d_accuracy: 0.5403
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3570 - g_loss: 0.8331 - d_accuracy: 0.5416Epoch 318: D Accuracy = 0.5188
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3585 - g_loss: 0.8314 - d_accuracy: 0.5408
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3535 - g_loss: 0.8351 - d_accuracy: 0.5487Epoch 319: D Accuracy = 0.6000
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3534 - g_loss: 0.8330 - d_accuracy: 0.5505
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3547 - g_loss: 0.8301 - d_accuracy: 0.5380Epoch 320: D Accuracy = 0.5500
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3541 - g_loss: 0.8310 - d_accuracy: 0.5384
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3519 - g_loss: 0.8335 - d_accuracy: 0.5445Epoch 321: D Accuracy = 0.5500
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3518 - g_loss: 0.8343 - d_accuracy: 0.5447
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3514 - g_loss: 0.8360 - d_accuracy: 0.5486Epoch 322: D Accuracy = 0.6062
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3508 - g_loss: 0.8363 - d_accuracy: 0.5507
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3556 - g_loss: 0.8340 - d_accuracy: 0.5409Epoch 323: D Accuracy = 0.5250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3557 - g_loss: 0.8344 - d_accuracy: 0.5403
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3496 - g_loss: 0.8361 - d_accuracy: 0.5418Epoch 324: D Accuracy = 0.5625
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3486 - g_loss: 0.8368 - d_accuracy: 0.5426
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3522 - g_loss: 0.8327 - d_accuracy: 0.5475Epoch 325: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3512 - g_loss: 0.8331 - d_accuracy: 0.5485
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3544 - g_loss: 0.8350 - d_accuracy: 0.5421Epoch 326: D Accuracy = 0.5125
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3548 - g_loss: 0.8340 - d_accuracy: 0.5411
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3541 - g_loss: 0.8349 - d_accuracy: 0.5409Epoch 327: D Accuracy = 0.4938
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3549 - g_loss: 0.8347 - d_accuracy: 0.5392
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3499 - g_loss: 0.8367 - d_accuracy: 0.5515Epoch 328: D Accuracy = 0.5312
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3503 - g_loss: 0.8375 - d_accuracy: 0.5508
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3527 - g_loss: 0.8371 - d_accuracy: 0.5399Epoch 329: D Accuracy = 0.5375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3528 - g_loss: 0.8367 - d_accuracy: 0.5398
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3468 - g_loss: 0.8380 - d_accuracy: 0.5594Epoch 330: D Accuracy = 0.5688
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3464 - g_loss: 0.8380 - d_accuracy: 0.5597
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3519 - g_loss: 0.8350 - d_accuracy: 0.5457Epoch 331: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3519 - g_loss: 0.8354 - d_accuracy: 0.5468
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3462 - g_loss: 0.8394 - d_accuracy: 0.5416Epoch 332: D Accuracy = 0.5125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3465 - g_loss: 0.8394 - d_accuracy: 0.5405
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3505 - g_loss: 0.8396 - d_accuracy: 0.5397Epoch 333: D Accuracy = 0.5437
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3497 - g_loss: 0.8403 - d_accuracy: 0.5398
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3498 - g_loss: 0.8382 - d_accuracy: 0.5503Epoch 334: D Accuracy = 0.5625
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3503 - g_loss: 0.8380 - d_accuracy: 0.5508
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3493 - g_loss: 0.8380 - d_accuracy: 0.5452Epoch 335: D Accuracy = 0.5750
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3476 - g_loss: 0.8392 - d_accuracy: 0.5462
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3521 - g_loss: 0.8338 - d_accuracy: 0.5435Epoch 336: D Accuracy = 0.5375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3530 - g_loss: 0.8326 - d_accuracy: 0.5433
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3471 - g_loss: 0.8383 - d_accuracy: 0.5571Epoch 337: D Accuracy = 0.5312
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3479 - g_loss: 0.8365 - d_accuracy: 0.5562
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3495 - g_loss: 0.8375 - d_accuracy: 0.5461Epoch 338: D Accuracy = 0.5500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3488 - g_loss: 0.8393 - d_accuracy: 0.5463
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3488 - g_loss: 0.8398 - d_accuracy: 0.5506Epoch 339: D Accuracy = 0.6125
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3475 - g_loss: 0.8401 - d_accuracy: 0.5528
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3504 - g_loss: 0.8392 - d_accuracy: 0.5516Epoch 340: D Accuracy = 0.5312
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3503 - g_loss: 0.8388 - d_accuracy: 0.5509
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3557 - g_loss: 0.8286 - d_accuracy: 0.5358Epoch 341: D Accuracy = 0.5125
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3545 - g_loss: 0.8285 - d_accuracy: 0.5349
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3516 - g_loss: 0.8350 - d_accuracy: 0.5471Epoch 342: D Accuracy = 0.5250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3518 - g_loss: 0.8339 - d_accuracy: 0.5463
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3520 - g_loss: 0.8364 - d_accuracy: 0.5487Epoch 343: D Accuracy = 0.4625
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3531 - g_loss: 0.8366 - d_accuracy: 0.5456
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3458 - g_loss: 0.8421 - d_accuracy: 0.5569Epoch 344: D Accuracy = 0.5875
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3451 - g_loss: 0.8436 - d_accuracy: 0.5580
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3520 - g_loss: 0.8367 - d_accuracy: 0.5439Epoch 345: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3518 - g_loss: 0.8362 - d_accuracy: 0.5448
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3467 - g_loss: 0.8396 - d_accuracy: 0.5504Epoch 346: D Accuracy = 0.5875
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3454 - g_loss: 0.8395 - d_accuracy: 0.5517
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3487 - g_loss: 0.8398 - d_accuracy: 0.5483Epoch 347: D Accuracy = 0.5500
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3489 - g_loss: 0.8392 - d_accuracy: 0.5484
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3523 - g_loss: 0.8346 - d_accuracy: 0.5435Epoch 348: D Accuracy = 0.5188
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3536 - g_loss: 0.8347 - d_accuracy: 0.5426
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3438 - g_loss: 0.8401 - d_accuracy: 0.5509Epoch 349: D Accuracy = 0.5938
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3433 - g_loss: 0.8408 - d_accuracy: 0.5525
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3455 - g_loss: 0.8419 - d_accuracy: 0.5528Epoch 350: D Accuracy = 0.6125
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3451 - g_loss: 0.8408 - d_accuracy: 0.5549
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3511 - g_loss: 0.8411 - d_accuracy: 0.5432Epoch 351: D Accuracy = 0.5188
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3522 - g_loss: 0.8400 - d_accuracy: 0.5424
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3490 - g_loss: 0.8351 - d_accuracy: 0.5457Epoch 352: D Accuracy = 0.5938
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3478 - g_loss: 0.8354 - d_accuracy: 0.5474
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3446 - g_loss: 0.8387 - d_accuracy: 0.5585Epoch 353: D Accuracy = 0.5562
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3446 - g_loss: 0.8386 - d_accuracy: 0.5584
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3469 - g_loss: 0.8401 - d_accuracy: 0.5498Epoch 354: D Accuracy = 0.5938
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3465 - g_loss: 0.8414 - d_accuracy: 0.5513
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3452 - g_loss: 0.8403 - d_accuracy: 0.5444Epoch 355: D Accuracy = 0.5063
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3458 - g_loss: 0.8392 - d_accuracy: 0.5430
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3410 - g_loss: 0.8429 - d_accuracy: 0.5559Epoch 356: D Accuracy = 0.5875
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3402 - g_loss: 0.8430 - d_accuracy: 0.5570
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3436 - g_loss: 0.8420 - d_accuracy: 0.5530Epoch 357: D Accuracy = 0.5688
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3436 - g_loss: 0.8418 - d_accuracy: 0.5536
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3469 - g_loss: 0.8438 - d_accuracy: 0.5505Epoch 358: D Accuracy = 0.5312
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3465 - g_loss: 0.8445 - d_accuracy: 0.5498
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3464 - g_loss: 0.8396 - d_accuracy: 0.5431Epoch 359: D Accuracy = 0.5312
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3459 - g_loss: 0.8400 - d_accuracy: 0.5427
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3495 - g_loss: 0.8390 - d_accuracy: 0.5455Epoch 360: D Accuracy = 0.5437
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3498 - g_loss: 0.8393 - d_accuracy: 0.5454
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3455 - g_loss: 0.8406 - d_accuracy: 0.5462Epoch 361: D Accuracy = 0.5438
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3455 - g_loss: 0.8404 - d_accuracy: 0.5461
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3481 - g_loss: 0.8389 - d_accuracy: 0.5492Epoch 362: D Accuracy = 0.5625
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3477 - g_loss: 0.8391 - d_accuracy: 0.5497
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3400 - g_loss: 0.8451 - d_accuracy: 0.5599Epoch 363: D Accuracy = 0.5437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3406 - g_loss: 0.8439 - d_accuracy: 0.5593
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3489 - g_loss: 0.8421 - d_accuracy: 0.5475Epoch 364: D Accuracy = 0.5437
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3484 - g_loss: 0.8425 - d_accuracy: 0.5473
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3425 - g_loss: 0.8450 - d_accuracy: 0.5533Epoch 365: D Accuracy = 0.4812
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3445 - g_loss: 0.8440 - d_accuracy: 0.5507
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3467 - g_loss: 0.8387 - d_accuracy: 0.5445Epoch 366: D Accuracy = 0.5562
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3475 - g_loss: 0.8382 - d_accuracy: 0.5449
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3450 - g_loss: 0.8414 - d_accuracy: 0.5517Epoch 367: D Accuracy = 0.5125
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3457 - g_loss: 0.8415 - d_accuracy: 0.5503
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3449 - g_loss: 0.8475 - d_accuracy: 0.5544Epoch 368: D Accuracy = 0.6062
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3443 - g_loss: 0.8479 - d_accuracy: 0.5563
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3445 - g_loss: 0.8442 - d_accuracy: 0.5538Epoch 369: D Accuracy = 0.5500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3459 - g_loss: 0.8430 - d_accuracy: 0.5537
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3434 - g_loss: 0.8428 - d_accuracy: 0.5571Epoch 370: D Accuracy = 0.5375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3446 - g_loss: 0.8409 - d_accuracy: 0.5564
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3475 - g_loss: 0.8414 - d_accuracy: 0.5513Epoch 371: D Accuracy = 0.5875
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3473 - g_loss: 0.8401 - d_accuracy: 0.5526
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3456 - g_loss: 0.8405 - d_accuracy: 0.5527Epoch 372: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3455 - g_loss: 0.8409 - d_accuracy: 0.5535
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3499 - g_loss: 0.8377 - d_accuracy: 0.5511Epoch 373: D Accuracy = 0.5250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3498 - g_loss: 0.8383 - d_accuracy: 0.5502
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3421 - g_loss: 0.8426 - d_accuracy: 0.5538Epoch 374: D Accuracy = 0.5437
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3411 - g_loss: 0.8437 - d_accuracy: 0.5535
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3413 - g_loss: 0.8455 - d_accuracy: 0.5604Epoch 375: D Accuracy = 0.5125
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3425 - g_loss: 0.8461 - d_accuracy: 0.5586
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3457 - g_loss: 0.8393 - d_accuracy: 0.5533Epoch 376: D Accuracy = 0.6000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3446 - g_loss: 0.8399 - d_accuracy: 0.5550
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3415 - g_loss: 0.8447 - d_accuracy: 0.5535Epoch 377: D Accuracy = 0.5188
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3416 - g_loss: 0.8453 - d_accuracy: 0.5523
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3436 - g_loss: 0.8416 - d_accuracy: 0.5534Epoch 378: D Accuracy = 0.5625
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3440 - g_loss: 0.8412 - d_accuracy: 0.5537
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3430 - g_loss: 0.8428 - d_accuracy: 0.5532Epoch 379: D Accuracy = 0.5250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3439 - g_loss: 0.8427 - d_accuracy: 0.5521
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3442 - g_loss: 0.8419 - d_accuracy: 0.5503Epoch 380: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3441 - g_loss: 0.8407 - d_accuracy: 0.5509
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3418 - g_loss: 0.8442 - d_accuracy: 0.5598Epoch 381: D Accuracy = 0.5938
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3422 - g_loss: 0.8444 - d_accuracy: 0.5610
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3389 - g_loss: 0.8462 - d_accuracy: 0.5544Epoch 382: D Accuracy = 0.5938
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3383 - g_loss: 0.8473 - d_accuracy: 0.5558
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3422 - g_loss: 0.8413 - d_accuracy: 0.5505Epoch 383: D Accuracy = 0.5813
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3422 - g_loss: 0.8402 - d_accuracy: 0.5516
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3448 - g_loss: 0.8440 - d_accuracy: 0.5482Epoch 384: D Accuracy = 0.4938
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3458 - g_loss: 0.8450 - d_accuracy: 0.5463
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3426 - g_loss: 0.8438 - d_accuracy: 0.5503Epoch 385: D Accuracy = 0.5312
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3426 - g_loss: 0.8446 - d_accuracy: 0.5497
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3407 - g_loss: 0.8447 - d_accuracy: 0.5552Epoch 386: D Accuracy = 0.5375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3410 - g_loss: 0.8441 - d_accuracy: 0.5546
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3387 - g_loss: 0.8465 - d_accuracy: 0.5572Epoch 387: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3386 - g_loss: 0.8469 - d_accuracy: 0.5578
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3453 - g_loss: 0.8452 - d_accuracy: 0.5552Epoch 388: D Accuracy = 0.5562
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3456 - g_loss: 0.8463 - d_accuracy: 0.5552
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8472 - d_accuracy: 0.5605Epoch 389: D Accuracy = 0.5875
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3373 - g_loss: 0.8477 - d_accuracy: 0.5615
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3326 - g_loss: 0.8478 - d_accuracy: 0.5611Epoch 390: D Accuracy = 0.5625
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3338 - g_loss: 0.8478 - d_accuracy: 0.5611
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8517 - d_accuracy: 0.5635Epoch 391: D Accuracy = 0.5750
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3365 - g_loss: 0.8516 - d_accuracy: 0.5640
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3369 - g_loss: 0.8533 - d_accuracy: 0.5533Epoch 392: D Accuracy = 0.5437
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3373 - g_loss: 0.8524 - d_accuracy: 0.5529
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3394 - g_loss: 0.8462 - d_accuracy: 0.5641Epoch 393: D Accuracy = 0.5875
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3391 - g_loss: 0.8462 - d_accuracy: 0.5650
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3345 - g_loss: 0.8498 - d_accuracy: 0.5661Epoch 394: D Accuracy = 0.6000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3345 - g_loss: 0.8487 - d_accuracy: 0.5673
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3361 - g_loss: 0.8520 - d_accuracy: 0.5598Epoch 395: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3359 - g_loss: 0.8510 - d_accuracy: 0.5603
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3397 - g_loss: 0.8519 - d_accuracy: 0.5609Epoch 396: D Accuracy = 0.5625
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3399 - g_loss: 0.8534 - d_accuracy: 0.5610
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8517 - d_accuracy: 0.5637Epoch 397: D Accuracy = 0.4750
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3385 - g_loss: 0.8514 - d_accuracy: 0.5606
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3393 - g_loss: 0.8506 - d_accuracy: 0.5562Epoch 398: D Accuracy = 0.5437
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3395 - g_loss: 0.8508 - d_accuracy: 0.5557
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3385 - g_loss: 0.8473 - d_accuracy: 0.5571Epoch 399: D Accuracy = 0.5188
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3390 - g_loss: 0.8481 - d_accuracy: 0.5557
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3425 - g_loss: 0.8443 - d_accuracy: 0.5513
Class 10 — Epoch 400 preview:
No description has been provided for this image
Epoch 400: D Accuracy = 0.5500
27/27 [==============================] - 1s 41ms/step - d_loss: 1.3425 - g_loss: 0.8444 - d_accuracy: 0.5513
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3376 - g_loss: 0.8514 - d_accuracy: 0.5588Epoch 401: D Accuracy = 0.5688
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3375 - g_loss: 0.8520 - d_accuracy: 0.5592
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3354 - g_loss: 0.8518 - d_accuracy: 0.5621Epoch 402: D Accuracy = 0.4625
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3379 - g_loss: 0.8512 - d_accuracy: 0.5586
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3357 - g_loss: 0.8464 - d_accuracy: 0.5728Epoch 403: D Accuracy = 0.5875
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3362 - g_loss: 0.8454 - d_accuracy: 0.5734
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3330 - g_loss: 0.8526 - d_accuracy: 0.5637Epoch 404: D Accuracy = 0.5750
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3328 - g_loss: 0.8525 - d_accuracy: 0.5641
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3382 - g_loss: 0.8492 - d_accuracy: 0.5557Epoch 405: D Accuracy = 0.5813
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3383 - g_loss: 0.8486 - d_accuracy: 0.5566
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3313 - g_loss: 0.8564 - d_accuracy: 0.5697Epoch 406: D Accuracy = 0.5813
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3314 - g_loss: 0.8566 - d_accuracy: 0.5701
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3321 - g_loss: 0.8554 - d_accuracy: 0.5644Epoch 407: D Accuracy = 0.5500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3318 - g_loss: 0.8555 - d_accuracy: 0.5638
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3344 - g_loss: 0.8578 - d_accuracy: 0.5630Epoch 408: D Accuracy = 0.5875
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3340 - g_loss: 0.8584 - d_accuracy: 0.5639
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8522 - d_accuracy: 0.5605Epoch 409: D Accuracy = 0.5562
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3380 - g_loss: 0.8516 - d_accuracy: 0.5604
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8529 - d_accuracy: 0.5733Epoch 410: D Accuracy = 0.5813
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3275 - g_loss: 0.8536 - d_accuracy: 0.5736
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3400 - g_loss: 0.8505 - d_accuracy: 0.5593Epoch 411: D Accuracy = 0.5312
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3403 - g_loss: 0.8500 - d_accuracy: 0.5583
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8554 - d_accuracy: 0.5608Epoch 412: D Accuracy = 0.5125
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3357 - g_loss: 0.8560 - d_accuracy: 0.5591
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3299 - g_loss: 0.8577 - d_accuracy: 0.5744Epoch 413: D Accuracy = 0.5875
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3294 - g_loss: 0.8594 - d_accuracy: 0.5749
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3352 - g_loss: 0.8555 - d_accuracy: 0.5650Epoch 414: D Accuracy = 0.5875
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3343 - g_loss: 0.8574 - d_accuracy: 0.5658
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3380 - g_loss: 0.8518 - d_accuracy: 0.5567Epoch 415: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3378 - g_loss: 0.8515 - d_accuracy: 0.5574
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3414 - g_loss: 0.8486 - d_accuracy: 0.5497Epoch 416: D Accuracy = 0.5375
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3413 - g_loss: 0.8483 - d_accuracy: 0.5493
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3304 - g_loss: 0.8528 - d_accuracy: 0.5684Epoch 417: D Accuracy = 0.5813
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3300 - g_loss: 0.8523 - d_accuracy: 0.5689
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3363 - g_loss: 0.8500 - d_accuracy: 0.5560Epoch 418: D Accuracy = 0.5625
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3357 - g_loss: 0.8505 - d_accuracy: 0.5562
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3304 - g_loss: 0.8561 - d_accuracy: 0.5652Epoch 419: D Accuracy = 0.5375
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3309 - g_loss: 0.8564 - d_accuracy: 0.5642
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3312 - g_loss: 0.8569 - d_accuracy: 0.5628Epoch 420: D Accuracy = 0.5437
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3320 - g_loss: 0.8562 - d_accuracy: 0.5621
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3333 - g_loss: 0.8544 - d_accuracy: 0.5641Epoch 421: D Accuracy = 0.5125
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3339 - g_loss: 0.8549 - d_accuracy: 0.5623
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3349 - g_loss: 0.8549 - d_accuracy: 0.5638Epoch 422: D Accuracy = 0.5813
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3349 - g_loss: 0.8539 - d_accuracy: 0.5644
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3344 - g_loss: 0.8538 - d_accuracy: 0.5591Epoch 423: D Accuracy = 0.5125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3355 - g_loss: 0.8523 - d_accuracy: 0.5574
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3291 - g_loss: 0.8560 - d_accuracy: 0.5696Epoch 424: D Accuracy = 0.5562
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3293 - g_loss: 0.8560 - d_accuracy: 0.5692
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3354 - g_loss: 0.8536 - d_accuracy: 0.5628Epoch 425: D Accuracy = 0.5500
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3361 - g_loss: 0.8528 - d_accuracy: 0.5623
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3310 - g_loss: 0.8592 - d_accuracy: 0.5580Epoch 426: D Accuracy = 0.6250
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3298 - g_loss: 0.8603 - d_accuracy: 0.5604
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3344 - g_loss: 0.8572 - d_accuracy: 0.5644Epoch 427: D Accuracy = 0.5625
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3352 - g_loss: 0.8581 - d_accuracy: 0.5643
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3336 - g_loss: 0.8548 - d_accuracy: 0.5611Epoch 428: D Accuracy = 0.5437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3339 - g_loss: 0.8555 - d_accuracy: 0.5605
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3334 - g_loss: 0.8534 - d_accuracy: 0.5643Epoch 429: D Accuracy = 0.6000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3326 - g_loss: 0.8530 - d_accuracy: 0.5656
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3297 - g_loss: 0.8557 - d_accuracy: 0.5742Epoch 430: D Accuracy = 0.6062
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3297 - g_loss: 0.8549 - d_accuracy: 0.5754
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3334 - g_loss: 0.8580 - d_accuracy: 0.5663Epoch 431: D Accuracy = 0.5375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3337 - g_loss: 0.8579 - d_accuracy: 0.5653
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3322 - g_loss: 0.8587 - d_accuracy: 0.5666Epoch 432: D Accuracy = 0.5688
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3323 - g_loss: 0.8582 - d_accuracy: 0.5667
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3277 - g_loss: 0.8574 - d_accuracy: 0.5724Epoch 433: D Accuracy = 0.5375
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3284 - g_loss: 0.8565 - d_accuracy: 0.5712
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3307 - g_loss: 0.8559 - d_accuracy: 0.5692Epoch 434: D Accuracy = 0.6625
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3291 - g_loss: 0.8575 - d_accuracy: 0.5726
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3301 - g_loss: 0.8575 - d_accuracy: 0.5656Epoch 435: D Accuracy = 0.6187
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3295 - g_loss: 0.8576 - d_accuracy: 0.5675
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3242 - g_loss: 0.8630 - d_accuracy: 0.5790Epoch 436: D Accuracy = 0.5500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3247 - g_loss: 0.8622 - d_accuracy: 0.5779
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3302 - g_loss: 0.8586 - d_accuracy: 0.5714Epoch 437: D Accuracy = 0.6125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3294 - g_loss: 0.8577 - d_accuracy: 0.5729
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3258 - g_loss: 0.8618 - d_accuracy: 0.5705Epoch 438: D Accuracy = 0.5562
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3259 - g_loss: 0.8626 - d_accuracy: 0.5700
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3357 - g_loss: 0.8551 - d_accuracy: 0.5610Epoch 439: D Accuracy = 0.6750
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3332 - g_loss: 0.8554 - d_accuracy: 0.5651
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3262 - g_loss: 0.8599 - d_accuracy: 0.5718Epoch 440: D Accuracy = 0.6000
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3253 - g_loss: 0.8614 - d_accuracy: 0.5729
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.8599 - d_accuracy: 0.5700Epoch 441: D Accuracy = 0.5500
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3281 - g_loss: 0.8596 - d_accuracy: 0.5693
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3251 - g_loss: 0.8631 - d_accuracy: 0.5803Epoch 442: D Accuracy = 0.5938
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3246 - g_loss: 0.8631 - d_accuracy: 0.5808
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3262 - g_loss: 0.8591 - d_accuracy: 0.5724Epoch 443: D Accuracy = 0.6000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3253 - g_loss: 0.8596 - d_accuracy: 0.5734
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.8630 - d_accuracy: 0.5708Epoch 444: D Accuracy = 0.5063
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3263 - g_loss: 0.8629 - d_accuracy: 0.5685
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3281 - g_loss: 0.8592 - d_accuracy: 0.5723Epoch 445: D Accuracy = 0.5562
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3285 - g_loss: 0.8589 - d_accuracy: 0.5717
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8619 - d_accuracy: 0.5661Epoch 446: D Accuracy = 0.5188
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3296 - g_loss: 0.8609 - d_accuracy: 0.5644
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3219 - g_loss: 0.8647 - d_accuracy: 0.5807Epoch 447: D Accuracy = 0.6250
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3203 - g_loss: 0.8666 - d_accuracy: 0.5823
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3255 - g_loss: 0.8620 - d_accuracy: 0.5749Epoch 448: D Accuracy = 0.6313
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3251 - g_loss: 0.8624 - d_accuracy: 0.5769
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3268 - g_loss: 0.8659 - d_accuracy: 0.5760Epoch 449: D Accuracy = 0.5688
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3267 - g_loss: 0.8659 - d_accuracy: 0.5758
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3221 - g_loss: 0.8667 - d_accuracy: 0.5820Epoch 450: D Accuracy = 0.5688
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3224 - g_loss: 0.8672 - d_accuracy: 0.5815
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3217 - g_loss: 0.8661 - d_accuracy: 0.5766Epoch 451: D Accuracy = 0.6125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3210 - g_loss: 0.8663 - d_accuracy: 0.5779
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3255 - g_loss: 0.8646 - d_accuracy: 0.5807Epoch 452: D Accuracy = 0.5688
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3255 - g_loss: 0.8647 - d_accuracy: 0.5802
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3227 - g_loss: 0.8676 - d_accuracy: 0.5777Epoch 453: D Accuracy = 0.5750
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3228 - g_loss: 0.8675 - d_accuracy: 0.5776
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.8644 - d_accuracy: 0.5689Epoch 454: D Accuracy = 0.5938
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3307 - g_loss: 0.8643 - d_accuracy: 0.5698
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3245 - g_loss: 0.8633 - d_accuracy: 0.5720Epoch 455: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3233 - g_loss: 0.8641 - d_accuracy: 0.5739
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3288 - g_loss: 0.8676 - d_accuracy: 0.5741Epoch 456: D Accuracy = 0.5125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3297 - g_loss: 0.8669 - d_accuracy: 0.5719
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3249 - g_loss: 0.8630 - d_accuracy: 0.5805Epoch 457: D Accuracy = 0.5562
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3253 - g_loss: 0.8631 - d_accuracy: 0.5796
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3235 - g_loss: 0.8650 - d_accuracy: 0.5752Epoch 458: D Accuracy = 0.5625
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3234 - g_loss: 0.8650 - d_accuracy: 0.5748
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3182 - g_loss: 0.8701 - d_accuracy: 0.5799Epoch 459: D Accuracy = 0.6313
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3179 - g_loss: 0.8708 - d_accuracy: 0.5818
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3243 - g_loss: 0.8647 - d_accuracy: 0.5773Epoch 460: D Accuracy = 0.5688
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3250 - g_loss: 0.8643 - d_accuracy: 0.5770
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3177 - g_loss: 0.8740 - d_accuracy: 0.5839Epoch 461: D Accuracy = 0.5688
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3183 - g_loss: 0.8744 - d_accuracy: 0.5833
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.8691 - d_accuracy: 0.5762Epoch 462: D Accuracy = 0.5938
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3230 - g_loss: 0.8683 - d_accuracy: 0.5769
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.8730 - d_accuracy: 0.5856Epoch 463: D Accuracy = 0.5813
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3169 - g_loss: 0.8731 - d_accuracy: 0.5855
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3208 - g_loss: 0.8678 - d_accuracy: 0.5799Epoch 464: D Accuracy = 0.6562
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3200 - g_loss: 0.8690 - d_accuracy: 0.5826
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.8744 - d_accuracy: 0.5789Epoch 465: D Accuracy = 0.5875
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3153 - g_loss: 0.8745 - d_accuracy: 0.5792
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3212 - g_loss: 0.8729 - d_accuracy: 0.5796Epoch 466: D Accuracy = 0.5437
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3219 - g_loss: 0.8741 - d_accuracy: 0.5783
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3178 - g_loss: 0.8690 - d_accuracy: 0.5861Epoch 467: D Accuracy = 0.5000
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3200 - g_loss: 0.8666 - d_accuracy: 0.5830
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3246 - g_loss: 0.8692 - d_accuracy: 0.5796Epoch 468: D Accuracy = 0.5938
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3249 - g_loss: 0.8695 - d_accuracy: 0.5801
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3231 - g_loss: 0.8671 - d_accuracy: 0.5721Epoch 469: D Accuracy = 0.5125
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3244 - g_loss: 0.8668 - d_accuracy: 0.5699
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3233 - g_loss: 0.8667 - d_accuracy: 0.5724Epoch 470: D Accuracy = 0.5437
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3247 - g_loss: 0.8664 - d_accuracy: 0.5713
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8687 - d_accuracy: 0.5714Epoch 471: D Accuracy = 0.5437
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3231 - g_loss: 0.8688 - d_accuracy: 0.5704
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3193 - g_loss: 0.8649 - d_accuracy: 0.5809Epoch 472: D Accuracy = 0.6187
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3183 - g_loss: 0.8639 - d_accuracy: 0.5823
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3192 - g_loss: 0.8696 - d_accuracy: 0.5854Epoch 473: D Accuracy = 0.6000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3184 - g_loss: 0.8698 - d_accuracy: 0.5860
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3178 - g_loss: 0.8720 - d_accuracy: 0.5839Epoch 474: D Accuracy = 0.5938
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3176 - g_loss: 0.8732 - d_accuracy: 0.5843
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3166 - g_loss: 0.8695 - d_accuracy: 0.5846Epoch 475: D Accuracy = 0.5500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3174 - g_loss: 0.8680 - d_accuracy: 0.5834
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3149 - g_loss: 0.8763 - d_accuracy: 0.5779Epoch 476: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3156 - g_loss: 0.8765 - d_accuracy: 0.5776
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3128 - g_loss: 0.8732 - d_accuracy: 0.5888Epoch 477: D Accuracy = 0.5688
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3130 - g_loss: 0.8729 - d_accuracy: 0.5881
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.8736 - d_accuracy: 0.5833Epoch 478: D Accuracy = 0.6313
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3158 - g_loss: 0.8736 - d_accuracy: 0.5850
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3213 - g_loss: 0.8717 - d_accuracy: 0.5734Epoch 479: D Accuracy = 0.5375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3236 - g_loss: 0.8690 - d_accuracy: 0.5722
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3173 - g_loss: 0.8733 - d_accuracy: 0.5843Epoch 480: D Accuracy = 0.6562
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3153 - g_loss: 0.8752 - d_accuracy: 0.5869
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3177 - g_loss: 0.8703 - d_accuracy: 0.5874Epoch 481: D Accuracy = 0.5437
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3191 - g_loss: 0.8699 - d_accuracy: 0.5859
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3127 - g_loss: 0.8730 - d_accuracy: 0.5804Epoch 482: D Accuracy = 0.6500
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3109 - g_loss: 0.8725 - d_accuracy: 0.5828
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3131 - g_loss: 0.8797 - d_accuracy: 0.5785Epoch 483: D Accuracy = 0.6187
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3130 - g_loss: 0.8774 - d_accuracy: 0.5799
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3127 - g_loss: 0.8785 - d_accuracy: 0.5894Epoch 484: D Accuracy = 0.5625
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3137 - g_loss: 0.8783 - d_accuracy: 0.5884
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3198 - g_loss: 0.8715 - d_accuracy: 0.5832Epoch 485: D Accuracy = 0.6438
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3186 - g_loss: 0.8717 - d_accuracy: 0.5853
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3153 - g_loss: 0.8789 - d_accuracy: 0.5823Epoch 486: D Accuracy = 0.5813
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3156 - g_loss: 0.8781 - d_accuracy: 0.5823
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.8738 - d_accuracy: 0.5789Epoch 487: D Accuracy = 0.5750
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3176 - g_loss: 0.8761 - d_accuracy: 0.5787
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3166 - g_loss: 0.8742 - d_accuracy: 0.5814Epoch 488: D Accuracy = 0.5562
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3172 - g_loss: 0.8720 - d_accuracy: 0.5805
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3085 - g_loss: 0.8794 - d_accuracy: 0.5848Epoch 489: D Accuracy = 0.5938
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3075 - g_loss: 0.8806 - d_accuracy: 0.5851
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3146 - g_loss: 0.8769 - d_accuracy: 0.5865Epoch 490: D Accuracy = 0.5375
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3150 - g_loss: 0.8767 - d_accuracy: 0.5847
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3130 - g_loss: 0.8778 - d_accuracy: 0.5850Epoch 491: D Accuracy = 0.6500
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3111 - g_loss: 0.8784 - d_accuracy: 0.5873
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3082 - g_loss: 0.8817 - d_accuracy: 0.5925Epoch 492: D Accuracy = 0.5688
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3073 - g_loss: 0.8835 - d_accuracy: 0.5917
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3123 - g_loss: 0.8797 - d_accuracy: 0.5922Epoch 493: D Accuracy = 0.6375
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3109 - g_loss: 0.8797 - d_accuracy: 0.5938
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3169 - g_loss: 0.8757 - d_accuracy: 0.5824Epoch 494: D Accuracy = 0.5688
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3166 - g_loss: 0.8744 - d_accuracy: 0.5819
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3092 - g_loss: 0.8830 - d_accuracy: 0.5924Epoch 495: D Accuracy = 0.6313
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3090 - g_loss: 0.8826 - d_accuracy: 0.5938
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3102 - g_loss: 0.8761 - d_accuracy: 0.5850Epoch 496: D Accuracy = 0.6125
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3096 - g_loss: 0.8763 - d_accuracy: 0.5860
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3156 - g_loss: 0.8786 - d_accuracy: 0.5800Epoch 497: D Accuracy = 0.5750
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3153 - g_loss: 0.8760 - d_accuracy: 0.5799
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3129 - g_loss: 0.8805 - d_accuracy: 0.5846Epoch 498: D Accuracy = 0.6000
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3132 - g_loss: 0.8815 - d_accuracy: 0.5851
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3078 - g_loss: 0.8841 - d_accuracy: 0.5921Epoch 499: D Accuracy = 0.4938
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3105 - g_loss: 0.8834 - d_accuracy: 0.5886
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3090 - g_loss: 0.8815 - d_accuracy: 0.5891
Class 10 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.5812
27/27 [==============================] - 1s 42ms/step - d_loss: 1.3097 - g_loss: 0.8797 - d_accuracy: 0.5888
Training DCGAN for class 11...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.3309 - g_loss: 0.9066 - d_accuracy: 0.6070WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0169s vs `on_train_batch_end` time: 0.0186s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 0.9437 - g_loss: 1.3541 - d_accuracy: 0.8265
Epoch 1: Generator loss improved from inf to 1.8622. Saving weights.
Epoch 1: D Accuracy = 0.9510
27/27 [==============================] - 2s 36ms/step - d_loss: 0.9338 - g_loss: 1.3722 - d_accuracy: 0.8309
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6119 - g_loss: 2.2412 - d_accuracy: 0.9474Epoch 2: D Accuracy = 0.9363
27/27 [==============================] - 1s 34ms/step - d_loss: 0.6140 - g_loss: 2.2301 - d_accuracy: 0.9470
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5298 - g_loss: 2.7679 - d_accuracy: 0.9635Epoch 3: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.5264 - g_loss: 2.7783 - d_accuracy: 0.9648
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4647 - g_loss: 3.3757 - d_accuracy: 0.9792Epoch 4: D Accuracy = 0.9706
27/27 [==============================] - 1s 35ms/step - d_loss: 0.4668 - g_loss: 3.3542 - d_accuracy: 0.9789
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4544 - g_loss: 3.5123 - d_accuracy: 0.9805Epoch 5: D Accuracy = 0.9804
27/27 [==============================] - 1s 35ms/step - d_loss: 0.4535 - g_loss: 3.5359 - d_accuracy: 0.9805
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4120 - g_loss: 4.1876 - d_accuracy: 0.9877Epoch 6: D Accuracy = 0.9804
27/27 [==============================] - 1s 36ms/step - d_loss: 0.4116 - g_loss: 4.2170 - d_accuracy: 0.9874
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3832 - g_loss: 4.9548 - d_accuracy: 0.9946Epoch 7: D Accuracy = 1.0000
27/27 [==============================] - 1s 38ms/step - d_loss: 0.3831 - g_loss: 4.9546 - d_accuracy: 0.9948
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5626 - g_loss: 3.3798 - d_accuracy: 0.9481Epoch 8: D Accuracy = 0.8922
27/27 [==============================] - 1s 38ms/step - d_loss: 0.5711 - g_loss: 3.3262 - d_accuracy: 0.9461
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6456 - g_loss: 2.6847 - d_accuracy: 0.9250Epoch 9: D Accuracy = 0.9510
27/27 [==============================] - 1s 36ms/step - d_loss: 0.6409 - g_loss: 2.7005 - d_accuracy: 0.9259
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4714 - g_loss: 3.4482 - d_accuracy: 0.9761Epoch 10: D Accuracy = 0.9902
27/27 [==============================] - 1s 35ms/step - d_loss: 0.4697 - g_loss: 3.4691 - d_accuracy: 0.9766
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4249 - g_loss: 4.1814 - d_accuracy: 0.9864Epoch 11: D Accuracy = 0.9951
27/27 [==============================] - 1s 35ms/step - d_loss: 0.4243 - g_loss: 4.1802 - d_accuracy: 0.9867
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4123 - g_loss: 4.4694 - d_accuracy: 0.9897Epoch 12: D Accuracy = 0.9902
27/27 [==============================] - 1s 35ms/step - d_loss: 0.4120 - g_loss: 4.4714 - d_accuracy: 0.9897
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3961 - g_loss: 4.9144 - d_accuracy: 0.9901Epoch 13: D Accuracy = 0.9902
27/27 [==============================] - 1s 37ms/step - d_loss: 0.3961 - g_loss: 4.9114 - d_accuracy: 0.9901
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3912 - g_loss: 4.7928 - d_accuracy: 0.9940Epoch 14: D Accuracy = 0.9902
27/27 [==============================] - 1s 37ms/step - d_loss: 0.3913 - g_loss: 4.7873 - d_accuracy: 0.9939
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3897 - g_loss: 4.9666 - d_accuracy: 0.9937Epoch 15: D Accuracy = 0.9902
27/27 [==============================] - 1s 37ms/step - d_loss: 0.3898 - g_loss: 4.9639 - d_accuracy: 0.9936
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3843 - g_loss: 5.1948 - d_accuracy: 0.9940Epoch 16: D Accuracy = 0.9902
27/27 [==============================] - 1s 37ms/step - d_loss: 0.3857 - g_loss: 5.1979 - d_accuracy: 0.9939
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3796 - g_loss: 5.1832 - d_accuracy: 0.9952Epoch 17: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3795 - g_loss: 5.1827 - d_accuracy: 0.9954
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3747 - g_loss: 5.2824 - d_accuracy: 0.9963Epoch 18: D Accuracy = 0.9951
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3749 - g_loss: 5.2770 - d_accuracy: 0.9963
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3696 - g_loss: 5.3947 - d_accuracy: 0.9971Epoch 19: D Accuracy = 0.9951
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3695 - g_loss: 5.4024 - d_accuracy: 0.9970
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4304 - g_loss: 4.5043 - d_accuracy: 0.9811Epoch 20: D Accuracy = 0.9853
27/27 [==============================] - 1s 35ms/step - d_loss: 0.4306 - g_loss: 4.4923 - d_accuracy: 0.9812
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3867 - g_loss: 4.9268 - d_accuracy: 0.9923Epoch 21: D Accuracy = 1.0000
27/27 [==============================] - 1s 37ms/step - d_loss: 0.3862 - g_loss: 4.9452 - d_accuracy: 0.9926
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3740 - g_loss: 5.4034 - d_accuracy: 0.9959Epoch 22: D Accuracy = 1.0000
27/27 [==============================] - 1s 39ms/step - d_loss: 0.3739 - g_loss: 5.4016 - d_accuracy: 0.9961
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3658 - g_loss: 5.7372 - d_accuracy: 0.9968Epoch 23: D Accuracy = 1.0000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.3656 - g_loss: 5.7415 - d_accuracy: 0.9969
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3595 - g_loss: 5.9613 - d_accuracy: 0.9981Epoch 24: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3595 - g_loss: 5.9646 - d_accuracy: 0.9982
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3575 - g_loss: 5.9807 - d_accuracy: 0.9984Epoch 25: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3574 - g_loss: 5.9759 - d_accuracy: 0.9985
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3588 - g_loss: 5.5260 - d_accuracy: 0.9981Epoch 26: D Accuracy = 0.9951
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3593 - g_loss: 5.5344 - d_accuracy: 0.9980
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3590 - g_loss: 5.4905 - d_accuracy: 0.9983Epoch 27: D Accuracy = 1.0000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.3588 - g_loss: 5.4993 - d_accuracy: 0.9983
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3556 - g_loss: 5.9525 - d_accuracy: 0.9987Epoch 28: D Accuracy = 0.9951
27/27 [==============================] - 1s 37ms/step - d_loss: 0.3554 - g_loss: 5.9583 - d_accuracy: 0.9985
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3548 - g_loss: 5.9441 - d_accuracy: 0.9978Epoch 29: D Accuracy = 1.0000
27/27 [==============================] - 1s 37ms/step - d_loss: 0.3549 - g_loss: 5.9366 - d_accuracy: 0.9979
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3516 - g_loss: 6.1423 - d_accuracy: 0.9984Epoch 30: D Accuracy = 1.0000
27/27 [==============================] - 1s 37ms/step - d_loss: 0.3514 - g_loss: 6.1517 - d_accuracy: 0.9985
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3517 - g_loss: 6.1907 - d_accuracy: 0.9988Epoch 31: D Accuracy = 1.0000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.3517 - g_loss: 6.1955 - d_accuracy: 0.9989
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3491 - g_loss: 6.2034 - d_accuracy: 0.9993Epoch 32: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3490 - g_loss: 6.2071 - d_accuracy: 0.9993
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3485 - g_loss: 6.2559 - d_accuracy: 0.9992Epoch 33: D Accuracy = 0.9951
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3485 - g_loss: 6.2616 - d_accuracy: 0.9991
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3485 - g_loss: 6.2997 - d_accuracy: 0.9987Epoch 34: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3483 - g_loss: 6.2995 - d_accuracy: 0.9987
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3463 - g_loss: 6.3390 - d_accuracy: 0.9994Epoch 35: D Accuracy = 1.0000
27/27 [==============================] - 1s 38ms/step - d_loss: 0.3462 - g_loss: 6.3387 - d_accuracy: 0.9994
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3461 - g_loss: 6.3913 - d_accuracy: 0.9996Epoch 36: D Accuracy = 1.0000
27/27 [==============================] - 1s 38ms/step - d_loss: 0.3460 - g_loss: 6.4013 - d_accuracy: 0.9996
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3444 - g_loss: 6.4989 - d_accuracy: 0.9996Epoch 37: D Accuracy = 1.0000
27/27 [==============================] - 1s 37ms/step - d_loss: 0.3444 - g_loss: 6.5078 - d_accuracy: 0.9996
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3441 - g_loss: 6.4903 - d_accuracy: 0.9994Epoch 38: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3441 - g_loss: 6.4850 - d_accuracy: 0.9994
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3431 - g_loss: 6.4259 - d_accuracy: 1.0000Epoch 39: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3430 - g_loss: 6.4253 - d_accuracy: 1.0000
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3430 - g_loss: 6.6024 - d_accuracy: 0.9993Epoch 40: D Accuracy = 1.0000
27/27 [==============================] - 1s 35ms/step - d_loss: 0.3430 - g_loss: 6.6075 - d_accuracy: 0.9993
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 0.3437 - g_loss: 6.1726 - d_accuracy: 0.9997Epoch 41: D Accuracy = 1.0000
27/27 [==============================] - 1s 36ms/step - d_loss: 0.3436 - g_loss: 6.1715 - d_accuracy: 0.9997
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5867 - g_loss: 4.6226 - d_accuracy: 0.9116Epoch 42: D Accuracy = 0.6667
27/27 [==============================] - 1s 37ms/step - d_loss: 0.6046 - g_loss: 4.5307 - d_accuracy: 0.9028
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1705 - g_loss: 1.1478 - d_accuracy: 0.7124
Epoch 43: Generator loss improved from 1.8622 to 0.8963. Saving weights.
Epoch 43: D Accuracy = 0.6814
27/27 [==============================] - 1s 39ms/step - d_loss: 1.1724 - g_loss: 1.1389 - d_accuracy: 0.7113
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1835 - g_loss: 1.1661 - d_accuracy: 0.6975Epoch 44: D Accuracy = 0.6176
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1862 - g_loss: 1.1684 - d_accuracy: 0.6946
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2266 - g_loss: 1.1192 - d_accuracy: 0.6710Epoch 45: D Accuracy = 0.6520
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2273 - g_loss: 1.1188 - d_accuracy: 0.6703
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2317 - g_loss: 1.0788 - d_accuracy: 0.6655Epoch 46: D Accuracy = 0.6078
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2332 - g_loss: 1.0791 - d_accuracy: 0.6634
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2571 - g_loss: 1.0589 - d_accuracy: 0.6600Epoch 47: D Accuracy = 0.6569
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2560 - g_loss: 1.0596 - d_accuracy: 0.6599
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2509 - g_loss: 1.0457 - d_accuracy: 0.6596Epoch 48: D Accuracy = 0.7108
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2485 - g_loss: 1.0458 - d_accuracy: 0.6614
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2444 - g_loss: 1.0561 - d_accuracy: 0.6570Epoch 49: D Accuracy = 0.5980
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2455 - g_loss: 1.0684 - d_accuracy: 0.6549
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2373 - g_loss: 1.0324 - d_accuracy: 0.6588Epoch 50: D Accuracy = 0.6912
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2381 - g_loss: 1.0278 - d_accuracy: 0.6600
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2033 - g_loss: 1.0785 - d_accuracy: 0.6851Epoch 51: D Accuracy = 0.6814
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2027 - g_loss: 1.0827 - d_accuracy: 0.6850
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1921 - g_loss: 1.0818 - d_accuracy: 0.6910Epoch 52: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1931 - g_loss: 1.0801 - d_accuracy: 0.6910
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1823 - g_loss: 1.1025 - d_accuracy: 0.7019Epoch 53: D Accuracy = 0.7353
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1821 - g_loss: 1.1000 - d_accuracy: 0.7031
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1669 - g_loss: 1.1220 - d_accuracy: 0.7078Epoch 54: D Accuracy = 0.7157
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1679 - g_loss: 1.1178 - d_accuracy: 0.7081
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1621 - g_loss: 1.1275 - d_accuracy: 0.7049Epoch 55: D Accuracy = 0.6961
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1635 - g_loss: 1.1246 - d_accuracy: 0.7046
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1465 - g_loss: 1.1510 - d_accuracy: 0.7134Epoch 56: D Accuracy = 0.6520
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1495 - g_loss: 1.1464 - d_accuracy: 0.7112
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1547 - g_loss: 1.1541 - d_accuracy: 0.7019Epoch 57: D Accuracy = 0.6127
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1576 - g_loss: 1.1556 - d_accuracy: 0.6988
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1384 - g_loss: 1.1685 - d_accuracy: 0.7216Epoch 58: D Accuracy = 0.6912
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1383 - g_loss: 1.1757 - d_accuracy: 0.7205
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1494 - g_loss: 1.1706 - d_accuracy: 0.7099Epoch 59: D Accuracy = 0.6569
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1500 - g_loss: 1.1747 - d_accuracy: 0.7081
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1537 - g_loss: 1.1539 - d_accuracy: 0.7073Epoch 60: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1557 - g_loss: 1.1477 - d_accuracy: 0.7058
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1585 - g_loss: 1.1694 - d_accuracy: 0.7049Epoch 61: D Accuracy = 0.6814
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1597 - g_loss: 1.1685 - d_accuracy: 0.7041
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1801 - g_loss: 1.1415 - d_accuracy: 0.6921Epoch 62: D Accuracy = 0.6716
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1798 - g_loss: 1.1460 - d_accuracy: 0.6914
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1873 - g_loss: 1.1190 - d_accuracy: 0.6935Epoch 63: D Accuracy = 0.6814
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1887 - g_loss: 1.1142 - d_accuracy: 0.6931
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1960 - g_loss: 1.1084 - d_accuracy: 0.6850Epoch 64: D Accuracy = 0.6814
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1956 - g_loss: 1.1074 - d_accuracy: 0.6848
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1990 - g_loss: 1.1106 - d_accuracy: 0.6778Epoch 65: D Accuracy = 0.6569
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2015 - g_loss: 1.1081 - d_accuracy: 0.6771
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2209 - g_loss: 1.0883 - d_accuracy: 0.6688Epoch 66: D Accuracy = 0.7304
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2177 - g_loss: 1.0909 - d_accuracy: 0.6710
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2315 - g_loss: 1.0705 - d_accuracy: 0.6663
Epoch 67: Generator loss improved from 0.8963 to 0.8592. Saving weights.
Epoch 67: D Accuracy = 0.6863
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2318 - g_loss: 1.0630 - d_accuracy: 0.6670
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2278 - g_loss: 1.0693 - d_accuracy: 0.6574Epoch 68: D Accuracy = 0.6961
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2270 - g_loss: 1.0675 - d_accuracy: 0.6588
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2505 - g_loss: 1.0451 - d_accuracy: 0.6499Epoch 69: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2526 - g_loss: 1.0433 - d_accuracy: 0.6476
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2453 - g_loss: 1.0413 - d_accuracy: 0.6529Epoch 70: D Accuracy = 0.6520
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2451 - g_loss: 1.0387 - d_accuracy: 0.6529
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2541 - g_loss: 1.0400 - d_accuracy: 0.6495Epoch 71: D Accuracy = 0.7010
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2534 - g_loss: 1.0364 - d_accuracy: 0.6514
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2680 - g_loss: 1.0248 - d_accuracy: 0.6377Epoch 72: D Accuracy = 0.7010
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2665 - g_loss: 1.0255 - d_accuracy: 0.6399
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2610 - g_loss: 1.0129 - d_accuracy: 0.6387Epoch 73: D Accuracy = 0.6127
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2630 - g_loss: 1.0094 - d_accuracy: 0.6378
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2750 - g_loss: 1.0121 - d_accuracy: 0.6331Epoch 74: D Accuracy = 0.5735
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2773 - g_loss: 1.0146 - d_accuracy: 0.6309
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2803 - g_loss: 0.9981 - d_accuracy: 0.6343Epoch 75: D Accuracy = 0.6618
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2800 - g_loss: 0.9964 - d_accuracy: 0.6353
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2650 - g_loss: 1.0032 - d_accuracy: 0.6395Epoch 76: D Accuracy = 0.6324
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2657 - g_loss: 1.0000 - d_accuracy: 0.6392
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2695 - g_loss: 1.0030 - d_accuracy: 0.6415Epoch 77: D Accuracy = 0.6520
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2690 - g_loss: 1.0052 - d_accuracy: 0.6419
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2682 - g_loss: 0.9972 - d_accuracy: 0.6383Epoch 78: D Accuracy = 0.7059
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2661 - g_loss: 0.9956 - d_accuracy: 0.6407
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2699 - g_loss: 0.9926 - d_accuracy: 0.6334Epoch 79: D Accuracy = 0.6716
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2684 - g_loss: 0.9930 - d_accuracy: 0.6347
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2682 - g_loss: 0.9996 - d_accuracy: 0.6358Epoch 80: D Accuracy = 0.6029
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2678 - g_loss: 0.9974 - d_accuracy: 0.6346
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2798 - g_loss: 1.0010 - d_accuracy: 0.6338Epoch 81: D Accuracy = 0.6520
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2788 - g_loss: 1.0058 - d_accuracy: 0.6345
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2739 - g_loss: 0.9937 - d_accuracy: 0.6315Epoch 82: D Accuracy = 0.6275
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2735 - g_loss: 0.9957 - d_accuracy: 0.6313
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2821 - g_loss: 0.9879 - d_accuracy: 0.6345Epoch 83: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2833 - g_loss: 0.9880 - d_accuracy: 0.6345
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9806 - d_accuracy: 0.6314Epoch 84: D Accuracy = 0.6225
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2832 - g_loss: 0.9834 - d_accuracy: 0.6311
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2707 - g_loss: 0.9823 - d_accuracy: 0.6393Epoch 85: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2705 - g_loss: 0.9816 - d_accuracy: 0.6395
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2739 - g_loss: 0.9956 - d_accuracy: 0.6325Epoch 86: D Accuracy = 0.6471
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2756 - g_loss: 0.9934 - d_accuracy: 0.6330
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9744 - d_accuracy: 0.6251Epoch 87: D Accuracy = 0.6225
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2884 - g_loss: 0.9740 - d_accuracy: 0.6250
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2777 - g_loss: 0.9831 - d_accuracy: 0.6303Epoch 88: D Accuracy = 0.6324
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2771 - g_loss: 0.9847 - d_accuracy: 0.6304
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2771 - g_loss: 0.9810 - d_accuracy: 0.6304Epoch 89: D Accuracy = 0.5882
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2776 - g_loss: 0.9830 - d_accuracy: 0.6289
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9740 - d_accuracy: 0.6212Epoch 90: D Accuracy = 0.5784
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2879 - g_loss: 0.9769 - d_accuracy: 0.6197
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9758 - d_accuracy: 0.6300Epoch 91: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2808 - g_loss: 0.9782 - d_accuracy: 0.6313
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2864 - g_loss: 0.9658 - d_accuracy: 0.6288Epoch 92: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2878 - g_loss: 0.9663 - d_accuracy: 0.6272
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2912 - g_loss: 0.9581 - d_accuracy: 0.6187
Epoch 93: Generator loss improved from 0.8592 to 0.8386. Saving weights.
Epoch 93: D Accuracy = 0.6225
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2914 - g_loss: 0.9538 - d_accuracy: 0.6188
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2817 - g_loss: 0.9736 - d_accuracy: 0.6306Epoch 94: D Accuracy = 0.6078
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2815 - g_loss: 0.9752 - d_accuracy: 0.6298
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2951 - g_loss: 0.9612 - d_accuracy: 0.6156Epoch 95: D Accuracy = 0.6127
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2958 - g_loss: 0.9633 - d_accuracy: 0.6155
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2878 - g_loss: 0.9619 - d_accuracy: 0.6240Epoch 96: D Accuracy = 0.6520
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2871 - g_loss: 0.9643 - d_accuracy: 0.6250
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2923 - g_loss: 0.9617 - d_accuracy: 0.6139Epoch 97: D Accuracy = 0.6078
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2930 - g_loss: 0.9616 - d_accuracy: 0.6137
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2842 - g_loss: 0.9594 - d_accuracy: 0.6224Epoch 98: D Accuracy = 0.6373
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2828 - g_loss: 0.9615 - d_accuracy: 0.6229
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2924 - g_loss: 0.9613 - d_accuracy: 0.6143Epoch 99: D Accuracy = 0.5931
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2920 - g_loss: 0.9665 - d_accuracy: 0.6135
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2957 - g_loss: 0.9499 - d_accuracy: 0.6152
Class 11 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.6373
27/27 [==============================] - 1s 44ms/step - d_loss: 1.2949 - g_loss: 0.9472 - d_accuracy: 0.6160
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2858 - g_loss: 0.9571 - d_accuracy: 0.6212Epoch 101: D Accuracy = 0.6078
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2869 - g_loss: 0.9550 - d_accuracy: 0.6207
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2974 - g_loss: 0.9513 - d_accuracy: 0.6179Epoch 102: D Accuracy = 0.6275
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2965 - g_loss: 0.9536 - d_accuracy: 0.6182
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2864 - g_loss: 0.9591 - d_accuracy: 0.6187Epoch 103: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2854 - g_loss: 0.9630 - d_accuracy: 0.6174
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2952 - g_loss: 0.9507 - d_accuracy: 0.6208Epoch 104: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2952 - g_loss: 0.9499 - d_accuracy: 0.6212
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3062 - g_loss: 0.9447 - d_accuracy: 0.6028Epoch 105: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3058 - g_loss: 0.9446 - d_accuracy: 0.6028
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3049 - g_loss: 0.9447 - d_accuracy: 0.6077
Epoch 106: Generator loss improved from 0.8386 to 0.8085. Saving weights.
Epoch 106: D Accuracy = 0.6275
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3056 - g_loss: 0.9398 - d_accuracy: 0.6084
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9462 - d_accuracy: 0.6152Epoch 107: D Accuracy = 0.5882
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3006 - g_loss: 0.9479 - d_accuracy: 0.6143
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.9396 - d_accuracy: 0.6094Epoch 108: D Accuracy = 0.5392
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3132 - g_loss: 0.9393 - d_accuracy: 0.6069
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3044 - g_loss: 0.9366 - d_accuracy: 0.6138Epoch 109: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3052 - g_loss: 0.9372 - d_accuracy: 0.6127
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3137 - g_loss: 0.9377 - d_accuracy: 0.6031Epoch 110: D Accuracy = 0.6225
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3132 - g_loss: 0.9357 - d_accuracy: 0.6038
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3003 - g_loss: 0.9403 - d_accuracy: 0.6036Epoch 111: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2985 - g_loss: 0.9420 - d_accuracy: 0.6046
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3093 - g_loss: 0.9305 - d_accuracy: 0.6087Epoch 112: D Accuracy = 0.6373
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3095 - g_loss: 0.9304 - d_accuracy: 0.6097
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3117 - g_loss: 0.9314 - d_accuracy: 0.5986Epoch 113: D Accuracy = 0.5735
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3115 - g_loss: 0.9338 - d_accuracy: 0.5977
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3094 - g_loss: 0.9281 - d_accuracy: 0.6079Epoch 114: D Accuracy = 0.5784
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3095 - g_loss: 0.9269 - d_accuracy: 0.6069
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3140 - g_loss: 0.9267 - d_accuracy: 0.6018Epoch 115: D Accuracy = 0.5882
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3144 - g_loss: 0.9241 - d_accuracy: 0.6013
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3106 - g_loss: 0.9308 - d_accuracy: 0.6045Epoch 116: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3105 - g_loss: 0.9306 - d_accuracy: 0.6037
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3107 - g_loss: 0.9245 - d_accuracy: 0.6027Epoch 117: D Accuracy = 0.6569
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3094 - g_loss: 0.9238 - d_accuracy: 0.6047
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3185 - g_loss: 0.9282 - d_accuracy: 0.5989Epoch 118: D Accuracy = 0.5490
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3193 - g_loss: 0.9264 - d_accuracy: 0.5971
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3011 - g_loss: 0.9318 - d_accuracy: 0.6108Epoch 119: D Accuracy = 0.6078
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3007 - g_loss: 0.9281 - d_accuracy: 0.6107
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3187 - g_loss: 0.9263 - d_accuracy: 0.5983Epoch 120: D Accuracy = 0.6225
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3184 - g_loss: 0.9276 - d_accuracy: 0.5992
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3188 - g_loss: 0.9247 - d_accuracy: 0.5931Epoch 121: D Accuracy = 0.5294
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3206 - g_loss: 0.9238 - d_accuracy: 0.5908
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3161 - g_loss: 0.9204 - d_accuracy: 0.6001Epoch 122: D Accuracy = 0.6373
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3143 - g_loss: 0.9203 - d_accuracy: 0.6015
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3199 - g_loss: 0.9182 - d_accuracy: 0.6034Epoch 123: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3199 - g_loss: 0.9166 - d_accuracy: 0.6045
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3292 - g_loss: 0.9116 - d_accuracy: 0.5855Epoch 124: D Accuracy = 0.5931
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3284 - g_loss: 0.9102 - d_accuracy: 0.5858
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.9194 - d_accuracy: 0.5977Epoch 125: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3158 - g_loss: 0.9225 - d_accuracy: 0.5984
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.9154 - d_accuracy: 0.5892Epoch 126: D Accuracy = 0.6078
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3242 - g_loss: 0.9186 - d_accuracy: 0.5899
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.9128 - d_accuracy: 0.5902Epoch 127: D Accuracy = 0.6078
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3267 - g_loss: 0.9121 - d_accuracy: 0.5909
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3260 - g_loss: 0.9088 - d_accuracy: 0.5867Epoch 128: D Accuracy = 0.5882
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3260 - g_loss: 0.9079 - d_accuracy: 0.5868
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3357 - g_loss: 0.9049 - d_accuracy: 0.5818Epoch 129: D Accuracy = 0.5686
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3363 - g_loss: 0.9018 - d_accuracy: 0.5814
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3299 - g_loss: 0.9067 - d_accuracy: 0.5842Epoch 130: D Accuracy = 0.5539
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3303 - g_loss: 0.9034 - d_accuracy: 0.5831
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3243 - g_loss: 0.9075 - d_accuracy: 0.5903Epoch 131: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3246 - g_loss: 0.9065 - d_accuracy: 0.5901
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3206 - g_loss: 0.9143 - d_accuracy: 0.5902Epoch 132: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3206 - g_loss: 0.9121 - d_accuracy: 0.5899
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.9043 - d_accuracy: 0.5909Epoch 133: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3295 - g_loss: 0.9038 - d_accuracy: 0.5913
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3291 - g_loss: 0.9017 - d_accuracy: 0.5942
Epoch 134: Generator loss improved from 0.8085 to 0.7745. Saving weights.
Epoch 134: D Accuracy = 0.5931
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3307 - g_loss: 0.8971 - d_accuracy: 0.5941
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3354 - g_loss: 0.9001 - d_accuracy: 0.5771Epoch 135: D Accuracy = 0.6078
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3336 - g_loss: 0.9052 - d_accuracy: 0.5782
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3303 - g_loss: 0.8958 - d_accuracy: 0.5868Epoch 136: D Accuracy = 0.5343
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3320 - g_loss: 0.8938 - d_accuracy: 0.5849
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3351 - g_loss: 0.8983 - d_accuracy: 0.5844Epoch 137: D Accuracy = 0.5441
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3356 - g_loss: 0.9025 - d_accuracy: 0.5830
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3222 - g_loss: 0.9044 - d_accuracy: 0.5860Epoch 138: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3220 - g_loss: 0.9062 - d_accuracy: 0.5861
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3186 - g_loss: 0.9090 - d_accuracy: 0.5948Epoch 139: D Accuracy = 0.5490
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3197 - g_loss: 0.9091 - d_accuracy: 0.5932
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3277 - g_loss: 0.9011 - d_accuracy: 0.5880Epoch 140: D Accuracy = 0.6225
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3267 - g_loss: 0.9008 - d_accuracy: 0.5893
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3274 - g_loss: 0.9018 - d_accuracy: 0.5884Epoch 141: D Accuracy = 0.5735
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3272 - g_loss: 0.9008 - d_accuracy: 0.5878
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3189 - g_loss: 0.9079 - d_accuracy: 0.5882Epoch 142: D Accuracy = 0.5686
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3187 - g_loss: 0.9083 - d_accuracy: 0.5875
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3344 - g_loss: 0.9000 - d_accuracy: 0.5810Epoch 143: D Accuracy = 0.6471
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3332 - g_loss: 0.8991 - d_accuracy: 0.5833
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.9010 - d_accuracy: 0.5886Epoch 144: D Accuracy = 0.5245
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3309 - g_loss: 0.8974 - d_accuracy: 0.5863
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3278 - g_loss: 0.9011 - d_accuracy: 0.5835Epoch 145: D Accuracy = 0.5735
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3277 - g_loss: 0.9024 - d_accuracy: 0.5831
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3270 - g_loss: 0.9028 - d_accuracy: 0.5908Epoch 146: D Accuracy = 0.6078
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3270 - g_loss: 0.9030 - d_accuracy: 0.5914
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3262 - g_loss: 0.8997 - d_accuracy: 0.5882Epoch 147: D Accuracy = 0.6127
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3261 - g_loss: 0.9000 - d_accuracy: 0.5891
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3306 - g_loss: 0.8990 - d_accuracy: 0.5820Epoch 148: D Accuracy = 0.6176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3301 - g_loss: 0.8986 - d_accuracy: 0.5833
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.9039 - d_accuracy: 0.5820Epoch 149: D Accuracy = 0.5980
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3257 - g_loss: 0.9072 - d_accuracy: 0.5826
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3239 - g_loss: 0.9023 - d_accuracy: 0.5889Epoch 150: D Accuracy = 0.5833
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3226 - g_loss: 0.9070 - d_accuracy: 0.5887
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.8987 - d_accuracy: 0.5880Epoch 151: D Accuracy = 0.6569
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3260 - g_loss: 0.8969 - d_accuracy: 0.5904
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8947 - d_accuracy: 0.5790Epoch 152: D Accuracy = 0.5931
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3368 - g_loss: 0.8936 - d_accuracy: 0.5795
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3302 - g_loss: 0.8988 - d_accuracy: 0.5860Epoch 153: D Accuracy = 0.5637
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3310 - g_loss: 0.8965 - d_accuracy: 0.5852
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3296 - g_loss: 0.8925 - d_accuracy: 0.5890Epoch 154: D Accuracy = 0.5980
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3294 - g_loss: 0.8909 - d_accuracy: 0.5893
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3267 - g_loss: 0.8996 - d_accuracy: 0.5820Epoch 155: D Accuracy = 0.5931
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3263 - g_loss: 0.8994 - d_accuracy: 0.5824
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3310 - g_loss: 0.8959 - d_accuracy: 0.5789Epoch 156: D Accuracy = 0.5784
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3323 - g_loss: 0.8944 - d_accuracy: 0.5788
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3256 - g_loss: 0.8991 - d_accuracy: 0.5934Epoch 157: D Accuracy = 0.5490
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3285 - g_loss: 0.9001 - d_accuracy: 0.5918
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3371 - g_loss: 0.8923 - d_accuracy: 0.5756Epoch 158: D Accuracy = 0.5735
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3375 - g_loss: 0.8932 - d_accuracy: 0.5756
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3264 - g_loss: 0.8958 - d_accuracy: 0.5884Epoch 159: D Accuracy = 0.6029
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3266 - g_loss: 0.8954 - d_accuracy: 0.5890
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3340 - g_loss: 0.8887 - d_accuracy: 0.5779Epoch 160: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3324 - g_loss: 0.8872 - d_accuracy: 0.5793
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3272 - g_loss: 0.8972 - d_accuracy: 0.5822Epoch 161: D Accuracy = 0.5637
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3277 - g_loss: 0.8977 - d_accuracy: 0.5816
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3254 - g_loss: 0.8913 - d_accuracy: 0.5931Epoch 162: D Accuracy = 0.5686
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3265 - g_loss: 0.8901 - d_accuracy: 0.5922
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3282 - g_loss: 0.8897 - d_accuracy: 0.5872Epoch 163: D Accuracy = 0.5882
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3273 - g_loss: 0.8864 - d_accuracy: 0.5872
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3261 - g_loss: 0.8984 - d_accuracy: 0.5886Epoch 164: D Accuracy = 0.5833
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3263 - g_loss: 0.8944 - d_accuracy: 0.5884
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.9010 - d_accuracy: 0.5896Epoch 165: D Accuracy = 0.5784
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3330 - g_loss: 0.9035 - d_accuracy: 0.5892
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3278 - g_loss: 0.8910 - d_accuracy: 0.5866Epoch 166: D Accuracy = 0.5882
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3276 - g_loss: 0.8915 - d_accuracy: 0.5867
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3271 - g_loss: 0.8978 - d_accuracy: 0.5856Epoch 167: D Accuracy = 0.5147
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3300 - g_loss: 0.8963 - d_accuracy: 0.5831
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3237 - g_loss: 0.8958 - d_accuracy: 0.5889Epoch 168: D Accuracy = 0.6863
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3212 - g_loss: 0.8946 - d_accuracy: 0.5924
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3330 - g_loss: 0.8972 - d_accuracy: 0.5848Epoch 169: D Accuracy = 0.5931
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3345 - g_loss: 0.8944 - d_accuracy: 0.5851
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3404 - g_loss: 0.8880 - d_accuracy: 0.5774Epoch 170: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3399 - g_loss: 0.8905 - d_accuracy: 0.5777
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3278 - g_loss: 0.8946 - d_accuracy: 0.5895Epoch 171: D Accuracy = 0.6324
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3257 - g_loss: 0.8947 - d_accuracy: 0.5911
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3352 - g_loss: 0.8894 - d_accuracy: 0.5699Epoch 172: D Accuracy = 0.5784
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3345 - g_loss: 0.8912 - d_accuracy: 0.5702
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8881 - d_accuracy: 0.5869Epoch 173: D Accuracy = 0.5686
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3383 - g_loss: 0.8859 - d_accuracy: 0.5862
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3317 - g_loss: 0.8919 - d_accuracy: 0.5799Epoch 174: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3313 - g_loss: 0.8898 - d_accuracy: 0.5800
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3366 - g_loss: 0.8896 - d_accuracy: 0.5742Epoch 175: D Accuracy = 0.5490
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3380 - g_loss: 0.8899 - d_accuracy: 0.5733
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3312 - g_loss: 0.8907 - d_accuracy: 0.5937Epoch 176: D Accuracy = 0.6078
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3312 - g_loss: 0.8941 - d_accuracy: 0.5942
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3391 - g_loss: 0.8837 - d_accuracy: 0.5718Epoch 177: D Accuracy = 0.5637
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3388 - g_loss: 0.8840 - d_accuracy: 0.5715
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3346 - g_loss: 0.8858 - d_accuracy: 0.5749Epoch 178: D Accuracy = 0.5539
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3347 - g_loss: 0.8848 - d_accuracy: 0.5742
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3301 - g_loss: 0.8948 - d_accuracy: 0.5803Epoch 179: D Accuracy = 0.6373
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3292 - g_loss: 0.8946 - d_accuracy: 0.5823
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3273 - g_loss: 0.8930 - d_accuracy: 0.5880Epoch 180: D Accuracy = 0.5588
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3275 - g_loss: 0.8931 - d_accuracy: 0.5869
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3245 - g_loss: 0.8952 - d_accuracy: 0.5856Epoch 181: D Accuracy = 0.5931
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3240 - g_loss: 0.8951 - d_accuracy: 0.5859
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3302 - g_loss: 0.8901 - d_accuracy: 0.5822Epoch 182: D Accuracy = 0.5637
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3311 - g_loss: 0.8907 - d_accuracy: 0.5816
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3364 - g_loss: 0.8865 - d_accuracy: 0.5767Epoch 183: D Accuracy = 0.5196
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3389 - g_loss: 0.8861 - d_accuracy: 0.5746
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3306 - g_loss: 0.8919 - d_accuracy: 0.5852Epoch 184: D Accuracy = 0.6127
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3312 - g_loss: 0.8933 - d_accuracy: 0.5862
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3281 - g_loss: 0.8904 - d_accuracy: 0.5829Epoch 185: D Accuracy = 0.5931
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3278 - g_loss: 0.8922 - d_accuracy: 0.5832
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3295 - g_loss: 0.8921 - d_accuracy: 0.5811
Epoch 186: Generator loss improved from 0.7745 to 0.7525. Saving weights.
Epoch 186: D Accuracy = 0.5245
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3328 - g_loss: 0.8871 - d_accuracy: 0.5790
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3271 - g_loss: 0.8925 - d_accuracy: 0.5844Epoch 187: D Accuracy = 0.5784
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3280 - g_loss: 0.8907 - d_accuracy: 0.5841
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3272 - g_loss: 0.8917 - d_accuracy: 0.5823Epoch 188: D Accuracy = 0.5784
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3266 - g_loss: 0.8905 - d_accuracy: 0.5822
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3330 - g_loss: 0.8886 - d_accuracy: 0.5745Epoch 189: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3323 - g_loss: 0.8867 - d_accuracy: 0.5761
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3301 - g_loss: 0.8966 - d_accuracy: 0.5838Epoch 190: D Accuracy = 0.5490
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3311 - g_loss: 0.8999 - d_accuracy: 0.5826
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8850 - d_accuracy: 0.5767Epoch 191: D Accuracy = 0.5735
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3325 - g_loss: 0.8847 - d_accuracy: 0.5765
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3301 - g_loss: 0.8942 - d_accuracy: 0.5842Epoch 192: D Accuracy = 0.5833
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3310 - g_loss: 0.8973 - d_accuracy: 0.5842
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3086 - g_loss: 0.9023 - d_accuracy: 0.6021Epoch 193: D Accuracy = 0.5490
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3093 - g_loss: 0.9018 - d_accuracy: 0.6002
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3210 - g_loss: 0.8929 - d_accuracy: 0.5933Epoch 194: D Accuracy = 0.5588
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3213 - g_loss: 0.8928 - d_accuracy: 0.5921
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3294 - g_loss: 0.8903 - d_accuracy: 0.5840Epoch 195: D Accuracy = 0.5294
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3306 - g_loss: 0.8884 - d_accuracy: 0.5820
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3246 - g_loss: 0.8952 - d_accuracy: 0.5858Epoch 196: D Accuracy = 0.5784
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3239 - g_loss: 0.8969 - d_accuracy: 0.5855
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3287 - g_loss: 0.8871 - d_accuracy: 0.5871Epoch 197: D Accuracy = 0.5343
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3299 - g_loss: 0.8855 - d_accuracy: 0.5852
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3331 - g_loss: 0.8929 - d_accuracy: 0.5806Epoch 198: D Accuracy = 0.6373
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3324 - g_loss: 0.8931 - d_accuracy: 0.5826
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.8871 - d_accuracy: 0.5879Epoch 199: D Accuracy = 0.6667
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3302 - g_loss: 0.8839 - d_accuracy: 0.5907
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3312 - g_loss: 0.8942 - d_accuracy: 0.5828
Class 11 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.5686
27/27 [==============================] - 1s 44ms/step - d_loss: 1.3319 - g_loss: 0.8937 - d_accuracy: 0.5823
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8910 - d_accuracy: 0.5770Epoch 201: D Accuracy = 0.5980
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3294 - g_loss: 0.8928 - d_accuracy: 0.5777
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8901 - d_accuracy: 0.5910Epoch 202: D Accuracy = 0.6373
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3218 - g_loss: 0.8899 - d_accuracy: 0.5927
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.8886 - d_accuracy: 0.5762Epoch 203: D Accuracy = 0.5000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3300 - g_loss: 0.8859 - d_accuracy: 0.5735
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.8978 - d_accuracy: 0.5959Epoch 204: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3180 - g_loss: 0.8961 - d_accuracy: 0.5972
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8856 - d_accuracy: 0.5745Epoch 205: D Accuracy = 0.5588
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3357 - g_loss: 0.8862 - d_accuracy: 0.5740
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3294 - g_loss: 0.8927 - d_accuracy: 0.5870Epoch 206: D Accuracy = 0.5784
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3299 - g_loss: 0.8927 - d_accuracy: 0.5867
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3279 - g_loss: 0.8909 - d_accuracy: 0.5837Epoch 207: D Accuracy = 0.5833
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3276 - g_loss: 0.8937 - d_accuracy: 0.5837
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3325 - g_loss: 0.8840 - d_accuracy: 0.5750Epoch 208: D Accuracy = 0.6569
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3310 - g_loss: 0.8835 - d_accuracy: 0.5779
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3264 - g_loss: 0.8921 - d_accuracy: 0.5867Epoch 209: D Accuracy = 0.6225
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3270 - g_loss: 0.8915 - d_accuracy: 0.5880
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3330 - g_loss: 0.8825 - d_accuracy: 0.5819Epoch 210: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3323 - g_loss: 0.8821 - d_accuracy: 0.5827
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3183 - g_loss: 0.8947 - d_accuracy: 0.5900Epoch 211: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3187 - g_loss: 0.8930 - d_accuracy: 0.5905
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3215 - g_loss: 0.8946 - d_accuracy: 0.5904Epoch 212: D Accuracy = 0.6078
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3213 - g_loss: 0.8910 - d_accuracy: 0.5910
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3278 - g_loss: 0.8923 - d_accuracy: 0.5848Epoch 213: D Accuracy = 0.6912
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3251 - g_loss: 0.8927 - d_accuracy: 0.5886
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3285 - g_loss: 0.8923 - d_accuracy: 0.5807Epoch 214: D Accuracy = 0.5392
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3300 - g_loss: 0.8926 - d_accuracy: 0.5793
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3345 - g_loss: 0.8871 - d_accuracy: 0.5766Epoch 215: D Accuracy = 0.5098
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3372 - g_loss: 0.8855 - d_accuracy: 0.5742
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.8867 - d_accuracy: 0.5820Epoch 216: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3304 - g_loss: 0.8854 - d_accuracy: 0.5838
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3287 - g_loss: 0.8951 - d_accuracy: 0.5827Epoch 217: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3273 - g_loss: 0.8970 - d_accuracy: 0.5834
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3228 - g_loss: 0.8973 - d_accuracy: 0.5891Epoch 218: D Accuracy = 0.5735
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3229 - g_loss: 0.8973 - d_accuracy: 0.5885
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3227 - g_loss: 0.8966 - d_accuracy: 0.5931Epoch 219: D Accuracy = 0.5490
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3234 - g_loss: 0.8986 - d_accuracy: 0.5915
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3303 - g_loss: 0.8908 - d_accuracy: 0.5824Epoch 220: D Accuracy = 0.6029
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3309 - g_loss: 0.8920 - d_accuracy: 0.5831
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3382 - g_loss: 0.8837 - d_accuracy: 0.5763Epoch 221: D Accuracy = 0.5441
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3382 - g_loss: 0.8848 - d_accuracy: 0.5751
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3218 - g_loss: 0.8917 - d_accuracy: 0.5851Epoch 222: D Accuracy = 0.6520
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3209 - g_loss: 0.8905 - d_accuracy: 0.5874
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3270 - g_loss: 0.8885 - d_accuracy: 0.5861Epoch 223: D Accuracy = 0.5343
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3276 - g_loss: 0.8873 - d_accuracy: 0.5842
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3267 - g_loss: 0.8926 - d_accuracy: 0.5867Epoch 224: D Accuracy = 0.5686
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3268 - g_loss: 0.8940 - d_accuracy: 0.5861
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3316 - g_loss: 0.8902 - d_accuracy: 0.5777Epoch 225: D Accuracy = 0.5735
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3312 - g_loss: 0.8934 - d_accuracy: 0.5775
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3179 - g_loss: 0.8960 - d_accuracy: 0.5988Epoch 226: D Accuracy = 0.5539
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3194 - g_loss: 0.8978 - d_accuracy: 0.5972
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3273 - g_loss: 0.8923 - d_accuracy: 0.5853Epoch 227: D Accuracy = 0.5931
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3273 - g_loss: 0.8940 - d_accuracy: 0.5856
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3287 - g_loss: 0.8898 - d_accuracy: 0.5775Epoch 228: D Accuracy = 0.5539
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3284 - g_loss: 0.8940 - d_accuracy: 0.5767
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3227 - g_loss: 0.8895 - d_accuracy: 0.5948Epoch 229: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3223 - g_loss: 0.8894 - d_accuracy: 0.5944
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3212 - g_loss: 0.8949 - d_accuracy: 0.5854Epoch 230: D Accuracy = 0.6225
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3210 - g_loss: 0.8920 - d_accuracy: 0.5867
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8900 - d_accuracy: 0.5828Epoch 231: D Accuracy = 0.5980
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3292 - g_loss: 0.8906 - d_accuracy: 0.5833
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3205 - g_loss: 0.8969 - d_accuracy: 0.5915Epoch 232: D Accuracy = 0.5637
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3198 - g_loss: 0.8998 - d_accuracy: 0.5905
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3170 - g_loss: 0.8931 - d_accuracy: 0.5920Epoch 233: D Accuracy = 0.5588
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3180 - g_loss: 0.8936 - d_accuracy: 0.5908
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3304 - g_loss: 0.8871 - d_accuracy: 0.5803Epoch 234: D Accuracy = 0.5784
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3299 - g_loss: 0.8858 - d_accuracy: 0.5802
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.8924 - d_accuracy: 0.5905Epoch 235: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3235 - g_loss: 0.8935 - d_accuracy: 0.5902
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3181 - g_loss: 0.8982 - d_accuracy: 0.5898Epoch 236: D Accuracy = 0.5931
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3178 - g_loss: 0.9012 - d_accuracy: 0.5899
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.8922 - d_accuracy: 0.5879Epoch 237: D Accuracy = 0.5686
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3237 - g_loss: 0.8902 - d_accuracy: 0.5872
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.8909 - d_accuracy: 0.5881Epoch 238: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3265 - g_loss: 0.8907 - d_accuracy: 0.5892
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3306 - g_loss: 0.8919 - d_accuracy: 0.5822Epoch 239: D Accuracy = 0.5980
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3300 - g_loss: 0.8929 - d_accuracy: 0.5828
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3253 - g_loss: 0.8920 - d_accuracy: 0.5830Epoch 240: D Accuracy = 0.5882
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3253 - g_loss: 0.8886 - d_accuracy: 0.5832
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3222 - g_loss: 0.8951 - d_accuracy: 0.5835Epoch 241: D Accuracy = 0.6520
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3205 - g_loss: 0.8966 - d_accuracy: 0.5859
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3262 - g_loss: 0.8882 - d_accuracy: 0.5825Epoch 242: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3256 - g_loss: 0.8874 - d_accuracy: 0.5825
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8927 - d_accuracy: 0.5858Epoch 243: D Accuracy = 0.5343
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3246 - g_loss: 0.8900 - d_accuracy: 0.5839
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3244 - g_loss: 0.8922 - d_accuracy: 0.5897Epoch 244: D Accuracy = 0.5784
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3250 - g_loss: 0.8901 - d_accuracy: 0.5893
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3333 - g_loss: 0.8844 - d_accuracy: 0.5748Epoch 245: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3334 - g_loss: 0.8823 - d_accuracy: 0.5751
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3220 - g_loss: 0.8963 - d_accuracy: 0.5857Epoch 246: D Accuracy = 0.6078
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3220 - g_loss: 0.8961 - d_accuracy: 0.5865
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3195 - g_loss: 0.8907 - d_accuracy: 0.5879Epoch 247: D Accuracy = 0.5686
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3204 - g_loss: 0.8878 - d_accuracy: 0.5872
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3251 - g_loss: 0.8877 - d_accuracy: 0.5875Epoch 248: D Accuracy = 0.6127
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3239 - g_loss: 0.8897 - d_accuracy: 0.5884
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3225 - g_loss: 0.8943 - d_accuracy: 0.5915Epoch 249: D Accuracy = 0.6275
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3210 - g_loss: 0.8944 - d_accuracy: 0.5928
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.8925 - d_accuracy: 0.5819Epoch 250: D Accuracy = 0.5588
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3265 - g_loss: 0.8917 - d_accuracy: 0.5811
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3201 - g_loss: 0.8949 - d_accuracy: 0.5815Epoch 251: D Accuracy = 0.5196
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3216 - g_loss: 0.8949 - d_accuracy: 0.5792
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3305 - g_loss: 0.8854 - d_accuracy: 0.5840Epoch 252: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3298 - g_loss: 0.8870 - d_accuracy: 0.5846
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3267 - g_loss: 0.8889 - d_accuracy: 0.5824Epoch 253: D Accuracy = 0.6225
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3265 - g_loss: 0.8890 - d_accuracy: 0.5838
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3341 - g_loss: 0.8819 - d_accuracy: 0.5823Epoch 254: D Accuracy = 0.6127
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3335 - g_loss: 0.8794 - d_accuracy: 0.5834
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.8875 - d_accuracy: 0.5758Epoch 255: D Accuracy = 0.5588
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3289 - g_loss: 0.8871 - d_accuracy: 0.5752
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3187 - g_loss: 0.8923 - d_accuracy: 0.5894Epoch 256: D Accuracy = 0.5588
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3200 - g_loss: 0.8913 - d_accuracy: 0.5883
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3270 - g_loss: 0.8938 - d_accuracy: 0.5874Epoch 257: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3264 - g_loss: 0.8959 - d_accuracy: 0.5873
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.8954 - d_accuracy: 0.5900Epoch 258: D Accuracy = 0.5637
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3162 - g_loss: 0.8957 - d_accuracy: 0.5891
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8908 - d_accuracy: 0.5852Epoch 259: D Accuracy = 0.6078
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3231 - g_loss: 0.8933 - d_accuracy: 0.5860
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3257 - g_loss: 0.8844 - d_accuracy: 0.5852Epoch 260: D Accuracy = 0.6520
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3244 - g_loss: 0.8831 - d_accuracy: 0.5876
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3161 - g_loss: 0.8934 - d_accuracy: 0.5896Epoch 261: D Accuracy = 0.6176
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3155 - g_loss: 0.8905 - d_accuracy: 0.5906
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3187 - g_loss: 0.8996 - d_accuracy: 0.5945Epoch 262: D Accuracy = 0.6324
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3169 - g_loss: 0.9031 - d_accuracy: 0.5958
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3216 - g_loss: 0.8913 - d_accuracy: 0.5860Epoch 263: D Accuracy = 0.6373
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3193 - g_loss: 0.8926 - d_accuracy: 0.5878
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3235 - g_loss: 0.8943 - d_accuracy: 0.5839Epoch 264: D Accuracy = 0.5931
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3233 - g_loss: 0.8973 - d_accuracy: 0.5842
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.8917 - d_accuracy: 0.5859Epoch 265: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3226 - g_loss: 0.8938 - d_accuracy: 0.5876
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3184 - g_loss: 0.8971 - d_accuracy: 0.5898Epoch 266: D Accuracy = 0.6127
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3169 - g_loss: 0.8975 - d_accuracy: 0.5906
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3225 - g_loss: 0.8904 - d_accuracy: 0.5833Epoch 267: D Accuracy = 0.6078
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3215 - g_loss: 0.8904 - d_accuracy: 0.5842
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3201 - g_loss: 0.8916 - d_accuracy: 0.5891Epoch 268: D Accuracy = 0.5686
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3208 - g_loss: 0.8896 - d_accuracy: 0.5883
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3211 - g_loss: 0.8932 - d_accuracy: 0.5917Epoch 269: D Accuracy = 0.5882
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3215 - g_loss: 0.8931 - d_accuracy: 0.5915
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3225 - g_loss: 0.8907 - d_accuracy: 0.5848Epoch 270: D Accuracy = 0.5784
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3228 - g_loss: 0.8918 - d_accuracy: 0.5846
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3213 - g_loss: 0.8985 - d_accuracy: 0.5887Epoch 271: D Accuracy = 0.5245
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3230 - g_loss: 0.9008 - d_accuracy: 0.5864
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.8843 - d_accuracy: 0.5799Epoch 272: D Accuracy = 0.5392
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3312 - g_loss: 0.8854 - d_accuracy: 0.5784
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3183 - g_loss: 0.8948 - d_accuracy: 0.5887Epoch 273: D Accuracy = 0.5735
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3185 - g_loss: 0.8967 - d_accuracy: 0.5881
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3249 - g_loss: 0.8903 - d_accuracy: 0.5849Epoch 274: D Accuracy = 0.5980
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3252 - g_loss: 0.8910 - d_accuracy: 0.5854
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3132 - g_loss: 0.8992 - d_accuracy: 0.5934Epoch 275: D Accuracy = 0.6029
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3120 - g_loss: 0.9008 - d_accuracy: 0.5937
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3165 - g_loss: 0.8989 - d_accuracy: 0.5917Epoch 276: D Accuracy = 0.6324
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3151 - g_loss: 0.8994 - d_accuracy: 0.5932
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3302 - g_loss: 0.8863 - d_accuracy: 0.5827Epoch 277: D Accuracy = 0.5490
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3316 - g_loss: 0.8834 - d_accuracy: 0.5815
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.8933 - d_accuracy: 0.5918Epoch 278: D Accuracy = 0.6471
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3193 - g_loss: 0.8895 - d_accuracy: 0.5938
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3210 - g_loss: 0.8966 - d_accuracy: 0.5826Epoch 279: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3193 - g_loss: 0.8993 - d_accuracy: 0.5839
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3173 - g_loss: 0.8914 - d_accuracy: 0.5883Epoch 280: D Accuracy = 0.6275
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3166 - g_loss: 0.8896 - d_accuracy: 0.5897
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3279 - g_loss: 0.8905 - d_accuracy: 0.5800Epoch 281: D Accuracy = 0.5784
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3277 - g_loss: 0.8913 - d_accuracy: 0.5800
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3173 - g_loss: 0.8938 - d_accuracy: 0.5928Epoch 282: D Accuracy = 0.6225
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3167 - g_loss: 0.8922 - d_accuracy: 0.5939
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3248 - g_loss: 0.8871 - d_accuracy: 0.5812Epoch 283: D Accuracy = 0.5441
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3258 - g_loss: 0.8857 - d_accuracy: 0.5799
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3111 - g_loss: 0.8983 - d_accuracy: 0.5967Epoch 284: D Accuracy = 0.5686
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3129 - g_loss: 0.8952 - d_accuracy: 0.5957
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3139 - g_loss: 0.9004 - d_accuracy: 0.5895Epoch 285: D Accuracy = 0.5882
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3139 - g_loss: 0.8988 - d_accuracy: 0.5894
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3187 - g_loss: 0.8956 - d_accuracy: 0.5906Epoch 286: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3180 - g_loss: 0.8954 - d_accuracy: 0.5916
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.8899 - d_accuracy: 0.5808Epoch 287: D Accuracy = 0.5490
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3279 - g_loss: 0.8882 - d_accuracy: 0.5797
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3228 - g_loss: 0.8924 - d_accuracy: 0.5892Epoch 288: D Accuracy = 0.5735
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3242 - g_loss: 0.8929 - d_accuracy: 0.5887
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3102 - g_loss: 0.9005 - d_accuracy: 0.6011Epoch 289: D Accuracy = 0.5735
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3107 - g_loss: 0.9005 - d_accuracy: 0.6001
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3239 - g_loss: 0.8924 - d_accuracy: 0.5801Epoch 290: D Accuracy = 0.5637
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3232 - g_loss: 0.8957 - d_accuracy: 0.5795
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3212 - g_loss: 0.8922 - d_accuracy: 0.5829Epoch 291: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3213 - g_loss: 0.8924 - d_accuracy: 0.5830
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3149 - g_loss: 0.8976 - d_accuracy: 0.5977Epoch 292: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3133 - g_loss: 0.8988 - d_accuracy: 0.5979
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3207 - g_loss: 0.8935 - d_accuracy: 0.5914Epoch 293: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3195 - g_loss: 0.8936 - d_accuracy: 0.5913
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3128 - g_loss: 0.8980 - d_accuracy: 0.5881Epoch 294: D Accuracy = 0.6373
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3111 - g_loss: 0.9009 - d_accuracy: 0.5899
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3152 - g_loss: 0.8976 - d_accuracy: 0.5919Epoch 295: D Accuracy = 0.5980
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3151 - g_loss: 0.8983 - d_accuracy: 0.5921
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3223 - g_loss: 0.8928 - d_accuracy: 0.5900Epoch 296: D Accuracy = 0.5784
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3221 - g_loss: 0.8940 - d_accuracy: 0.5896
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3102 - g_loss: 0.8994 - d_accuracy: 0.5897Epoch 297: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3102 - g_loss: 0.8982 - d_accuracy: 0.5895
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3079 - g_loss: 0.9026 - d_accuracy: 0.6027Epoch 298: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3083 - g_loss: 0.9029 - d_accuracy: 0.6021
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3140 - g_loss: 0.8972 - d_accuracy: 0.5939Epoch 299: D Accuracy = 0.5637
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3150 - g_loss: 0.8965 - d_accuracy: 0.5929
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3180 - g_loss: 0.8914 - d_accuracy: 0.5936
Class 11 — Epoch 300 preview:
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Epoch 300: D Accuracy = 0.6275
27/27 [==============================] - 1s 42ms/step - d_loss: 1.3177 - g_loss: 0.8895 - d_accuracy: 0.5948
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3072 - g_loss: 0.9002 - d_accuracy: 0.5935Epoch 301: D Accuracy = 0.6422
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3065 - g_loss: 0.8989 - d_accuracy: 0.5953
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3171 - g_loss: 0.8973 - d_accuracy: 0.5887Epoch 302: D Accuracy = 0.5931
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3164 - g_loss: 0.8984 - d_accuracy: 0.5888
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3185 - g_loss: 0.8945 - d_accuracy: 0.5888Epoch 303: D Accuracy = 0.5931
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3170 - g_loss: 0.8928 - d_accuracy: 0.5890
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3170 - g_loss: 0.8997 - d_accuracy: 0.5873Epoch 304: D Accuracy = 0.5294
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3190 - g_loss: 0.8999 - d_accuracy: 0.5852
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3079 - g_loss: 0.8998 - d_accuracy: 0.6020Epoch 305: D Accuracy = 0.6569
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3055 - g_loss: 0.9010 - d_accuracy: 0.6040
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3214 - g_loss: 0.8932 - d_accuracy: 0.5927Epoch 306: D Accuracy = 0.6520
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3197 - g_loss: 0.8936 - d_accuracy: 0.5948
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3128 - g_loss: 0.9004 - d_accuracy: 0.5931Epoch 307: D Accuracy = 0.5882
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3123 - g_loss: 0.8978 - d_accuracy: 0.5929
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.9002 - d_accuracy: 0.5918Epoch 308: D Accuracy = 0.5833
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3162 - g_loss: 0.9004 - d_accuracy: 0.5915
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3051 - g_loss: 0.9068 - d_accuracy: 0.6007Epoch 309: D Accuracy = 0.5637
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3062 - g_loss: 0.9082 - d_accuracy: 0.5994
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3124 - g_loss: 0.8964 - d_accuracy: 0.5948Epoch 310: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3124 - g_loss: 0.8934 - d_accuracy: 0.5944
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3136 - g_loss: 0.9014 - d_accuracy: 0.5923Epoch 311: D Accuracy = 0.6373
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3126 - g_loss: 0.9038 - d_accuracy: 0.5939
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3180 - g_loss: 0.8962 - d_accuracy: 0.5933Epoch 312: D Accuracy = 0.5931
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3182 - g_loss: 0.8971 - d_accuracy: 0.5933
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3068 - g_loss: 0.9015 - d_accuracy: 0.5977Epoch 313: D Accuracy = 0.5392
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3083 - g_loss: 0.9008 - d_accuracy: 0.5956
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3164 - g_loss: 0.8965 - d_accuracy: 0.5899Epoch 314: D Accuracy = 0.5784
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3171 - g_loss: 0.8936 - d_accuracy: 0.5894
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3179 - g_loss: 0.8986 - d_accuracy: 0.5870Epoch 315: D Accuracy = 0.5294
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3200 - g_loss: 0.8995 - d_accuracy: 0.5850
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3115 - g_loss: 0.8959 - d_accuracy: 0.6009Epoch 316: D Accuracy = 0.6863
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3101 - g_loss: 0.8963 - d_accuracy: 0.6040
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3073 - g_loss: 0.9012 - d_accuracy: 0.5951Epoch 317: D Accuracy = 0.5686
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3085 - g_loss: 0.9001 - d_accuracy: 0.5942
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3163 - g_loss: 0.8982 - d_accuracy: 0.5916Epoch 318: D Accuracy = 0.6324
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3152 - g_loss: 0.8989 - d_accuracy: 0.5930
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3069 - g_loss: 0.9018 - d_accuracy: 0.5998Epoch 319: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3054 - g_loss: 0.9009 - d_accuracy: 0.6022
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3117 - g_loss: 0.9007 - d_accuracy: 0.5953Epoch 320: D Accuracy = 0.5490
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3136 - g_loss: 0.8978 - d_accuracy: 0.5936
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3013 - g_loss: 0.9108 - d_accuracy: 0.6047Epoch 321: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3015 - g_loss: 0.9127 - d_accuracy: 0.6041
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3103 - g_loss: 0.9079 - d_accuracy: 0.5961Epoch 322: D Accuracy = 0.5686
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3101 - g_loss: 0.9102 - d_accuracy: 0.5952
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3135 - g_loss: 0.8992 - d_accuracy: 0.5988Epoch 323: D Accuracy = 0.6078
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3132 - g_loss: 0.8968 - d_accuracy: 0.5991
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3087 - g_loss: 0.9010 - d_accuracy: 0.6019Epoch 324: D Accuracy = 0.6275
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3081 - g_loss: 0.9005 - d_accuracy: 0.6029
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.8919 - d_accuracy: 0.5920Epoch 325: D Accuracy = 0.5539
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3185 - g_loss: 0.8919 - d_accuracy: 0.5906
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3122 - g_loss: 0.9023 - d_accuracy: 0.5984Epoch 326: D Accuracy = 0.6127
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3114 - g_loss: 0.9038 - d_accuracy: 0.5989
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3134 - g_loss: 0.9015 - d_accuracy: 0.5904Epoch 327: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3123 - g_loss: 0.8996 - d_accuracy: 0.5914
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3006 - g_loss: 0.9127 - d_accuracy: 0.6017Epoch 328: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2980 - g_loss: 0.9156 - d_accuracy: 0.6040
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.8983 - d_accuracy: 0.5929Epoch 329: D Accuracy = 0.5784
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3161 - g_loss: 0.8993 - d_accuracy: 0.5924
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3136 - g_loss: 0.9001 - d_accuracy: 0.5944Epoch 330: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3121 - g_loss: 0.9020 - d_accuracy: 0.5947
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3071 - g_loss: 0.9020 - d_accuracy: 0.5899Epoch 331: D Accuracy = 0.5784
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3079 - g_loss: 0.9004 - d_accuracy: 0.5894
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3135 - g_loss: 0.9010 - d_accuracy: 0.5953Epoch 332: D Accuracy = 0.6275
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3125 - g_loss: 0.9009 - d_accuracy: 0.5964
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3077 - g_loss: 0.9046 - d_accuracy: 0.5947Epoch 333: D Accuracy = 0.5931
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3075 - g_loss: 0.9061 - d_accuracy: 0.5947
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3102 - g_loss: 0.9003 - d_accuracy: 0.6029Epoch 334: D Accuracy = 0.5980
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3100 - g_loss: 0.9008 - d_accuracy: 0.6027
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3059 - g_loss: 0.9079 - d_accuracy: 0.5997Epoch 335: D Accuracy = 0.5539
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3073 - g_loss: 0.9132 - d_accuracy: 0.5980
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3046 - g_loss: 0.9067 - d_accuracy: 0.5931Epoch 336: D Accuracy = 0.5637
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3057 - g_loss: 0.9068 - d_accuracy: 0.5920
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3109 - g_loss: 0.9024 - d_accuracy: 0.5977Epoch 337: D Accuracy = 0.5686
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3118 - g_loss: 0.9020 - d_accuracy: 0.5967
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2974 - g_loss: 0.9110 - d_accuracy: 0.6083Epoch 338: D Accuracy = 0.5833
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2966 - g_loss: 0.9099 - d_accuracy: 0.6074
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3035 - g_loss: 0.9097 - d_accuracy: 0.6062Epoch 339: D Accuracy = 0.5833
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3044 - g_loss: 0.9080 - d_accuracy: 0.6054
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2996 - g_loss: 0.9107 - d_accuracy: 0.6060Epoch 340: D Accuracy = 0.6520
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2983 - g_loss: 0.9129 - d_accuracy: 0.6077
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3058 - g_loss: 0.9042 - d_accuracy: 0.6061Epoch 341: D Accuracy = 0.5882
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3055 - g_loss: 0.9043 - d_accuracy: 0.6055
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.9061 - d_accuracy: 0.5980Epoch 342: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3075 - g_loss: 0.9047 - d_accuracy: 0.5982
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3109 - g_loss: 0.9059 - d_accuracy: 0.5979Epoch 343: D Accuracy = 0.5686
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3118 - g_loss: 0.9080 - d_accuracy: 0.5968
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2964 - g_loss: 0.9123 - d_accuracy: 0.6125Epoch 344: D Accuracy = 0.6029
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2961 - g_loss: 0.9120 - d_accuracy: 0.6121
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3058 - g_loss: 0.9069 - d_accuracy: 0.6023Epoch 345: D Accuracy = 0.5441
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3076 - g_loss: 0.9058 - d_accuracy: 0.6002
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3035 - g_loss: 0.9067 - d_accuracy: 0.5988Epoch 346: D Accuracy = 0.5980
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3033 - g_loss: 0.9070 - d_accuracy: 0.5988
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3021 - g_loss: 0.9075 - d_accuracy: 0.6049Epoch 347: D Accuracy = 0.6324
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3014 - g_loss: 0.9088 - d_accuracy: 0.6059
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3089 - g_loss: 0.9086 - d_accuracy: 0.5986Epoch 348: D Accuracy = 0.5686
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3100 - g_loss: 0.9046 - d_accuracy: 0.5975
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3044 - g_loss: 0.9111 - d_accuracy: 0.5989Epoch 349: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3055 - g_loss: 0.9096 - d_accuracy: 0.5985
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2985 - g_loss: 0.9102 - d_accuracy: 0.6031Epoch 350: D Accuracy = 0.6520
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2974 - g_loss: 0.9119 - d_accuracy: 0.6049
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3110 - g_loss: 0.9023 - d_accuracy: 0.5997Epoch 351: D Accuracy = 0.5980
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3103 - g_loss: 0.9014 - d_accuracy: 0.5996
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9262 - d_accuracy: 0.6170Epoch 352: D Accuracy = 0.6078
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2891 - g_loss: 0.9273 - d_accuracy: 0.6167
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2942 - g_loss: 0.9160 - d_accuracy: 0.6122Epoch 353: D Accuracy = 0.5882
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2954 - g_loss: 0.9150 - d_accuracy: 0.6114
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3036 - g_loss: 0.9120 - d_accuracy: 0.6008Epoch 354: D Accuracy = 0.6422
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3026 - g_loss: 0.9118 - d_accuracy: 0.6022
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3108 - g_loss: 0.9091 - d_accuracy: 0.5970Epoch 355: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3098 - g_loss: 0.9108 - d_accuracy: 0.5967
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3007 - g_loss: 0.9099 - d_accuracy: 0.6046Epoch 356: D Accuracy = 0.5539
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3024 - g_loss: 0.9072 - d_accuracy: 0.6028
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3086 - g_loss: 0.9070 - d_accuracy: 0.5926Epoch 357: D Accuracy = 0.5539
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3114 - g_loss: 0.9041 - d_accuracy: 0.5912
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9125 - d_accuracy: 0.5986Epoch 358: D Accuracy = 0.5245
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3013 - g_loss: 0.9108 - d_accuracy: 0.5959
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2941 - g_loss: 0.9149 - d_accuracy: 0.6145Epoch 359: D Accuracy = 0.6176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2936 - g_loss: 0.9164 - d_accuracy: 0.6146
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3032 - g_loss: 0.9087 - d_accuracy: 0.6019Epoch 360: D Accuracy = 0.6569
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3023 - g_loss: 0.9088 - d_accuracy: 0.6038
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3001 - g_loss: 0.9102 - d_accuracy: 0.6076Epoch 361: D Accuracy = 0.5882
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3013 - g_loss: 0.9098 - d_accuracy: 0.6069
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.9057 - d_accuracy: 0.6015Epoch 362: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3083 - g_loss: 0.9051 - d_accuracy: 0.6008
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3057 - g_loss: 0.9080 - d_accuracy: 0.5990Epoch 363: D Accuracy = 0.6225
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3042 - g_loss: 0.9091 - d_accuracy: 0.5999
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3052 - g_loss: 0.9101 - d_accuracy: 0.6026Epoch 364: D Accuracy = 0.6225
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3033 - g_loss: 0.9115 - d_accuracy: 0.6033
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3022 - g_loss: 0.9062 - d_accuracy: 0.6035Epoch 365: D Accuracy = 0.6225
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3014 - g_loss: 0.9068 - d_accuracy: 0.6042
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3185 - g_loss: 0.8998 - d_accuracy: 0.5884Epoch 366: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3182 - g_loss: 0.8959 - d_accuracy: 0.5895
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3056 - g_loss: 0.9092 - d_accuracy: 0.6036Epoch 367: D Accuracy = 0.6520
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3047 - g_loss: 0.9095 - d_accuracy: 0.6053
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2989 - g_loss: 0.9133 - d_accuracy: 0.6044Epoch 368: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2990 - g_loss: 0.9144 - d_accuracy: 0.6038
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3058 - g_loss: 0.9067 - d_accuracy: 0.6003Epoch 369: D Accuracy = 0.5784
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3065 - g_loss: 0.9074 - d_accuracy: 0.5995
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2863 - g_loss: 0.9222 - d_accuracy: 0.6232Epoch 370: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2872 - g_loss: 0.9242 - d_accuracy: 0.6217
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3024 - g_loss: 0.9111 - d_accuracy: 0.6054Epoch 371: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3043 - g_loss: 0.9090 - d_accuracy: 0.6046
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2899 - g_loss: 0.9252 - d_accuracy: 0.6136Epoch 372: D Accuracy = 0.5784
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2917 - g_loss: 0.9215 - d_accuracy: 0.6123
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3084 - g_loss: 0.9136 - d_accuracy: 0.5971Epoch 373: D Accuracy = 0.5735
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3086 - g_loss: 0.9133 - d_accuracy: 0.5962
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2914 - g_loss: 0.9179 - d_accuracy: 0.6077Epoch 374: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2912 - g_loss: 0.9180 - d_accuracy: 0.6075
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2931 - g_loss: 0.9210 - d_accuracy: 0.6117Epoch 375: D Accuracy = 0.6520
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2911 - g_loss: 0.9223 - d_accuracy: 0.6131
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2882 - g_loss: 0.9228 - d_accuracy: 0.6263Epoch 376: D Accuracy = 0.6176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2886 - g_loss: 0.9213 - d_accuracy: 0.6260
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9155 - d_accuracy: 0.6116Epoch 377: D Accuracy = 0.5490
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3002 - g_loss: 0.9130 - d_accuracy: 0.6094
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2909 - g_loss: 0.9198 - d_accuracy: 0.6124Epoch 378: D Accuracy = 0.5784
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2923 - g_loss: 0.9187 - d_accuracy: 0.6112
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2986 - g_loss: 0.9159 - d_accuracy: 0.6123Epoch 379: D Accuracy = 0.5980
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2997 - g_loss: 0.9165 - d_accuracy: 0.6118
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2855 - g_loss: 0.9234 - d_accuracy: 0.6138Epoch 380: D Accuracy = 0.6225
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2850 - g_loss: 0.9238 - d_accuracy: 0.6141
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2857 - g_loss: 0.9258 - d_accuracy: 0.6188Epoch 381: D Accuracy = 0.6176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2841 - g_loss: 0.9290 - d_accuracy: 0.6188
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2971 - g_loss: 0.9187 - d_accuracy: 0.6032Epoch 382: D Accuracy = 0.5784
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2983 - g_loss: 0.9186 - d_accuracy: 0.6023
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2855 - g_loss: 0.9263 - d_accuracy: 0.6135Epoch 383: D Accuracy = 0.5686
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2868 - g_loss: 0.9288 - d_accuracy: 0.6119
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3003 - g_loss: 0.9160 - d_accuracy: 0.6068Epoch 384: D Accuracy = 0.5784
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3004 - g_loss: 0.9195 - d_accuracy: 0.6058
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2943 - g_loss: 0.9180 - d_accuracy: 0.6091Epoch 385: D Accuracy = 0.5980
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2946 - g_loss: 0.9188 - d_accuracy: 0.6087
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2848 - g_loss: 0.9258 - d_accuracy: 0.6198Epoch 386: D Accuracy = 0.6422
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2840 - g_loss: 0.9257 - d_accuracy: 0.6206
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2959 - g_loss: 0.9205 - d_accuracy: 0.6115Epoch 387: D Accuracy = 0.5882
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2961 - g_loss: 0.9230 - d_accuracy: 0.6107
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2967 - g_loss: 0.9138 - d_accuracy: 0.6029
Epoch 388: Generator loss improved from 0.7525 to 0.7276. Saving weights.
Epoch 388: D Accuracy = 0.5490
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2994 - g_loss: 0.9072 - d_accuracy: 0.6010
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2902 - g_loss: 0.9208 - d_accuracy: 0.6164Epoch 389: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2904 - g_loss: 0.9230 - d_accuracy: 0.6159
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2955 - g_loss: 0.9179 - d_accuracy: 0.6082Epoch 390: D Accuracy = 0.6471
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2952 - g_loss: 0.9185 - d_accuracy: 0.6096
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2917 - g_loss: 0.9249 - d_accuracy: 0.6155Epoch 391: D Accuracy = 0.6373
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2915 - g_loss: 0.9244 - d_accuracy: 0.6162
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2932 - g_loss: 0.9215 - d_accuracy: 0.6026Epoch 392: D Accuracy = 0.6176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2922 - g_loss: 0.9232 - d_accuracy: 0.6031
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2839 - g_loss: 0.9280 - d_accuracy: 0.6303Epoch 393: D Accuracy = 0.6716
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2828 - g_loss: 0.9276 - d_accuracy: 0.6318
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2944 - g_loss: 0.9257 - d_accuracy: 0.6087Epoch 394: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2941 - g_loss: 0.9280 - d_accuracy: 0.6078
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3021 - g_loss: 0.9160 - d_accuracy: 0.6027Epoch 395: D Accuracy = 0.5392
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3044 - g_loss: 0.9149 - d_accuracy: 0.6005
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2875 - g_loss: 0.9255 - d_accuracy: 0.6257Epoch 396: D Accuracy = 0.5931
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2888 - g_loss: 0.9259 - d_accuracy: 0.6245
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2887 - g_loss: 0.9241 - d_accuracy: 0.6123Epoch 397: D Accuracy = 0.5588
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2902 - g_loss: 0.9212 - d_accuracy: 0.6104
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2867 - g_loss: 0.9269 - d_accuracy: 0.6127Epoch 398: D Accuracy = 0.5931
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2879 - g_loss: 0.9255 - d_accuracy: 0.6120
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2889 - g_loss: 0.9283 - d_accuracy: 0.6111Epoch 399: D Accuracy = 0.5882
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2889 - g_loss: 0.9305 - d_accuracy: 0.6102
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2853 - g_loss: 0.9226 - d_accuracy: 0.6197
Class 11 — Epoch 400 preview:
No description has been provided for this image
Epoch 400: D Accuracy = 0.5833
27/27 [==============================] - 1s 42ms/step - d_loss: 1.2871 - g_loss: 0.9194 - d_accuracy: 0.6184
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2851 - g_loss: 0.9310 - d_accuracy: 0.6138Epoch 401: D Accuracy = 0.6225
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2849 - g_loss: 0.9300 - d_accuracy: 0.6141
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2960 - g_loss: 0.9270 - d_accuracy: 0.6126Epoch 402: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2967 - g_loss: 0.9251 - d_accuracy: 0.6118
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2855 - g_loss: 0.9338 - d_accuracy: 0.6187Epoch 403: D Accuracy = 0.5637
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2861 - g_loss: 0.9347 - d_accuracy: 0.6167
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2958 - g_loss: 0.9180 - d_accuracy: 0.6139Epoch 404: D Accuracy = 0.6422
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2952 - g_loss: 0.9186 - d_accuracy: 0.6149
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9298 - d_accuracy: 0.6213Epoch 405: D Accuracy = 0.6863
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2811 - g_loss: 0.9287 - d_accuracy: 0.6237
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9359 - d_accuracy: 0.6231Epoch 406: D Accuracy = 0.6569
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2771 - g_loss: 0.9370 - d_accuracy: 0.6243
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2938 - g_loss: 0.9230 - d_accuracy: 0.6106Epoch 407: D Accuracy = 0.6422
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2935 - g_loss: 0.9225 - d_accuracy: 0.6117
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2903 - g_loss: 0.9292 - d_accuracy: 0.6068Epoch 408: D Accuracy = 0.6127
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2901 - g_loss: 0.9321 - d_accuracy: 0.6070
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2868 - g_loss: 0.9229 - d_accuracy: 0.6198Epoch 409: D Accuracy = 0.6373
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2869 - g_loss: 0.9212 - d_accuracy: 0.6204
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9240 - d_accuracy: 0.6129Epoch 410: D Accuracy = 0.6029
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2897 - g_loss: 0.9198 - d_accuracy: 0.6125
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9351 - d_accuracy: 0.6307Epoch 411: D Accuracy = 0.6275
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2776 - g_loss: 0.9339 - d_accuracy: 0.6306
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2874 - g_loss: 0.9278 - d_accuracy: 0.6200Epoch 412: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2881 - g_loss: 0.9283 - d_accuracy: 0.6194
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2961 - g_loss: 0.9193 - d_accuracy: 0.6091Epoch 413: D Accuracy = 0.5441
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2995 - g_loss: 0.9149 - d_accuracy: 0.6068
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2788 - g_loss: 0.9369 - d_accuracy: 0.6287Epoch 414: D Accuracy = 0.6029
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2788 - g_loss: 0.9410 - d_accuracy: 0.6277
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2854 - g_loss: 0.9272 - d_accuracy: 0.6205Epoch 415: D Accuracy = 0.5882
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2875 - g_loss: 0.9235 - d_accuracy: 0.6193
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9295 - d_accuracy: 0.6133Epoch 416: D Accuracy = 0.7157
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2863 - g_loss: 0.9298 - d_accuracy: 0.6170
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2877 - g_loss: 0.9296 - d_accuracy: 0.6092Epoch 417: D Accuracy = 0.6324
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2866 - g_loss: 0.9322 - d_accuracy: 0.6100
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2836 - g_loss: 0.9316 - d_accuracy: 0.6174Epoch 418: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2847 - g_loss: 0.9289 - d_accuracy: 0.6162
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2787 - g_loss: 0.9412 - d_accuracy: 0.6291Epoch 419: D Accuracy = 0.5686
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2814 - g_loss: 0.9372 - d_accuracy: 0.6270
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2871 - g_loss: 0.9319 - d_accuracy: 0.6181Epoch 420: D Accuracy = 0.5196
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2904 - g_loss: 0.9332 - d_accuracy: 0.6145
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2988 - g_loss: 0.9264 - d_accuracy: 0.6057Epoch 421: D Accuracy = 0.6275
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2974 - g_loss: 0.9286 - d_accuracy: 0.6065
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2795 - g_loss: 0.9401 - d_accuracy: 0.6215Epoch 422: D Accuracy = 0.6275
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2800 - g_loss: 0.9391 - d_accuracy: 0.6217
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2778 - g_loss: 0.9304 - d_accuracy: 0.6191Epoch 423: D Accuracy = 0.6618
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2767 - g_loss: 0.9284 - d_accuracy: 0.6207
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2852 - g_loss: 0.9362 - d_accuracy: 0.6148Epoch 424: D Accuracy = 0.6422
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2840 - g_loss: 0.9373 - d_accuracy: 0.6158
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2792 - g_loss: 0.9401 - d_accuracy: 0.6207Epoch 425: D Accuracy = 0.5882
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2797 - g_loss: 0.9411 - d_accuracy: 0.6196
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2776 - g_loss: 0.9395 - d_accuracy: 0.6170Epoch 426: D Accuracy = 0.5882
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2767 - g_loss: 0.9438 - d_accuracy: 0.6160
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2818 - g_loss: 0.9289 - d_accuracy: 0.6165Epoch 427: D Accuracy = 0.5637
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2827 - g_loss: 0.9272 - d_accuracy: 0.6146
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2772 - g_loss: 0.9388 - d_accuracy: 0.6228Epoch 428: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2755 - g_loss: 0.9385 - d_accuracy: 0.6232
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2818 - g_loss: 0.9400 - d_accuracy: 0.6204Epoch 429: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2829 - g_loss: 0.9382 - d_accuracy: 0.6208
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2748 - g_loss: 0.9456 - d_accuracy: 0.6228Epoch 430: D Accuracy = 0.5735
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2751 - g_loss: 0.9473 - d_accuracy: 0.6210
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2772 - g_loss: 0.9435 - d_accuracy: 0.6209Epoch 431: D Accuracy = 0.5539
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2786 - g_loss: 0.9415 - d_accuracy: 0.6185
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2644 - g_loss: 0.9465 - d_accuracy: 0.6336Epoch 432: D Accuracy = 0.6176
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2645 - g_loss: 0.9462 - d_accuracy: 0.6330
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2733 - g_loss: 0.9447 - d_accuracy: 0.6277Epoch 433: D Accuracy = 0.5735
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2748 - g_loss: 0.9418 - d_accuracy: 0.6258
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2711 - g_loss: 0.9436 - d_accuracy: 0.6318Epoch 434: D Accuracy = 0.5539
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2726 - g_loss: 0.9403 - d_accuracy: 0.6290
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2831 - g_loss: 0.9335 - d_accuracy: 0.6186Epoch 435: D Accuracy = 0.7059
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2802 - g_loss: 0.9343 - d_accuracy: 0.6217
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2734 - g_loss: 0.9450 - d_accuracy: 0.6302Epoch 436: D Accuracy = 0.6275
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2750 - g_loss: 0.9462 - d_accuracy: 0.6301
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2730 - g_loss: 0.9489 - d_accuracy: 0.6288Epoch 437: D Accuracy = 0.6225
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2706 - g_loss: 0.9570 - d_accuracy: 0.6286
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2669 - g_loss: 0.9469 - d_accuracy: 0.6352Epoch 438: D Accuracy = 0.6225
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2670 - g_loss: 0.9485 - d_accuracy: 0.6347
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2722 - g_loss: 0.9448 - d_accuracy: 0.6313Epoch 439: D Accuracy = 0.5735
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2738 - g_loss: 0.9432 - d_accuracy: 0.6293
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2774 - g_loss: 0.9380 - d_accuracy: 0.6279Epoch 440: D Accuracy = 0.6373
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2767 - g_loss: 0.9379 - d_accuracy: 0.6282
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2717 - g_loss: 0.9454 - d_accuracy: 0.6315Epoch 441: D Accuracy = 0.6863
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2699 - g_loss: 0.9465 - d_accuracy: 0.6334
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2708 - g_loss: 0.9446 - d_accuracy: 0.6311Epoch 442: D Accuracy = 0.6765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2688 - g_loss: 0.9471 - d_accuracy: 0.6327
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2736 - g_loss: 0.9455 - d_accuracy: 0.6224Epoch 443: D Accuracy = 0.6961
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2721 - g_loss: 0.9449 - d_accuracy: 0.6251
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2869 - g_loss: 0.9413 - d_accuracy: 0.6201Epoch 444: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2866 - g_loss: 0.9376 - d_accuracy: 0.6226
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2745 - g_loss: 0.9433 - d_accuracy: 0.6285Epoch 445: D Accuracy = 0.6225
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2747 - g_loss: 0.9428 - d_accuracy: 0.6283
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2812 - g_loss: 0.9364 - d_accuracy: 0.6259Epoch 446: D Accuracy = 0.6029
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2824 - g_loss: 0.9349 - d_accuracy: 0.6251
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2691 - g_loss: 0.9449 - d_accuracy: 0.6290Epoch 447: D Accuracy = 0.6127
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2698 - g_loss: 0.9430 - d_accuracy: 0.6284
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2725 - g_loss: 0.9429 - d_accuracy: 0.6330Epoch 448: D Accuracy = 0.6765
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2715 - g_loss: 0.9395 - d_accuracy: 0.6345
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2800 - g_loss: 0.9427 - d_accuracy: 0.6219Epoch 449: D Accuracy = 0.5686
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2824 - g_loss: 0.9403 - d_accuracy: 0.6200
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2733 - g_loss: 0.9479 - d_accuracy: 0.6231Epoch 450: D Accuracy = 0.6078
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2743 - g_loss: 0.9455 - d_accuracy: 0.6225
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2731 - g_loss: 0.9436 - d_accuracy: 0.6213Epoch 451: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2711 - g_loss: 0.9436 - d_accuracy: 0.6230
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2823 - g_loss: 0.9379 - d_accuracy: 0.6200Epoch 452: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2832 - g_loss: 0.9376 - d_accuracy: 0.6187
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2679 - g_loss: 0.9460 - d_accuracy: 0.6314Epoch 453: D Accuracy = 0.6029
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2677 - g_loss: 0.9465 - d_accuracy: 0.6304
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2661 - g_loss: 0.9489 - d_accuracy: 0.6332Epoch 454: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2653 - g_loss: 0.9505 - d_accuracy: 0.6332
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2658 - g_loss: 0.9535 - d_accuracy: 0.6341Epoch 455: D Accuracy = 0.6765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2642 - g_loss: 0.9561 - d_accuracy: 0.6357
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2717 - g_loss: 0.9555 - d_accuracy: 0.6309Epoch 456: D Accuracy = 0.6127
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2725 - g_loss: 0.9551 - d_accuracy: 0.6303
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9538 - d_accuracy: 0.6259Epoch 457: D Accuracy = 0.6324
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2735 - g_loss: 0.9557 - d_accuracy: 0.6261
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2761 - g_loss: 0.9451 - d_accuracy: 0.6256Epoch 458: D Accuracy = 0.6520
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2761 - g_loss: 0.9426 - d_accuracy: 0.6265
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2703 - g_loss: 0.9521 - d_accuracy: 0.6279Epoch 459: D Accuracy = 0.5784
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2716 - g_loss: 0.9531 - d_accuracy: 0.6261
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2662 - g_loss: 0.9455 - d_accuracy: 0.6389Epoch 460: D Accuracy = 0.6225
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2673 - g_loss: 0.9415 - d_accuracy: 0.6384
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2753 - g_loss: 0.9462 - d_accuracy: 0.6243Epoch 461: D Accuracy = 0.6324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2748 - g_loss: 0.9436 - d_accuracy: 0.6245
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2666 - g_loss: 0.9525 - d_accuracy: 0.6357Epoch 462: D Accuracy = 0.5784
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2678 - g_loss: 0.9550 - d_accuracy: 0.6337
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2794 - g_loss: 0.9415 - d_accuracy: 0.6207Epoch 463: D Accuracy = 0.5882
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2800 - g_loss: 0.9422 - d_accuracy: 0.6196
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2698 - g_loss: 0.9497 - d_accuracy: 0.6303Epoch 464: D Accuracy = 0.6422
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2697 - g_loss: 0.9512 - d_accuracy: 0.6307
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2602 - g_loss: 0.9545 - d_accuracy: 0.6384Epoch 465: D Accuracy = 0.5735
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2619 - g_loss: 0.9507 - d_accuracy: 0.6361
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2730 - g_loss: 0.9446 - d_accuracy: 0.6212Epoch 466: D Accuracy = 0.6912
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2707 - g_loss: 0.9442 - d_accuracy: 0.6237
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9597 - d_accuracy: 0.6383Epoch 467: D Accuracy = 0.6078
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2627 - g_loss: 0.9631 - d_accuracy: 0.6372
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2642 - g_loss: 0.9566 - d_accuracy: 0.6321Epoch 468: D Accuracy = 0.6373
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2643 - g_loss: 0.9612 - d_accuracy: 0.6323
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2631 - g_loss: 0.9487 - d_accuracy: 0.6390Epoch 469: D Accuracy = 0.6520
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2627 - g_loss: 0.9475 - d_accuracy: 0.6395
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9627 - d_accuracy: 0.6302Epoch 470: D Accuracy = 0.6127
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2610 - g_loss: 0.9687 - d_accuracy: 0.6296
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2692 - g_loss: 0.9515 - d_accuracy: 0.6283Epoch 471: D Accuracy = 0.5784
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2712 - g_loss: 0.9504 - d_accuracy: 0.6266
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2613 - g_loss: 0.9599 - d_accuracy: 0.6450Epoch 472: D Accuracy = 0.6569
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2595 - g_loss: 0.9615 - d_accuracy: 0.6454
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2642 - g_loss: 0.9510 - d_accuracy: 0.6360Epoch 473: D Accuracy = 0.5931
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2658 - g_loss: 0.9483 - d_accuracy: 0.6344
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2636 - g_loss: 0.9607 - d_accuracy: 0.6346Epoch 474: D Accuracy = 0.6422
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2642 - g_loss: 0.9565 - d_accuracy: 0.6349
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2624 - g_loss: 0.9635 - d_accuracy: 0.6350Epoch 475: D Accuracy = 0.5980
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2639 - g_loss: 0.9607 - d_accuracy: 0.6337
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2582 - g_loss: 0.9652 - d_accuracy: 0.6413Epoch 476: D Accuracy = 0.6667
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2586 - g_loss: 0.9648 - d_accuracy: 0.6422
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2571 - g_loss: 0.9626 - d_accuracy: 0.6463Epoch 477: D Accuracy = 0.6814
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2571 - g_loss: 0.9626 - d_accuracy: 0.6476
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9565 - d_accuracy: 0.6288Epoch 478: D Accuracy = 0.6618
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2650 - g_loss: 0.9555 - d_accuracy: 0.6300
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2635 - g_loss: 0.9595 - d_accuracy: 0.6381Epoch 479: D Accuracy = 0.6618
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2626 - g_loss: 0.9570 - d_accuracy: 0.6389
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2671 - g_loss: 0.9629 - d_accuracy: 0.6299Epoch 480: D Accuracy = 0.6176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2680 - g_loss: 0.9624 - d_accuracy: 0.6295
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2603 - g_loss: 0.9641 - d_accuracy: 0.6348Epoch 481: D Accuracy = 0.5735
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2624 - g_loss: 0.9613 - d_accuracy: 0.6326
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2639 - g_loss: 0.9528 - d_accuracy: 0.6303Epoch 482: D Accuracy = 0.6422
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2627 - g_loss: 0.9534 - d_accuracy: 0.6307
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2608 - g_loss: 0.9654 - d_accuracy: 0.6368Epoch 483: D Accuracy = 0.6814
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2609 - g_loss: 0.9636 - d_accuracy: 0.6384
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2589 - g_loss: 0.9634 - d_accuracy: 0.6460Epoch 484: D Accuracy = 0.6814
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2583 - g_loss: 0.9584 - d_accuracy: 0.6473
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2580 - g_loss: 0.9678 - d_accuracy: 0.6390Epoch 485: D Accuracy = 0.6520
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2585 - g_loss: 0.9652 - d_accuracy: 0.6395
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2550 - g_loss: 0.9664 - d_accuracy: 0.6464Epoch 486: D Accuracy = 0.6127
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2559 - g_loss: 0.9660 - d_accuracy: 0.6452
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2493 - g_loss: 0.9715 - d_accuracy: 0.6421Epoch 487: D Accuracy = 0.6618
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2489 - g_loss: 0.9710 - d_accuracy: 0.6428
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2562 - g_loss: 0.9648 - d_accuracy: 0.6399Epoch 488: D Accuracy = 0.6373
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2561 - g_loss: 0.9675 - d_accuracy: 0.6398
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2558 - g_loss: 0.9693 - d_accuracy: 0.6410Epoch 489: D Accuracy = 0.5882
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2585 - g_loss: 0.9704 - d_accuracy: 0.6391
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2586 - g_loss: 0.9607 - d_accuracy: 0.6399Epoch 490: D Accuracy = 0.5980
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2604 - g_loss: 0.9578 - d_accuracy: 0.6384
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2573 - g_loss: 0.9706 - d_accuracy: 0.6362Epoch 491: D Accuracy = 0.7010
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2566 - g_loss: 0.9731 - d_accuracy: 0.6385
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2383 - g_loss: 0.9769 - d_accuracy: 0.6540Epoch 492: D Accuracy = 0.6569
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2380 - g_loss: 0.9750 - d_accuracy: 0.6541
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2630 - g_loss: 0.9653 - d_accuracy: 0.6323Epoch 493: D Accuracy = 0.6618
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2636 - g_loss: 0.9602 - d_accuracy: 0.6333
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9671 - d_accuracy: 0.6376Epoch 494: D Accuracy = 0.6176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2621 - g_loss: 0.9693 - d_accuracy: 0.6369
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 0.9639 - d_accuracy: 0.6365Epoch 495: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2615 - g_loss: 0.9658 - d_accuracy: 0.6346
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2429 - g_loss: 0.9775 - d_accuracy: 0.6500Epoch 496: D Accuracy = 0.6716
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2424 - g_loss: 0.9735 - d_accuracy: 0.6508
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2497 - g_loss: 0.9784 - d_accuracy: 0.6503Epoch 497: D Accuracy = 0.6373
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2497 - g_loss: 0.9787 - d_accuracy: 0.6499
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2573 - g_loss: 0.9773 - d_accuracy: 0.6373Epoch 498: D Accuracy = 0.6176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2568 - g_loss: 0.9798 - d_accuracy: 0.6366
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2483 - g_loss: 0.9725 - d_accuracy: 0.6523Epoch 499: D Accuracy = 0.6520
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2485 - g_loss: 0.9703 - d_accuracy: 0.6523
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2467 - g_loss: 0.9798 - d_accuracy: 0.6513
Class 11 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.7059
27/27 [==============================] - 1s 41ms/step - d_loss: 1.2466 - g_loss: 0.9766 - d_accuracy: 0.6532
Training DCGAN for class 12...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.4071 - g_loss: 0.9067 - d_accuracy: 0.5758WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0168s vs `on_train_batch_end` time: 0.0183s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 1.2931 - g_loss: 0.9863 - d_accuracy: 0.6502
Epoch 1: Generator loss improved from inf to 1.0554. Saving weights.
Epoch 1: D Accuracy = 0.6916
27/27 [==============================] - 2s 36ms/step - d_loss: 1.2931 - g_loss: 0.9888 - d_accuracy: 0.6517
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3290 - g_loss: 0.9824 - d_accuracy: 0.6504
Epoch 2: Generator loss improved from 1.0554 to 0.9676. Saving weights.
Epoch 2: D Accuracy = 0.6776
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3275 - g_loss: 0.9818 - d_accuracy: 0.6514
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2271 - g_loss: 1.0470 - d_accuracy: 0.6890Epoch 3: D Accuracy = 0.6963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2267 - g_loss: 1.0474 - d_accuracy: 0.6892
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4063 - g_loss: 0.8806 - d_accuracy: 0.5615
Epoch 4: Generator loss improved from 0.9676 to 0.7856. Saving weights.
Epoch 4: D Accuracy = 0.4720
27/27 [==============================] - 1s 35ms/step - d_loss: 1.4093 - g_loss: 0.8772 - d_accuracy: 0.5583
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4250 - g_loss: 0.8473 - d_accuracy: 0.5274Epoch 5: D Accuracy = 0.5140
27/27 [==============================] - 1s 35ms/step - d_loss: 1.4249 - g_loss: 0.8469 - d_accuracy: 0.5269
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4127 - g_loss: 0.8372 - d_accuracy: 0.5159Epoch 6: D Accuracy = 0.4813
27/27 [==============================] - 1s 36ms/step - d_loss: 1.4139 - g_loss: 0.8366 - d_accuracy: 0.5147
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3947 - g_loss: 0.8274 - d_accuracy: 0.5306Epoch 7: D Accuracy = 0.5280
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3952 - g_loss: 0.8277 - d_accuracy: 0.5305
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3962 - g_loss: 0.8175 - d_accuracy: 0.5155Epoch 8: D Accuracy = 0.5093
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3964 - g_loss: 0.8174 - d_accuracy: 0.5153
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3849 - g_loss: 0.8200 - d_accuracy: 0.5248Epoch 9: D Accuracy = 0.5374
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3858 - g_loss: 0.8195 - d_accuracy: 0.5253
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3893 - g_loss: 0.8120 - d_accuracy: 0.5142Epoch 10: D Accuracy = 0.5093
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3898 - g_loss: 0.8113 - d_accuracy: 0.5141
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3729 - g_loss: 0.8237 - d_accuracy: 0.5369Epoch 11: D Accuracy = 0.5467
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3728 - g_loss: 0.8232 - d_accuracy: 0.5372
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3715 - g_loss: 0.8204 - d_accuracy: 0.5287Epoch 12: D Accuracy = 0.5607
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3705 - g_loss: 0.8208 - d_accuracy: 0.5299
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3695 - g_loss: 0.8215 - d_accuracy: 0.5395Epoch 13: D Accuracy = 0.5187
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3701 - g_loss: 0.8209 - d_accuracy: 0.5387
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3648 - g_loss: 0.8256 - d_accuracy: 0.5427Epoch 14: D Accuracy = 0.5701
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3646 - g_loss: 0.8259 - d_accuracy: 0.5437
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3583 - g_loss: 0.8298 - d_accuracy: 0.5577Epoch 15: D Accuracy = 0.5701
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3581 - g_loss: 0.8309 - d_accuracy: 0.5582
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3521 - g_loss: 0.8319 - d_accuracy: 0.5629Epoch 16: D Accuracy = 0.5421
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3526 - g_loss: 0.8321 - d_accuracy: 0.5622
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3526 - g_loss: 0.8355 - d_accuracy: 0.5558Epoch 17: D Accuracy = 0.5701
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3528 - g_loss: 0.8357 - d_accuracy: 0.5563
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3484 - g_loss: 0.8352 - d_accuracy: 0.5594Epoch 18: D Accuracy = 0.5187
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3487 - g_loss: 0.8349 - d_accuracy: 0.5580
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3450 - g_loss: 0.8416 - d_accuracy: 0.5702Epoch 19: D Accuracy = 0.5467
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3456 - g_loss: 0.8417 - d_accuracy: 0.5693
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3371 - g_loss: 0.8475 - d_accuracy: 0.5711Epoch 20: D Accuracy = 0.5421
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3375 - g_loss: 0.8473 - d_accuracy: 0.5701
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3278 - g_loss: 0.8564 - d_accuracy: 0.5865Epoch 21: D Accuracy = 0.5748
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3282 - g_loss: 0.8567 - d_accuracy: 0.5861
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3182 - g_loss: 0.8664 - d_accuracy: 0.6007Epoch 22: D Accuracy = 0.5981
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3184 - g_loss: 0.8664 - d_accuracy: 0.6006
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3027 - g_loss: 0.8787 - d_accuracy: 0.6200Epoch 23: D Accuracy = 0.6589
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3012 - g_loss: 0.8797 - d_accuracy: 0.6214
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2926 - g_loss: 0.8979 - d_accuracy: 0.6254Epoch 24: D Accuracy = 0.6542
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2915 - g_loss: 0.8989 - d_accuracy: 0.6264
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2846 - g_loss: 0.9063 - d_accuracy: 0.6338Epoch 25: D Accuracy = 0.6308
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2859 - g_loss: 0.9054 - d_accuracy: 0.6336
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2635 - g_loss: 0.9241 - d_accuracy: 0.6557Epoch 26: D Accuracy = 0.6636
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2634 - g_loss: 0.9244 - d_accuracy: 0.6559
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2438 - g_loss: 0.9491 - d_accuracy: 0.6664Epoch 27: D Accuracy = 0.6916
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2431 - g_loss: 0.9507 - d_accuracy: 0.6673
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2318 - g_loss: 0.9716 - d_accuracy: 0.6729Epoch 28: D Accuracy = 0.6682
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2315 - g_loss: 0.9691 - d_accuracy: 0.6727
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2259 - g_loss: 0.9849 - d_accuracy: 0.6720Epoch 29: D Accuracy = 0.6636
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2245 - g_loss: 0.9867 - d_accuracy: 0.6717
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2200 - g_loss: 1.0010 - d_accuracy: 0.6775Epoch 30: D Accuracy = 0.6636
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2195 - g_loss: 1.0027 - d_accuracy: 0.6770
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2201 - g_loss: 1.0019 - d_accuracy: 0.6784Epoch 31: D Accuracy = 0.6869
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2201 - g_loss: 1.0010 - d_accuracy: 0.6787
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2194 - g_loss: 1.0106 - d_accuracy: 0.6795Epoch 32: D Accuracy = 0.6542
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2196 - g_loss: 1.0105 - d_accuracy: 0.6786
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2024 - g_loss: 1.0301 - d_accuracy: 0.6982Epoch 33: D Accuracy = 0.7336
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2003 - g_loss: 1.0343 - d_accuracy: 0.6994
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1990 - g_loss: 1.0356 - d_accuracy: 0.6923Epoch 34: D Accuracy = 0.6963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1992 - g_loss: 1.0372 - d_accuracy: 0.6925
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2124 - g_loss: 1.0373 - d_accuracy: 0.6894Epoch 35: D Accuracy = 0.7477
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2097 - g_loss: 1.0402 - d_accuracy: 0.6915
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2179 - g_loss: 1.0229 - d_accuracy: 0.6792Epoch 36: D Accuracy = 0.6822
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2181 - g_loss: 1.0212 - d_accuracy: 0.6793
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2278 - g_loss: 1.0236 - d_accuracy: 0.6649Epoch 37: D Accuracy = 0.6355
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2291 - g_loss: 1.0248 - d_accuracy: 0.6638
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2512 - g_loss: 1.0051 - d_accuracy: 0.6519Epoch 38: D Accuracy = 0.6589
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2499 - g_loss: 1.0095 - d_accuracy: 0.6521
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2452 - g_loss: 1.0057 - d_accuracy: 0.6572Epoch 39: D Accuracy = 0.6262
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2464 - g_loss: 0.9993 - d_accuracy: 0.6561
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2637 - g_loss: 0.9959 - d_accuracy: 0.6485Epoch 40: D Accuracy = 0.6215
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2632 - g_loss: 0.9951 - d_accuracy: 0.6475
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2549 - g_loss: 0.9924 - d_accuracy: 0.6488Epoch 41: D Accuracy = 0.6308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2555 - g_loss: 0.9900 - d_accuracy: 0.6482
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2680 - g_loss: 0.9802 - d_accuracy: 0.6349Epoch 42: D Accuracy = 0.6729
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2671 - g_loss: 0.9804 - d_accuracy: 0.6362
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2808 - g_loss: 0.9676 - d_accuracy: 0.6367Epoch 43: D Accuracy = 0.6215
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2811 - g_loss: 0.9653 - d_accuracy: 0.6362
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2736 - g_loss: 0.9690 - d_accuracy: 0.6352Epoch 44: D Accuracy = 0.5841
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2755 - g_loss: 0.9671 - d_accuracy: 0.6334
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2816 - g_loss: 0.9630 - d_accuracy: 0.6355Epoch 45: D Accuracy = 0.6963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2805 - g_loss: 0.9634 - d_accuracy: 0.6376
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2917 - g_loss: 0.9447 - d_accuracy: 0.6140Epoch 46: D Accuracy = 0.6402
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2904 - g_loss: 0.9449 - d_accuracy: 0.6149
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2789 - g_loss: 0.9566 - d_accuracy: 0.6289Epoch 47: D Accuracy = 0.6262
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2786 - g_loss: 0.9555 - d_accuracy: 0.6289
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2787 - g_loss: 0.9527 - d_accuracy: 0.6331Epoch 48: D Accuracy = 0.6449
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2791 - g_loss: 0.9523 - d_accuracy: 0.6335
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9517 - d_accuracy: 0.6278Epoch 49: D Accuracy = 0.6262
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2820 - g_loss: 0.9490 - d_accuracy: 0.6277
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2928 - g_loss: 0.9436 - d_accuracy: 0.6232Epoch 50: D Accuracy = 0.6589
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2916 - g_loss: 0.9428 - d_accuracy: 0.6245
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2764 - g_loss: 0.9560 - d_accuracy: 0.6375Epoch 51: D Accuracy = 0.6449
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2757 - g_loss: 0.9556 - d_accuracy: 0.6377
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2931 - g_loss: 0.9434 - d_accuracy: 0.6191Epoch 52: D Accuracy = 0.5701
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2949 - g_loss: 0.9441 - d_accuracy: 0.6173
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2852 - g_loss: 0.9431 - d_accuracy: 0.6334Epoch 53: D Accuracy = 0.6449
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2857 - g_loss: 0.9443 - d_accuracy: 0.6338
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9414 - d_accuracy: 0.6232Epoch 54: D Accuracy = 0.6121
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2876 - g_loss: 0.9439 - d_accuracy: 0.6228
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2934 - g_loss: 0.9402 - d_accuracy: 0.6257Epoch 55: D Accuracy = 0.5748
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2947 - g_loss: 0.9386 - d_accuracy: 0.6239
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2985 - g_loss: 0.9376 - d_accuracy: 0.6210Epoch 56: D Accuracy = 0.6542
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2969 - g_loss: 0.9380 - d_accuracy: 0.6222
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3065 - g_loss: 0.9332 - d_accuracy: 0.6116Epoch 57: D Accuracy = 0.6449
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3053 - g_loss: 0.9339 - d_accuracy: 0.6127
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3015 - g_loss: 0.9328 - d_accuracy: 0.6169Epoch 58: D Accuracy = 0.5935
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3017 - g_loss: 0.9321 - d_accuracy: 0.6161
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2983 - g_loss: 0.9296 - d_accuracy: 0.6192Epoch 59: D Accuracy = 0.6215
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2987 - g_loss: 0.9282 - d_accuracy: 0.6193
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2995 - g_loss: 0.9333 - d_accuracy: 0.6209Epoch 60: D Accuracy = 0.6355
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3004 - g_loss: 0.9336 - d_accuracy: 0.6214
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2974 - g_loss: 0.9338 - d_accuracy: 0.6174Epoch 61: D Accuracy = 0.5888
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2995 - g_loss: 0.9319 - d_accuracy: 0.6164
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2987 - g_loss: 0.9311 - d_accuracy: 0.6170Epoch 62: D Accuracy = 0.6402
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2984 - g_loss: 0.9311 - d_accuracy: 0.6179
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3020 - g_loss: 0.9307 - d_accuracy: 0.6212Epoch 63: D Accuracy = 0.5888
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3031 - g_loss: 0.9313 - d_accuracy: 0.6200
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3078 - g_loss: 0.9283 - d_accuracy: 0.6102Epoch 64: D Accuracy = 0.6636
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3073 - g_loss: 0.9266 - d_accuracy: 0.6121
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3052 - g_loss: 0.9245 - d_accuracy: 0.6148Epoch 65: D Accuracy = 0.6355
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3052 - g_loss: 0.9257 - d_accuracy: 0.6156
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3052 - g_loss: 0.9220 - d_accuracy: 0.6080Epoch 66: D Accuracy = 0.6028
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3059 - g_loss: 0.9208 - d_accuracy: 0.6078
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2968 - g_loss: 0.9315 - d_accuracy: 0.6149Epoch 67: D Accuracy = 0.6028
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2970 - g_loss: 0.9309 - d_accuracy: 0.6145
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2993 - g_loss: 0.9237 - d_accuracy: 0.6221Epoch 68: D Accuracy = 0.6121
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2995 - g_loss: 0.9225 - d_accuracy: 0.6217
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3063 - g_loss: 0.9205 - d_accuracy: 0.6102Epoch 69: D Accuracy = 0.6402
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3067 - g_loss: 0.9187 - d_accuracy: 0.6113
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2999 - g_loss: 0.9262 - d_accuracy: 0.6112Epoch 70: D Accuracy = 0.6495
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2994 - g_loss: 0.9244 - d_accuracy: 0.6125
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3071 - g_loss: 0.9254 - d_accuracy: 0.6078Epoch 71: D Accuracy = 0.6682
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3066 - g_loss: 0.9242 - d_accuracy: 0.6100
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2969 - g_loss: 0.9272 - d_accuracy: 0.6239Epoch 72: D Accuracy = 0.6589
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2960 - g_loss: 0.9274 - d_accuracy: 0.6252
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3104 - g_loss: 0.9248 - d_accuracy: 0.6112Epoch 73: D Accuracy = 0.5701
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3105 - g_loss: 0.9249 - d_accuracy: 0.6098
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2962 - g_loss: 0.9343 - d_accuracy: 0.6145Epoch 74: D Accuracy = 0.5794
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2969 - g_loss: 0.9339 - d_accuracy: 0.6132
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2953 - g_loss: 0.9318 - d_accuracy: 0.6182
Epoch 75: Generator loss improved from 0.7856 to 0.7840. Saving weights.
Epoch 75: D Accuracy = 0.5654
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2969 - g_loss: 0.9265 - d_accuracy: 0.6163
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2953 - g_loss: 0.9423 - d_accuracy: 0.6184Epoch 76: D Accuracy = 0.6028
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2967 - g_loss: 0.9419 - d_accuracy: 0.6178
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3084 - g_loss: 0.9251 - d_accuracy: 0.6074Epoch 77: D Accuracy = 0.5794
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3094 - g_loss: 0.9237 - d_accuracy: 0.6064
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3021 - g_loss: 0.9253 - d_accuracy: 0.6157Epoch 78: D Accuracy = 0.5888
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3033 - g_loss: 0.9271 - d_accuracy: 0.6147
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.9206 - d_accuracy: 0.6099Epoch 79: D Accuracy = 0.5888
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3081 - g_loss: 0.9202 - d_accuracy: 0.6092
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2950 - g_loss: 0.9369 - d_accuracy: 0.6226Epoch 80: D Accuracy = 0.6449
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2962 - g_loss: 0.9383 - d_accuracy: 0.6233
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2930 - g_loss: 0.9381 - d_accuracy: 0.6308Epoch 81: D Accuracy = 0.5421
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2960 - g_loss: 0.9416 - d_accuracy: 0.6276
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3006 - g_loss: 0.9259 - d_accuracy: 0.6112Epoch 82: D Accuracy = 0.6495
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2987 - g_loss: 0.9268 - d_accuracy: 0.6125
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2879 - g_loss: 0.9392 - d_accuracy: 0.6279Epoch 83: D Accuracy = 0.5981
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2885 - g_loss: 0.9384 - d_accuracy: 0.6268
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9411 - d_accuracy: 0.6301Epoch 84: D Accuracy = 0.6542
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2827 - g_loss: 0.9402 - d_accuracy: 0.6310
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9313 - d_accuracy: 0.6204
Epoch 85: Generator loss improved from 0.7840 to 0.7673. Saving weights.
Epoch 85: D Accuracy = 0.5701
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3031 - g_loss: 0.9254 - d_accuracy: 0.6186
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3054 - g_loss: 0.9278 - d_accuracy: 0.6103Epoch 86: D Accuracy = 0.7056
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3036 - g_loss: 0.9271 - d_accuracy: 0.6137
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9392 - d_accuracy: 0.6333Epoch 87: D Accuracy = 0.6682
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2829 - g_loss: 0.9366 - d_accuracy: 0.6345
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2880 - g_loss: 0.9411 - d_accuracy: 0.6285Epoch 88: D Accuracy = 0.5981
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2887 - g_loss: 0.9419 - d_accuracy: 0.6274
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2952 - g_loss: 0.9312 - d_accuracy: 0.6123Epoch 89: D Accuracy = 0.6308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2932 - g_loss: 0.9323 - d_accuracy: 0.6130
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2904 - g_loss: 0.9415 - d_accuracy: 0.6245Epoch 90: D Accuracy = 0.6495
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2891 - g_loss: 0.9416 - d_accuracy: 0.6254
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3060 - g_loss: 0.9280 - d_accuracy: 0.6081Epoch 91: D Accuracy = 0.6075
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3069 - g_loss: 0.9265 - d_accuracy: 0.6081
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3026 - g_loss: 0.9339 - d_accuracy: 0.6084Epoch 92: D Accuracy = 0.5467
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3039 - g_loss: 0.9377 - d_accuracy: 0.6062
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2945 - g_loss: 0.9393 - d_accuracy: 0.6234Epoch 93: D Accuracy = 0.7056
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2917 - g_loss: 0.9415 - d_accuracy: 0.6263
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2847 - g_loss: 0.9402 - d_accuracy: 0.6247Epoch 94: D Accuracy = 0.6215
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2863 - g_loss: 0.9361 - d_accuracy: 0.6246
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2991 - g_loss: 0.9354 - d_accuracy: 0.6127Epoch 95: D Accuracy = 0.6402
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2978 - g_loss: 0.9379 - d_accuracy: 0.6137
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2968 - g_loss: 0.9296 - d_accuracy: 0.6136Epoch 96: D Accuracy = 0.6308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2974 - g_loss: 0.9267 - d_accuracy: 0.6143
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3017 - g_loss: 0.9362 - d_accuracy: 0.6103Epoch 97: D Accuracy = 0.6121
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3007 - g_loss: 0.9380 - d_accuracy: 0.6104
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2978 - g_loss: 0.9310 - d_accuracy: 0.6171Epoch 98: D Accuracy = 0.5748
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3003 - g_loss: 0.9306 - d_accuracy: 0.6156
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2874 - g_loss: 0.9416 - d_accuracy: 0.6152Epoch 99: D Accuracy = 0.6215
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2876 - g_loss: 0.9419 - d_accuracy: 0.6154
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2874 - g_loss: 0.9437 - d_accuracy: 0.6212
Class 12 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.6075
27/27 [==============================] - 1s 51ms/step - d_loss: 1.2875 - g_loss: 0.9444 - d_accuracy: 0.6207
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2932 - g_loss: 0.9412 - d_accuracy: 0.6214Epoch 101: D Accuracy = 0.6729
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2928 - g_loss: 0.9390 - d_accuracy: 0.6233
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2882 - g_loss: 0.9433 - d_accuracy: 0.6228Epoch 102: D Accuracy = 0.5654
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2912 - g_loss: 0.9434 - d_accuracy: 0.6207
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2932 - g_loss: 0.9370 - d_accuracy: 0.6180Epoch 103: D Accuracy = 0.6402
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2927 - g_loss: 0.9365 - d_accuracy: 0.6188
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2866 - g_loss: 0.9377 - d_accuracy: 0.6239Epoch 104: D Accuracy = 0.6262
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2865 - g_loss: 0.9373 - d_accuracy: 0.6240
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2997 - g_loss: 0.9289 - d_accuracy: 0.6126Epoch 105: D Accuracy = 0.5607
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3004 - g_loss: 0.9293 - d_accuracy: 0.6108
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2902 - g_loss: 0.9357 - d_accuracy: 0.6222Epoch 106: D Accuracy = 0.5935
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2919 - g_loss: 0.9326 - d_accuracy: 0.6212
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2871 - g_loss: 0.9413 - d_accuracy: 0.6241Epoch 107: D Accuracy = 0.6308
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2873 - g_loss: 0.9392 - d_accuracy: 0.6243
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2954 - g_loss: 0.9368 - d_accuracy: 0.6196Epoch 108: D Accuracy = 0.5841
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2962 - g_loss: 0.9363 - d_accuracy: 0.6183
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9398 - d_accuracy: 0.6339Epoch 109: D Accuracy = 0.6869
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2830 - g_loss: 0.9360 - d_accuracy: 0.6358
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3010 - g_loss: 0.9316 - d_accuracy: 0.6106Epoch 110: D Accuracy = 0.5888
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3011 - g_loss: 0.9283 - d_accuracy: 0.6099
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2861 - g_loss: 0.9483 - d_accuracy: 0.6243Epoch 111: D Accuracy = 0.7196
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2836 - g_loss: 0.9497 - d_accuracy: 0.6277
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2963 - g_loss: 0.9365 - d_accuracy: 0.6190Epoch 112: D Accuracy = 0.7336
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2942 - g_loss: 0.9356 - d_accuracy: 0.6231
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2932 - g_loss: 0.9308 - d_accuracy: 0.6191Epoch 113: D Accuracy = 0.5748
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2959 - g_loss: 0.9264 - d_accuracy: 0.6175
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2953 - g_loss: 0.9366 - d_accuracy: 0.6121Epoch 114: D Accuracy = 0.5701
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2948 - g_loss: 0.9373 - d_accuracy: 0.6106
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2823 - g_loss: 0.9424 - d_accuracy: 0.6288Epoch 115: D Accuracy = 0.5701
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2839 - g_loss: 0.9430 - d_accuracy: 0.6267
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2843 - g_loss: 0.9413 - d_accuracy: 0.6277Epoch 116: D Accuracy = 0.5888
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2848 - g_loss: 0.9408 - d_accuracy: 0.6263
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2856 - g_loss: 0.9407 - d_accuracy: 0.6261Epoch 117: D Accuracy = 0.6822
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2840 - g_loss: 0.9406 - d_accuracy: 0.6281
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2787 - g_loss: 0.9470 - d_accuracy: 0.6317Epoch 118: D Accuracy = 0.6542
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2787 - g_loss: 0.9464 - d_accuracy: 0.6325
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2983 - g_loss: 0.9382 - d_accuracy: 0.6141Epoch 119: D Accuracy = 0.6028
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3003 - g_loss: 0.9372 - d_accuracy: 0.6136
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2815 - g_loss: 0.9432 - d_accuracy: 0.6312Epoch 120: D Accuracy = 0.6682
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2810 - g_loss: 0.9413 - d_accuracy: 0.6326
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2840 - g_loss: 0.9411 - d_accuracy: 0.6254Epoch 121: D Accuracy = 0.6542
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2830 - g_loss: 0.9409 - d_accuracy: 0.6264
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2809 - g_loss: 0.9450 - d_accuracy: 0.6244Epoch 122: D Accuracy = 0.6215
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2794 - g_loss: 0.9476 - d_accuracy: 0.6243
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2885 - g_loss: 0.9384 - d_accuracy: 0.6220Epoch 123: D Accuracy = 0.5981
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2896 - g_loss: 0.9368 - d_accuracy: 0.6211
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2997 - g_loss: 0.9349 - d_accuracy: 0.6113Epoch 124: D Accuracy = 0.6308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3001 - g_loss: 0.9335 - d_accuracy: 0.6120
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2898 - g_loss: 0.9379 - d_accuracy: 0.6212Epoch 125: D Accuracy = 0.6589
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2888 - g_loss: 0.9363 - d_accuracy: 0.6225
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2795 - g_loss: 0.9464 - d_accuracy: 0.6248Epoch 126: D Accuracy = 0.6355
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2795 - g_loss: 0.9480 - d_accuracy: 0.6252
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9345 - d_accuracy: 0.6254Epoch 127: D Accuracy = 0.6121
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2908 - g_loss: 0.9323 - d_accuracy: 0.6249
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2905 - g_loss: 0.9416 - d_accuracy: 0.6156Epoch 128: D Accuracy = 0.5888
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2904 - g_loss: 0.9410 - d_accuracy: 0.6146
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9487 - d_accuracy: 0.6292Epoch 129: D Accuracy = 0.6168
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2833 - g_loss: 0.9487 - d_accuracy: 0.6287
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2917 - g_loss: 0.9390 - d_accuracy: 0.6259Epoch 130: D Accuracy = 0.6682
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2900 - g_loss: 0.9411 - d_accuracy: 0.6274
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2847 - g_loss: 0.9454 - d_accuracy: 0.6289Epoch 131: D Accuracy = 0.6682
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2842 - g_loss: 0.9445 - d_accuracy: 0.6303
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2863 - g_loss: 0.9488 - d_accuracy: 0.6254Epoch 132: D Accuracy = 0.6355
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2855 - g_loss: 0.9503 - d_accuracy: 0.6258
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2887 - g_loss: 0.9444 - d_accuracy: 0.6240Epoch 133: D Accuracy = 0.5748
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2898 - g_loss: 0.9441 - d_accuracy: 0.6222
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2863 - g_loss: 0.9417 - d_accuracy: 0.6294Epoch 134: D Accuracy = 0.5888
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2885 - g_loss: 0.9402 - d_accuracy: 0.6280
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2821 - g_loss: 0.9414 - d_accuracy: 0.6233Epoch 135: D Accuracy = 0.6168
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2816 - g_loss: 0.9409 - d_accuracy: 0.6230
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2793 - g_loss: 0.9490 - d_accuracy: 0.6261Epoch 136: D Accuracy = 0.6729
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2793 - g_loss: 0.9455 - d_accuracy: 0.6277
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2800 - g_loss: 0.9473 - d_accuracy: 0.6303Epoch 137: D Accuracy = 0.6869
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2778 - g_loss: 0.9448 - d_accuracy: 0.6324
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2754 - g_loss: 0.9552 - d_accuracy: 0.6346Epoch 138: D Accuracy = 0.6682
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2733 - g_loss: 0.9556 - d_accuracy: 0.6358
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2707 - g_loss: 0.9518 - d_accuracy: 0.6410Epoch 139: D Accuracy = 0.6636
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2689 - g_loss: 0.9531 - d_accuracy: 0.6418
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2776 - g_loss: 0.9528 - d_accuracy: 0.6221Epoch 140: D Accuracy = 0.6589
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2771 - g_loss: 0.9511 - d_accuracy: 0.6234
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2833 - g_loss: 0.9464 - d_accuracy: 0.6235Epoch 141: D Accuracy = 0.5935
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2853 - g_loss: 0.9438 - d_accuracy: 0.6225
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2838 - g_loss: 0.9509 - d_accuracy: 0.6243Epoch 142: D Accuracy = 0.6449
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2828 - g_loss: 0.9514 - d_accuracy: 0.6250
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2652 - g_loss: 0.9613 - d_accuracy: 0.6440Epoch 143: D Accuracy = 0.6495
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2629 - g_loss: 0.9652 - d_accuracy: 0.6442
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2874 - g_loss: 0.9476 - d_accuracy: 0.6258Epoch 144: D Accuracy = 0.6636
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2859 - g_loss: 0.9447 - d_accuracy: 0.6272
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2770 - g_loss: 0.9541 - d_accuracy: 0.6348Epoch 145: D Accuracy = 0.6682
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2767 - g_loss: 0.9521 - d_accuracy: 0.6360
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9507 - d_accuracy: 0.6223Epoch 146: D Accuracy = 0.6262
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2819 - g_loss: 0.9509 - d_accuracy: 0.6224
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2732 - g_loss: 0.9489 - d_accuracy: 0.6402Epoch 147: D Accuracy = 0.6869
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2730 - g_loss: 0.9443 - d_accuracy: 0.6418
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2707 - g_loss: 0.9649 - d_accuracy: 0.6303Epoch 148: D Accuracy = 0.5935
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2711 - g_loss: 0.9652 - d_accuracy: 0.6290
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2870 - g_loss: 0.9485 - d_accuracy: 0.6194Epoch 149: D Accuracy = 0.5841
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2887 - g_loss: 0.9517 - d_accuracy: 0.6182
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2756 - g_loss: 0.9501 - d_accuracy: 0.6357Epoch 150: D Accuracy = 0.6495
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2759 - g_loss: 0.9461 - d_accuracy: 0.6362
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2901 - g_loss: 0.9507 - d_accuracy: 0.6262Epoch 151: D Accuracy = 0.6495
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2900 - g_loss: 0.9486 - d_accuracy: 0.6270
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2703 - g_loss: 0.9552 - d_accuracy: 0.6294Epoch 152: D Accuracy = 0.6355
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2704 - g_loss: 0.9563 - d_accuracy: 0.6297
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2660 - g_loss: 0.9657 - d_accuracy: 0.6356Epoch 153: D Accuracy = 0.6495
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2648 - g_loss: 0.9682 - d_accuracy: 0.6361
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 0.9597 - d_accuracy: 0.6419Epoch 154: D Accuracy = 0.6449
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2712 - g_loss: 0.9603 - d_accuracy: 0.6420
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2801 - g_loss: 0.9481 - d_accuracy: 0.6279Epoch 155: D Accuracy = 0.5514
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2838 - g_loss: 0.9417 - d_accuracy: 0.6252
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2744 - g_loss: 0.9626 - d_accuracy: 0.6296Epoch 156: D Accuracy = 0.6168
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2747 - g_loss: 0.9670 - d_accuracy: 0.6292
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2790 - g_loss: 0.9506 - d_accuracy: 0.6293Epoch 157: D Accuracy = 0.6542
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2783 - g_loss: 0.9535 - d_accuracy: 0.6302
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2689 - g_loss: 0.9590 - d_accuracy: 0.6449Epoch 158: D Accuracy = 0.6028
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2688 - g_loss: 0.9632 - d_accuracy: 0.6434
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2767 - g_loss: 0.9507 - d_accuracy: 0.6307Epoch 159: D Accuracy = 0.6449
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2765 - g_loss: 0.9483 - d_accuracy: 0.6312
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2787 - g_loss: 0.9544 - d_accuracy: 0.6284Epoch 160: D Accuracy = 0.6542
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2769 - g_loss: 0.9553 - d_accuracy: 0.6293
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2650 - g_loss: 0.9613 - d_accuracy: 0.6447Epoch 161: D Accuracy = 0.6682
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2629 - g_loss: 0.9645 - d_accuracy: 0.6455
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2719 - g_loss: 0.9534 - d_accuracy: 0.6380Epoch 162: D Accuracy = 0.6075
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2723 - g_loss: 0.9528 - d_accuracy: 0.6369
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2629 - g_loss: 0.9630 - d_accuracy: 0.6437Epoch 163: D Accuracy = 0.6776
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2628 - g_loss: 0.9617 - d_accuracy: 0.6449
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2628 - g_loss: 0.9687 - d_accuracy: 0.6371Epoch 164: D Accuracy = 0.5935
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2635 - g_loss: 0.9702 - d_accuracy: 0.6356
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2632 - g_loss: 0.9693 - d_accuracy: 0.6478Epoch 165: D Accuracy = 0.6308
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2631 - g_loss: 0.9698 - d_accuracy: 0.6472
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 0.9654 - d_accuracy: 0.6397Epoch 166: D Accuracy = 0.6495
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2672 - g_loss: 0.9670 - d_accuracy: 0.6400
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2619 - g_loss: 0.9663 - d_accuracy: 0.6440Epoch 167: D Accuracy = 0.6075
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2643 - g_loss: 0.9647 - d_accuracy: 0.6427
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2682 - g_loss: 0.9649 - d_accuracy: 0.6355Epoch 168: D Accuracy = 0.6308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2682 - g_loss: 0.9627 - d_accuracy: 0.6353
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2591 - g_loss: 0.9730 - d_accuracy: 0.6457Epoch 169: D Accuracy = 0.6729
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2583 - g_loss: 0.9705 - d_accuracy: 0.6467
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2700 - g_loss: 0.9638 - d_accuracy: 0.6346Epoch 170: D Accuracy = 0.6495
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2699 - g_loss: 0.9624 - d_accuracy: 0.6351
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2585 - g_loss: 0.9746 - d_accuracy: 0.6492Epoch 171: D Accuracy = 0.5701
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2617 - g_loss: 0.9734 - d_accuracy: 0.6463
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2655 - g_loss: 0.9676 - d_accuracy: 0.6338Epoch 172: D Accuracy = 0.6589
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2640 - g_loss: 0.9673 - d_accuracy: 0.6347
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2642 - g_loss: 0.9652 - d_accuracy: 0.6435Epoch 173: D Accuracy = 0.6916
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2626 - g_loss: 0.9646 - d_accuracy: 0.6452
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2560 - g_loss: 0.9718 - d_accuracy: 0.6383Epoch 174: D Accuracy = 0.7290
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2527 - g_loss: 0.9733 - d_accuracy: 0.6415
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2552 - g_loss: 0.9835 - d_accuracy: 0.6457Epoch 175: D Accuracy = 0.6215
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2556 - g_loss: 0.9875 - d_accuracy: 0.6448
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2681 - g_loss: 0.9608 - d_accuracy: 0.6361Epoch 176: D Accuracy = 0.7243
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2656 - g_loss: 0.9613 - d_accuracy: 0.6392
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2537 - g_loss: 0.9751 - d_accuracy: 0.6493Epoch 177: D Accuracy = 0.6869
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2526 - g_loss: 0.9742 - d_accuracy: 0.6506
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2471 - g_loss: 0.9822 - d_accuracy: 0.6533Epoch 178: D Accuracy = 0.6776
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2458 - g_loss: 0.9836 - d_accuracy: 0.6541
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2533 - g_loss: 0.9800 - d_accuracy: 0.6517Epoch 179: D Accuracy = 0.6495
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2537 - g_loss: 0.9800 - d_accuracy: 0.6516
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2611 - g_loss: 0.9747 - d_accuracy: 0.6409Epoch 180: D Accuracy = 0.6355
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2607 - g_loss: 0.9738 - d_accuracy: 0.6407
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2600 - g_loss: 0.9772 - d_accuracy: 0.6445Epoch 181: D Accuracy = 0.6449
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2608 - g_loss: 0.9747 - d_accuracy: 0.6446
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2560 - g_loss: 0.9719 - d_accuracy: 0.6484Epoch 182: D Accuracy = 0.6589
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2561 - g_loss: 0.9725 - d_accuracy: 0.6488
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2543 - g_loss: 0.9775 - d_accuracy: 0.6473Epoch 183: D Accuracy = 0.5935
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2567 - g_loss: 0.9763 - d_accuracy: 0.6453
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2568 - g_loss: 0.9761 - d_accuracy: 0.6445Epoch 184: D Accuracy = 0.6075
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2560 - g_loss: 0.9816 - d_accuracy: 0.6431
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9777 - d_accuracy: 0.6456Epoch 185: D Accuracy = 0.5888
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2561 - g_loss: 0.9755 - d_accuracy: 0.6436
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2435 - g_loss: 0.9926 - d_accuracy: 0.6579Epoch 186: D Accuracy = 0.7056
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2436 - g_loss: 0.9871 - d_accuracy: 0.6596
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2642 - g_loss: 0.9714 - d_accuracy: 0.6431Epoch 187: D Accuracy = 0.7196
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2623 - g_loss: 0.9705 - d_accuracy: 0.6458
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9743 - d_accuracy: 0.6480Epoch 188: D Accuracy = 0.6215
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2606 - g_loss: 0.9696 - d_accuracy: 0.6471
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2578 - g_loss: 0.9844 - d_accuracy: 0.6414Epoch 189: D Accuracy = 0.5841
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2596 - g_loss: 0.9865 - d_accuracy: 0.6394
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2535 - g_loss: 0.9821 - d_accuracy: 0.6411Epoch 190: D Accuracy = 0.6262
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2531 - g_loss: 0.9882 - d_accuracy: 0.6406
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2590 - g_loss: 0.9746 - d_accuracy: 0.6486Epoch 191: D Accuracy = 0.6776
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2580 - g_loss: 0.9750 - d_accuracy: 0.6497
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2495 - g_loss: 0.9831 - d_accuracy: 0.6499Epoch 192: D Accuracy = 0.7009
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2475 - g_loss: 0.9840 - d_accuracy: 0.6518
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2634 - g_loss: 0.9715 - d_accuracy: 0.6378Epoch 193: D Accuracy = 0.6963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2619 - g_loss: 0.9706 - d_accuracy: 0.6399
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9830 - d_accuracy: 0.6501Epoch 194: D Accuracy = 0.6589
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2538 - g_loss: 0.9821 - d_accuracy: 0.6504
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9859 - d_accuracy: 0.6477Epoch 195: D Accuracy = 0.5981
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2552 - g_loss: 0.9857 - d_accuracy: 0.6460
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2499 - g_loss: 0.9856 - d_accuracy: 0.6505Epoch 196: D Accuracy = 0.5794
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2519 - g_loss: 0.9873 - d_accuracy: 0.6480
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2578 - g_loss: 0.9766 - d_accuracy: 0.6395Epoch 197: D Accuracy = 0.6449
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2591 - g_loss: 0.9767 - d_accuracy: 0.6397
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2455 - g_loss: 0.9912 - d_accuracy: 0.6473Epoch 198: D Accuracy = 0.6636
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2459 - g_loss: 0.9913 - d_accuracy: 0.6478
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2473 - g_loss: 0.9813 - d_accuracy: 0.6515Epoch 199: D Accuracy = 0.6449
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2474 - g_loss: 0.9803 - d_accuracy: 0.6513
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2364 - g_loss: 0.9995 - d_accuracy: 0.6597
Class 12 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.6215
27/27 [==============================] - 1s 42ms/step - d_loss: 1.2366 - g_loss: 1.0012 - d_accuracy: 0.6584
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2471 - g_loss: 0.9893 - d_accuracy: 0.6461Epoch 201: D Accuracy = 0.6168
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2478 - g_loss: 0.9909 - d_accuracy: 0.6451
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2494 - g_loss: 0.9920 - d_accuracy: 0.6508Epoch 202: D Accuracy = 0.6215
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2493 - g_loss: 0.9963 - d_accuracy: 0.6497
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2416 - g_loss: 0.9973 - d_accuracy: 0.6493Epoch 203: D Accuracy = 0.5935
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2428 - g_loss: 1.0044 - d_accuracy: 0.6473
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2460 - g_loss: 0.9917 - d_accuracy: 0.6523Epoch 204: D Accuracy = 0.7009
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2448 - g_loss: 0.9898 - d_accuracy: 0.6540
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2452 - g_loss: 0.9963 - d_accuracy: 0.6492Epoch 205: D Accuracy = 0.6542
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2458 - g_loss: 0.9950 - d_accuracy: 0.6494
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2410 - g_loss: 0.9939 - d_accuracy: 0.6561Epoch 206: D Accuracy = 0.6355
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2405 - g_loss: 0.9965 - d_accuracy: 0.6553
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2389 - g_loss: 0.9984 - d_accuracy: 0.6554Epoch 207: D Accuracy = 0.6215
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2392 - g_loss: 1.0021 - d_accuracy: 0.6542
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2500 - g_loss: 0.9877 - d_accuracy: 0.6519Epoch 208: D Accuracy = 0.6449
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2509 - g_loss: 0.9842 - d_accuracy: 0.6517
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2461 - g_loss: 0.9911 - d_accuracy: 0.6498Epoch 209: D Accuracy = 0.7477
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2434 - g_loss: 0.9926 - d_accuracy: 0.6533
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2287 - g_loss: 1.0011 - d_accuracy: 0.6630Epoch 210: D Accuracy = 0.6308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2306 - g_loss: 1.0007 - d_accuracy: 0.6618
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2435 - g_loss: 0.9976 - d_accuracy: 0.6534Epoch 211: D Accuracy = 0.7009
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2410 - g_loss: 1.0025 - d_accuracy: 0.6551
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2445 - g_loss: 0.9915 - d_accuracy: 0.6609Epoch 212: D Accuracy = 0.6682
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2445 - g_loss: 0.9908 - d_accuracy: 0.6612
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2471 - g_loss: 0.9924 - d_accuracy: 0.6510Epoch 213: D Accuracy = 0.7150
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2458 - g_loss: 0.9918 - d_accuracy: 0.6533
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2358 - g_loss: 0.9991 - d_accuracy: 0.6561Epoch 214: D Accuracy = 0.6215
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2383 - g_loss: 0.9958 - d_accuracy: 0.6549
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2453 - g_loss: 0.9902 - d_accuracy: 0.6554Epoch 215: D Accuracy = 0.7150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2450 - g_loss: 0.9862 - d_accuracy: 0.6575
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 0.9986 - d_accuracy: 0.6554Epoch 216: D Accuracy = 0.6729
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2402 - g_loss: 0.9985 - d_accuracy: 0.6560
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2416 - g_loss: 1.0041 - d_accuracy: 0.6522Epoch 217: D Accuracy = 0.6449
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2415 - g_loss: 1.0095 - d_accuracy: 0.6519
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2255 - g_loss: 1.0060 - d_accuracy: 0.6656Epoch 218: D Accuracy = 0.6402
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2251 - g_loss: 1.0093 - d_accuracy: 0.6647
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2410 - g_loss: 1.0024 - d_accuracy: 0.6584Epoch 219: D Accuracy = 0.6449
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2406 - g_loss: 1.0083 - d_accuracy: 0.6579
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2385 - g_loss: 1.0004 - d_accuracy: 0.6680Epoch 220: D Accuracy = 0.6729
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2393 - g_loss: 1.0006 - d_accuracy: 0.6682
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2516 - g_loss: 0.9935 - d_accuracy: 0.6379Epoch 221: D Accuracy = 0.5794
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2531 - g_loss: 0.9947 - d_accuracy: 0.6358
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2395 - g_loss: 0.9923 - d_accuracy: 0.6624Epoch 222: D Accuracy = 0.6355
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2417 - g_loss: 0.9899 - d_accuracy: 0.6615
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2352 - g_loss: 0.9984 - d_accuracy: 0.6645Epoch 223: D Accuracy = 0.6729
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2346 - g_loss: 0.9951 - d_accuracy: 0.6648
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2277 - g_loss: 1.0086 - d_accuracy: 0.6656Epoch 224: D Accuracy = 0.7056
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2266 - g_loss: 1.0057 - d_accuracy: 0.6670
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2448 - g_loss: 1.0000 - d_accuracy: 0.6515Epoch 225: D Accuracy = 0.6308
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2451 - g_loss: 1.0017 - d_accuracy: 0.6508
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2373 - g_loss: 1.0030 - d_accuracy: 0.6624Epoch 226: D Accuracy = 0.6869
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2351 - g_loss: 1.0067 - d_accuracy: 0.6633
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2412 - g_loss: 1.0011 - d_accuracy: 0.6650Epoch 227: D Accuracy = 0.6542
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2415 - g_loss: 1.0076 - d_accuracy: 0.6646
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2313 - g_loss: 1.0024 - d_accuracy: 0.6596Epoch 228: D Accuracy = 0.6308
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2322 - g_loss: 1.0006 - d_accuracy: 0.6586
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2335 - g_loss: 1.0008 - d_accuracy: 0.6589Epoch 229: D Accuracy = 0.5607
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2371 - g_loss: 0.9930 - d_accuracy: 0.6554
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2313 - g_loss: 1.0083 - d_accuracy: 0.6647Epoch 230: D Accuracy = 0.7710
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2281 - g_loss: 1.0092 - d_accuracy: 0.6685
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2253 - g_loss: 1.0222 - d_accuracy: 0.6571Epoch 231: D Accuracy = 0.6168
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2276 - g_loss: 1.0217 - d_accuracy: 0.6557
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2307 - g_loss: 1.0048 - d_accuracy: 0.6635Epoch 232: D Accuracy = 0.6963
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2308 - g_loss: 1.0038 - d_accuracy: 0.6647
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2358 - g_loss: 1.0026 - d_accuracy: 0.6612Epoch 233: D Accuracy = 0.6495
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2382 - g_loss: 1.0023 - d_accuracy: 0.6608
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2271 - g_loss: 1.0076 - d_accuracy: 0.6646Epoch 234: D Accuracy = 0.6869
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2265 - g_loss: 1.0061 - d_accuracy: 0.6654
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2281 - g_loss: 1.0160 - d_accuracy: 0.6618Epoch 235: D Accuracy = 0.6449
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2290 - g_loss: 1.0131 - d_accuracy: 0.6612
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2217 - g_loss: 1.0137 - d_accuracy: 0.6692Epoch 236: D Accuracy = 0.6729
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2218 - g_loss: 1.0149 - d_accuracy: 0.6693
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2202 - g_loss: 1.0170 - d_accuracy: 0.6742Epoch 237: D Accuracy = 0.6682
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2198 - g_loss: 1.0217 - d_accuracy: 0.6740
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2353 - g_loss: 1.0058 - d_accuracy: 0.6591Epoch 238: D Accuracy = 0.6308
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2364 - g_loss: 1.0034 - d_accuracy: 0.6581
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2474 - g_loss: 0.9990 - d_accuracy: 0.6543Epoch 239: D Accuracy = 0.6776
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2460 - g_loss: 0.9987 - d_accuracy: 0.6551
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2400 - g_loss: 1.0043 - d_accuracy: 0.6518Epoch 240: D Accuracy = 0.6963
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2390 - g_loss: 1.0025 - d_accuracy: 0.6534
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2240 - g_loss: 1.0133 - d_accuracy: 0.6669Epoch 241: D Accuracy = 0.6589
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2244 - g_loss: 1.0121 - d_accuracy: 0.6666
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 0.9994 - d_accuracy: 0.6572Epoch 242: D Accuracy = 0.7103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2395 - g_loss: 0.9983 - d_accuracy: 0.6591
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2303 - g_loss: 1.0123 - d_accuracy: 0.6662Epoch 243: D Accuracy = 0.6916
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2275 - g_loss: 1.0158 - d_accuracy: 0.6671
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2370 - g_loss: 1.0050 - d_accuracy: 0.6611Epoch 244: D Accuracy = 0.5841
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2392 - g_loss: 1.0017 - d_accuracy: 0.6584
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2269 - g_loss: 1.0162 - d_accuracy: 0.6612Epoch 245: D Accuracy = 0.6402
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2262 - g_loss: 1.0187 - d_accuracy: 0.6604
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2217 - g_loss: 1.0217 - d_accuracy: 0.6712Epoch 246: D Accuracy = 0.6682
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2207 - g_loss: 1.0262 - d_accuracy: 0.6711
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2258 - g_loss: 1.0185 - d_accuracy: 0.6613Epoch 247: D Accuracy = 0.6682
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2239 - g_loss: 1.0258 - d_accuracy: 0.6616
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2333 - g_loss: 1.0092 - d_accuracy: 0.6602Epoch 248: D Accuracy = 0.6542
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2332 - g_loss: 1.0084 - d_accuracy: 0.6600
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2291 - g_loss: 1.0236 - d_accuracy: 0.6656Epoch 249: D Accuracy = 0.6776
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2287 - g_loss: 1.0267 - d_accuracy: 0.6660
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2305 - g_loss: 1.0135 - d_accuracy: 0.6624Epoch 250: D Accuracy = 0.7336
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2288 - g_loss: 1.0115 - d_accuracy: 0.6650
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2196 - g_loss: 1.0222 - d_accuracy: 0.6714Epoch 251: D Accuracy = 0.5935
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2227 - g_loss: 1.0251 - d_accuracy: 0.6686
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2236 - g_loss: 1.0225 - d_accuracy: 0.6754Epoch 252: D Accuracy = 0.6822
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2230 - g_loss: 1.0240 - d_accuracy: 0.6757
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2251 - g_loss: 1.0137 - d_accuracy: 0.6743Epoch 253: D Accuracy = 0.7103
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2242 - g_loss: 1.0096 - d_accuracy: 0.6756
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2339 - g_loss: 1.0118 - d_accuracy: 0.6623Epoch 254: D Accuracy = 0.6869
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2321 - g_loss: 1.0149 - d_accuracy: 0.6632
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2182 - g_loss: 1.0320 - d_accuracy: 0.6661Epoch 255: D Accuracy = 0.5561
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2208 - g_loss: 1.0328 - d_accuracy: 0.6622
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2252 - g_loss: 1.0150 - d_accuracy: 0.6648Epoch 256: D Accuracy = 0.6449
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2258 - g_loss: 1.0141 - d_accuracy: 0.6641
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2252 - g_loss: 1.0157 - d_accuracy: 0.6634Epoch 257: D Accuracy = 0.6589
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2248 - g_loss: 1.0150 - d_accuracy: 0.6633
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2254 - g_loss: 1.0149 - d_accuracy: 0.6666Epoch 258: D Accuracy = 0.6028
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2274 - g_loss: 1.0175 - d_accuracy: 0.6643
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2181 - g_loss: 1.0151 - d_accuracy: 0.6717Epoch 259: D Accuracy = 0.6402
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2202 - g_loss: 1.0131 - d_accuracy: 0.6706
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2208 - g_loss: 1.0292 - d_accuracy: 0.6700Epoch 260: D Accuracy = 0.6121
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2227 - g_loss: 1.0264 - d_accuracy: 0.6679
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2287 - g_loss: 1.0212 - d_accuracy: 0.6646Epoch 261: D Accuracy = 0.6776
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2277 - g_loss: 1.0219 - d_accuracy: 0.6650
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2051 - g_loss: 1.0348 - d_accuracy: 0.6805Epoch 262: D Accuracy = 0.6542
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2068 - g_loss: 1.0331 - d_accuracy: 0.6795
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2273 - g_loss: 1.0209 - d_accuracy: 0.6687Epoch 263: D Accuracy = 0.6402
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2276 - g_loss: 1.0236 - d_accuracy: 0.6677
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2165 - g_loss: 1.0291 - d_accuracy: 0.6601Epoch 264: D Accuracy = 0.7103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2143 - g_loss: 1.0322 - d_accuracy: 0.6619
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2131 - g_loss: 1.0240 - d_accuracy: 0.6767Epoch 265: D Accuracy = 0.6449
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2147 - g_loss: 1.0250 - d_accuracy: 0.6755
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2024 - g_loss: 1.0431 - d_accuracy: 0.6841Epoch 266: D Accuracy = 0.7243
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2014 - g_loss: 1.0417 - d_accuracy: 0.6855
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2070 - g_loss: 1.0400 - d_accuracy: 0.6807Epoch 267: D Accuracy = 0.6682
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2066 - g_loss: 1.0445 - d_accuracy: 0.6803
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2135 - g_loss: 1.0259 - d_accuracy: 0.6695Epoch 268: D Accuracy = 0.6822
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2123 - g_loss: 1.0256 - d_accuracy: 0.6700
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2050 - g_loss: 1.0379 - d_accuracy: 0.6860Epoch 269: D Accuracy = 0.7009
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2056 - g_loss: 1.0357 - d_accuracy: 0.6865
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2192 - g_loss: 1.0306 - d_accuracy: 0.6722Epoch 270: D Accuracy = 0.6542
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2202 - g_loss: 1.0288 - d_accuracy: 0.6716
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2199 - g_loss: 1.0322 - d_accuracy: 0.6685Epoch 271: D Accuracy = 0.6636
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2187 - g_loss: 1.0307 - d_accuracy: 0.6684
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2033 - g_loss: 1.0373 - d_accuracy: 0.6771Epoch 272: D Accuracy = 0.6495
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2044 - g_loss: 1.0378 - d_accuracy: 0.6761
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2265 - g_loss: 1.0182 - d_accuracy: 0.6647Epoch 273: D Accuracy = 0.7523
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2251 - g_loss: 1.0128 - d_accuracy: 0.6679
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2114 - g_loss: 1.0340 - d_accuracy: 0.6730Epoch 274: D Accuracy = 0.6075
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2136 - g_loss: 1.0346 - d_accuracy: 0.6706
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2126 - g_loss: 1.0392 - d_accuracy: 0.6786Epoch 275: D Accuracy = 0.6355
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2139 - g_loss: 1.0458 - d_accuracy: 0.6771
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2142 - g_loss: 1.0251 - d_accuracy: 0.6767Epoch 276: D Accuracy = 0.6963
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2134 - g_loss: 1.0274 - d_accuracy: 0.6774
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2076 - g_loss: 1.0353 - d_accuracy: 0.6730Epoch 277: D Accuracy = 0.7290
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2062 - g_loss: 1.0356 - d_accuracy: 0.6750
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2262 - g_loss: 1.0209 - d_accuracy: 0.6646Epoch 278: D Accuracy = 0.6542
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2289 - g_loss: 1.0155 - d_accuracy: 0.6642
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2174 - g_loss: 1.0328 - d_accuracy: 0.6716Epoch 279: D Accuracy = 0.7150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2161 - g_loss: 1.0340 - d_accuracy: 0.6731
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2234 - g_loss: 1.0215 - d_accuracy: 0.6690Epoch 280: D Accuracy = 0.6636
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2244 - g_loss: 1.0176 - d_accuracy: 0.6688
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2164 - g_loss: 1.0399 - d_accuracy: 0.6672Epoch 281: D Accuracy = 0.7477
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2152 - g_loss: 1.0401 - d_accuracy: 0.6700
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2180 - g_loss: 1.0349 - d_accuracy: 0.6646Epoch 282: D Accuracy = 0.5467
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2219 - g_loss: 1.0319 - d_accuracy: 0.6604
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2171 - g_loss: 1.0328 - d_accuracy: 0.6671Epoch 283: D Accuracy = 0.6729
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2179 - g_loss: 1.0334 - d_accuracy: 0.6673
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2114 - g_loss: 1.0340 - d_accuracy: 0.6743Epoch 284: D Accuracy = 0.7150
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2107 - g_loss: 1.0335 - d_accuracy: 0.6758
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2091 - g_loss: 1.0350 - d_accuracy: 0.6705Epoch 285: D Accuracy = 0.6542
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2083 - g_loss: 1.0351 - d_accuracy: 0.6699
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1952 - g_loss: 1.0566 - d_accuracy: 0.6876Epoch 286: D Accuracy = 0.6308
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1975 - g_loss: 1.0501 - d_accuracy: 0.6855
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2009 - g_loss: 1.0372 - d_accuracy: 0.6828Epoch 287: D Accuracy = 0.7103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2016 - g_loss: 1.0344 - d_accuracy: 0.6838
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2143 - g_loss: 1.0425 - d_accuracy: 0.6675Epoch 288: D Accuracy = 0.6776
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2146 - g_loss: 1.0433 - d_accuracy: 0.6678
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2082 - g_loss: 1.0386 - d_accuracy: 0.6711Epoch 289: D Accuracy = 0.7103
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2071 - g_loss: 1.0392 - d_accuracy: 0.6725
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2024 - g_loss: 1.0436 - d_accuracy: 0.6800Epoch 290: D Accuracy = 0.7150
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2024 - g_loss: 1.0374 - d_accuracy: 0.6812
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2164 - g_loss: 1.0391 - d_accuracy: 0.6719Epoch 291: D Accuracy = 0.6776
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2173 - g_loss: 1.0349 - d_accuracy: 0.6721
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2111 - g_loss: 1.0320 - d_accuracy: 0.6753Epoch 292: D Accuracy = 0.7103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2108 - g_loss: 1.0281 - d_accuracy: 0.6766
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2227 - g_loss: 1.0398 - d_accuracy: 0.6693Epoch 293: D Accuracy = 0.6682
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2218 - g_loss: 1.0435 - d_accuracy: 0.6692
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2059 - g_loss: 1.0408 - d_accuracy: 0.6729Epoch 294: D Accuracy = 0.6916
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2052 - g_loss: 1.0416 - d_accuracy: 0.6736
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2136 - g_loss: 1.0377 - d_accuracy: 0.6723Epoch 295: D Accuracy = 0.7196
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2122 - g_loss: 1.0389 - d_accuracy: 0.6740
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1888 - g_loss: 1.0545 - d_accuracy: 0.6918Epoch 296: D Accuracy = 0.7290
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1872 - g_loss: 1.0542 - d_accuracy: 0.6931
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2055 - g_loss: 1.0479 - d_accuracy: 0.6772Epoch 297: D Accuracy = 0.6682
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2045 - g_loss: 1.0519 - d_accuracy: 0.6769
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2084 - g_loss: 1.0441 - d_accuracy: 0.6697Epoch 298: D Accuracy = 0.6215
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2105 - g_loss: 1.0528 - d_accuracy: 0.6680
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2048 - g_loss: 1.0452 - d_accuracy: 0.6774Epoch 299: D Accuracy = 0.6729
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2041 - g_loss: 1.0542 - d_accuracy: 0.6772
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1944 - g_loss: 1.0512 - d_accuracy: 0.6888
Class 12 — Epoch 300 preview:
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Epoch 300: D Accuracy = 0.6168
27/27 [==============================] - 1s 41ms/step - d_loss: 1.1972 - g_loss: 1.0505 - d_accuracy: 0.6862
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2134 - g_loss: 1.0343 - d_accuracy: 0.6787Epoch 301: D Accuracy = 0.7196
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2116 - g_loss: 1.0320 - d_accuracy: 0.6802
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2038 - g_loss: 1.0551 - d_accuracy: 0.6782Epoch 302: D Accuracy = 0.6776
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2019 - g_loss: 1.0587 - d_accuracy: 0.6781
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1987 - g_loss: 1.0459 - d_accuracy: 0.6820Epoch 303: D Accuracy = 0.7336
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1978 - g_loss: 1.0426 - d_accuracy: 0.6838
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2109 - g_loss: 1.0516 - d_accuracy: 0.6723Epoch 304: D Accuracy = 0.6729
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2116 - g_loss: 1.0484 - d_accuracy: 0.6724
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2009 - g_loss: 1.0463 - d_accuracy: 0.6859Epoch 305: D Accuracy = 0.6449
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2039 - g_loss: 1.0385 - d_accuracy: 0.6845
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1993 - g_loss: 1.0586 - d_accuracy: 0.6842Epoch 306: D Accuracy = 0.6776
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1984 - g_loss: 1.0634 - d_accuracy: 0.6840
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2116 - g_loss: 1.0418 - d_accuracy: 0.6746Epoch 307: D Accuracy = 0.6822
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2115 - g_loss: 1.0424 - d_accuracy: 0.6748
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2077 - g_loss: 1.0444 - d_accuracy: 0.6777Epoch 308: D Accuracy = 0.6776
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2075 - g_loss: 1.0524 - d_accuracy: 0.6777
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1932 - g_loss: 1.0539 - d_accuracy: 0.6877Epoch 309: D Accuracy = 0.6776
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1932 - g_loss: 1.0557 - d_accuracy: 0.6873
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1947 - g_loss: 1.0587 - d_accuracy: 0.6868Epoch 310: D Accuracy = 0.6776
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1948 - g_loss: 1.0652 - d_accuracy: 0.6865
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1997 - g_loss: 1.0491 - d_accuracy: 0.6799Epoch 311: D Accuracy = 0.6822
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1972 - g_loss: 1.0531 - d_accuracy: 0.6800
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1977 - g_loss: 1.0509 - d_accuracy: 0.6855Epoch 312: D Accuracy = 0.7383
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1964 - g_loss: 1.0489 - d_accuracy: 0.6874
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1901 - g_loss: 1.0652 - d_accuracy: 0.6864Epoch 313: D Accuracy = 0.6449
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1902 - g_loss: 1.0683 - d_accuracy: 0.6849
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1833 - g_loss: 1.0695 - d_accuracy: 0.6974Epoch 314: D Accuracy = 0.6495
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1842 - g_loss: 1.0710 - d_accuracy: 0.6957
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1906 - g_loss: 1.0605 - d_accuracy: 0.6910Epoch 315: D Accuracy = 0.6215
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1935 - g_loss: 1.0561 - d_accuracy: 0.6885
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1951 - g_loss: 1.0587 - d_accuracy: 0.6849Epoch 316: D Accuracy = 0.7570
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1939 - g_loss: 1.0567 - d_accuracy: 0.6874
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1993 - g_loss: 1.0627 - d_accuracy: 0.6788Epoch 317: D Accuracy = 0.6869
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1994 - g_loss: 1.0619 - d_accuracy: 0.6791
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1947 - g_loss: 1.0602 - d_accuracy: 0.6848Epoch 318: D Accuracy = 0.7290
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1921 - g_loss: 1.0624 - d_accuracy: 0.6864
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1862 - g_loss: 1.0620 - d_accuracy: 0.6949Epoch 319: D Accuracy = 0.7196
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1860 - g_loss: 1.0633 - d_accuracy: 0.6958
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1893 - g_loss: 1.0668 - d_accuracy: 0.6871Epoch 320: D Accuracy = 0.6916
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1890 - g_loss: 1.0670 - d_accuracy: 0.6872
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1924 - g_loss: 1.0651 - d_accuracy: 0.6898Epoch 321: D Accuracy = 0.7290
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1916 - g_loss: 1.0631 - d_accuracy: 0.6912
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1941 - g_loss: 1.0694 - d_accuracy: 0.6896Epoch 322: D Accuracy = 0.7056
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1927 - g_loss: 1.0724 - d_accuracy: 0.6902
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2079 - g_loss: 1.0542 - d_accuracy: 0.6720Epoch 323: D Accuracy = 0.6869
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2072 - g_loss: 1.0572 - d_accuracy: 0.6725
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1949 - g_loss: 1.0588 - d_accuracy: 0.6861Epoch 324: D Accuracy = 0.7243
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1939 - g_loss: 1.0569 - d_accuracy: 0.6875
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1907 - g_loss: 1.0662 - d_accuracy: 0.6882Epoch 325: D Accuracy = 0.6682
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1912 - g_loss: 1.0639 - d_accuracy: 0.6875
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1977 - g_loss: 1.0678 - d_accuracy: 0.6839Epoch 326: D Accuracy = 0.6636
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1968 - g_loss: 1.0715 - d_accuracy: 0.6831
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2006 - g_loss: 1.0595 - d_accuracy: 0.6837Epoch 327: D Accuracy = 0.7056
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1990 - g_loss: 1.0632 - d_accuracy: 0.6845
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1902 - g_loss: 1.0672 - d_accuracy: 0.6869Epoch 328: D Accuracy = 0.6916
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1894 - g_loss: 1.0684 - d_accuracy: 0.6871
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1789 - g_loss: 1.0775 - d_accuracy: 0.6937Epoch 329: D Accuracy = 0.7103
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1787 - g_loss: 1.0783 - d_accuracy: 0.6943
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1870 - g_loss: 1.0712 - d_accuracy: 0.6932Epoch 330: D Accuracy = 0.6215
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1901 - g_loss: 1.0662 - d_accuracy: 0.6906
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1884 - g_loss: 1.0624 - d_accuracy: 0.6916Epoch 331: D Accuracy = 0.7430
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1873 - g_loss: 1.0596 - d_accuracy: 0.6934
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1770 - g_loss: 1.0821 - d_accuracy: 0.6929Epoch 332: D Accuracy = 0.6776
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1765 - g_loss: 1.0861 - d_accuracy: 0.6924
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1939 - g_loss: 1.0598 - d_accuracy: 0.6844Epoch 333: D Accuracy = 0.7056
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1928 - g_loss: 1.0588 - d_accuracy: 0.6852
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1793 - g_loss: 1.0789 - d_accuracy: 0.6942Epoch 334: D Accuracy = 0.7243
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1794 - g_loss: 1.0753 - d_accuracy: 0.6953
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1852 - g_loss: 1.0742 - d_accuracy: 0.6910Epoch 335: D Accuracy = 0.7150
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1833 - g_loss: 1.0786 - d_accuracy: 0.6918
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1896 - g_loss: 1.0748 - d_accuracy: 0.6910Epoch 336: D Accuracy = 0.6869
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1907 - g_loss: 1.0673 - d_accuracy: 0.6908
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1753 - g_loss: 1.0831 - d_accuracy: 0.6950Epoch 337: D Accuracy = 0.7056
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1736 - g_loss: 1.0851 - d_accuracy: 0.6954
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1908 - g_loss: 1.0725 - d_accuracy: 0.6844Epoch 338: D Accuracy = 0.6963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1898 - g_loss: 1.0742 - d_accuracy: 0.6848
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1860 - g_loss: 1.0753 - d_accuracy: 0.6955Epoch 339: D Accuracy = 0.6963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1862 - g_loss: 1.0772 - d_accuracy: 0.6955
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1873 - g_loss: 1.0783 - d_accuracy: 0.6965Epoch 340: D Accuracy = 0.6402
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1883 - g_loss: 1.0801 - d_accuracy: 0.6944
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1851 - g_loss: 1.0763 - d_accuracy: 0.6864Epoch 341: D Accuracy = 0.6542
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1870 - g_loss: 1.0752 - d_accuracy: 0.6853
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1854 - g_loss: 1.0672 - d_accuracy: 0.6946Epoch 342: D Accuracy = 0.7336
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1848 - g_loss: 1.0687 - d_accuracy: 0.6960
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1920 - g_loss: 1.0721 - d_accuracy: 0.6842Epoch 343: D Accuracy = 0.6262
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1931 - g_loss: 1.0822 - d_accuracy: 0.6821
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1742 - g_loss: 1.0853 - d_accuracy: 0.6920Epoch 344: D Accuracy = 0.7009
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1733 - g_loss: 1.0856 - d_accuracy: 0.6924
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1648 - g_loss: 1.0943 - d_accuracy: 0.7031Epoch 345: D Accuracy = 0.7103
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1642 - g_loss: 1.0945 - d_accuracy: 0.7034
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1907 - g_loss: 1.0670 - d_accuracy: 0.6887Epoch 346: D Accuracy = 0.7196
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1885 - g_loss: 1.0697 - d_accuracy: 0.6898
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1846 - g_loss: 1.0827 - d_accuracy: 0.6906Epoch 347: D Accuracy = 0.7056
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1846 - g_loss: 1.0825 - d_accuracy: 0.6912
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1775 - g_loss: 1.0803 - d_accuracy: 0.6974Epoch 348: D Accuracy = 0.6963
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1763 - g_loss: 1.0840 - d_accuracy: 0.6973
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1856 - g_loss: 1.0872 - d_accuracy: 0.6901Epoch 349: D Accuracy = 0.6963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1856 - g_loss: 1.0911 - d_accuracy: 0.6904
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1853 - g_loss: 1.0701 - d_accuracy: 0.6939Epoch 350: D Accuracy = 0.7430
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1838 - g_loss: 1.0664 - d_accuracy: 0.6956
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1842 - g_loss: 1.0794 - d_accuracy: 0.6881Epoch 351: D Accuracy = 0.7150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1846 - g_loss: 1.0740 - d_accuracy: 0.6890
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1758 - g_loss: 1.0828 - d_accuracy: 0.6987Epoch 352: D Accuracy = 0.6495
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1796 - g_loss: 1.0792 - d_accuracy: 0.6969
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1905 - g_loss: 1.0776 - d_accuracy: 0.6868Epoch 353: D Accuracy = 0.6262
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1934 - g_loss: 1.0759 - d_accuracy: 0.6847
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1831 - g_loss: 1.0879 - d_accuracy: 0.6926Epoch 354: D Accuracy = 0.6495
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1852 - g_loss: 1.0850 - d_accuracy: 0.6911
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1822 - g_loss: 1.0823 - d_accuracy: 0.6870Epoch 355: D Accuracy = 0.7430
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1795 - g_loss: 1.0846 - d_accuracy: 0.6890
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1781 - g_loss: 1.0814 - d_accuracy: 0.6955Epoch 356: D Accuracy = 0.7196
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1776 - g_loss: 1.0820 - d_accuracy: 0.6964
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1736 - g_loss: 1.0804 - d_accuracy: 0.6979Epoch 357: D Accuracy = 0.6822
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1733 - g_loss: 1.0785 - d_accuracy: 0.6973
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1854 - g_loss: 1.0817 - d_accuracy: 0.6828Epoch 358: D Accuracy = 0.7290
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1843 - g_loss: 1.0824 - d_accuracy: 0.6845
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1769 - g_loss: 1.0863 - d_accuracy: 0.7030Epoch 359: D Accuracy = 0.7383
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1759 - g_loss: 1.0872 - d_accuracy: 0.7042
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1718 - g_loss: 1.0934 - d_accuracy: 0.6949Epoch 360: D Accuracy = 0.7009
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1712 - g_loss: 1.0929 - d_accuracy: 0.6952
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1690 - g_loss: 1.1018 - d_accuracy: 0.6972Epoch 361: D Accuracy = 0.7150
27/27 [==============================] - 1s 39ms/step - d_loss: 1.1690 - g_loss: 1.0974 - d_accuracy: 0.6978
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1623 - g_loss: 1.1070 - d_accuracy: 0.7066Epoch 362: D Accuracy = 0.7103
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1622 - g_loss: 1.1000 - d_accuracy: 0.7067
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1747 - g_loss: 1.0918 - d_accuracy: 0.7011Epoch 363: D Accuracy = 0.6729
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1762 - g_loss: 1.0891 - d_accuracy: 0.7001
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1572 - g_loss: 1.1097 - d_accuracy: 0.7073Epoch 364: D Accuracy = 0.7383
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1555 - g_loss: 1.1094 - d_accuracy: 0.7084
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1606 - g_loss: 1.1054 - d_accuracy: 0.7063Epoch 365: D Accuracy = 0.6589
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1620 - g_loss: 1.1048 - d_accuracy: 0.7046
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1625 - g_loss: 1.1015 - d_accuracy: 0.7031Epoch 366: D Accuracy = 0.7056
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1601 - g_loss: 1.1060 - d_accuracy: 0.7032
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1909 - g_loss: 1.0749 - d_accuracy: 0.6909Epoch 367: D Accuracy = 0.7009
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1897 - g_loss: 1.0712 - d_accuracy: 0.6912
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1810 - g_loss: 1.0954 - d_accuracy: 0.6944Epoch 368: D Accuracy = 0.7570
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1773 - g_loss: 1.0993 - d_accuracy: 0.6967
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1775 - g_loss: 1.0869 - d_accuracy: 0.6983Epoch 369: D Accuracy = 0.7009
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1771 - g_loss: 1.0854 - d_accuracy: 0.6984
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1653 - g_loss: 1.0971 - d_accuracy: 0.7067Epoch 370: D Accuracy = 0.7056
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1653 - g_loss: 1.0969 - d_accuracy: 0.7067
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1715 - g_loss: 1.0914 - d_accuracy: 0.6942Epoch 371: D Accuracy = 0.7383
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1699 - g_loss: 1.0905 - d_accuracy: 0.6957
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1796 - g_loss: 1.0858 - d_accuracy: 0.6949Epoch 372: D Accuracy = 0.7430
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1785 - g_loss: 1.0883 - d_accuracy: 0.6966
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1724 - g_loss: 1.0909 - d_accuracy: 0.7011Epoch 373: D Accuracy = 0.6963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1723 - g_loss: 1.0917 - d_accuracy: 0.7010
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1747 - g_loss: 1.0873 - d_accuracy: 0.6951Epoch 374: D Accuracy = 0.6963
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1747 - g_loss: 1.0868 - d_accuracy: 0.6951
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1570 - g_loss: 1.1067 - d_accuracy: 0.7054Epoch 375: D Accuracy = 0.7477
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1555 - g_loss: 1.1041 - d_accuracy: 0.7069
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1783 - g_loss: 1.0945 - d_accuracy: 0.6920Epoch 376: D Accuracy = 0.7009
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1768 - g_loss: 1.0952 - d_accuracy: 0.6924
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1576 - g_loss: 1.1104 - d_accuracy: 0.7121Epoch 377: D Accuracy = 0.7383
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1568 - g_loss: 1.1069 - d_accuracy: 0.7130
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1625 - g_loss: 1.1119 - d_accuracy: 0.7047Epoch 378: D Accuracy = 0.6869
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1636 - g_loss: 1.1072 - d_accuracy: 0.7041
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1647 - g_loss: 1.1066 - d_accuracy: 0.7006Epoch 379: D Accuracy = 0.6636
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1651 - g_loss: 1.1092 - d_accuracy: 0.6993
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1641 - g_loss: 1.1116 - d_accuracy: 0.7017Epoch 380: D Accuracy = 0.6542
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1649 - g_loss: 1.1166 - d_accuracy: 0.7000
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1638 - g_loss: 1.0963 - d_accuracy: 0.7071Epoch 381: D Accuracy = 0.6822
27/27 [==============================] - 1s 39ms/step - d_loss: 1.1641 - g_loss: 1.0954 - d_accuracy: 0.7062
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1647 - g_loss: 1.1049 - d_accuracy: 0.7040Epoch 382: D Accuracy = 0.7103
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1647 - g_loss: 1.1063 - d_accuracy: 0.7042
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1733 - g_loss: 1.0964 - d_accuracy: 0.6989Epoch 383: D Accuracy = 0.6636
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1744 - g_loss: 1.0947 - d_accuracy: 0.6976
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1648 - g_loss: 1.1064 - d_accuracy: 0.7032Epoch 384: D Accuracy = 0.6355
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1664 - g_loss: 1.1028 - d_accuracy: 0.7008
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1550 - g_loss: 1.1103 - d_accuracy: 0.7129Epoch 385: D Accuracy = 0.7103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1544 - g_loss: 1.1104 - d_accuracy: 0.7128
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1663 - g_loss: 1.1076 - d_accuracy: 0.7019Epoch 386: D Accuracy = 0.7009
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1654 - g_loss: 1.1142 - d_accuracy: 0.7019
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1570 - g_loss: 1.1169 - d_accuracy: 0.7083Epoch 387: D Accuracy = 0.7570
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1551 - g_loss: 1.1187 - d_accuracy: 0.7100
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1623 - g_loss: 1.1087 - d_accuracy: 0.7003Epoch 388: D Accuracy = 0.7196
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1630 - g_loss: 1.1085 - d_accuracy: 0.7010
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1636 - g_loss: 1.1166 - d_accuracy: 0.7042Epoch 389: D Accuracy = 0.7196
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1614 - g_loss: 1.1252 - d_accuracy: 0.7047
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1585 - g_loss: 1.1055 - d_accuracy: 0.7142Epoch 390: D Accuracy = 0.7009
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1578 - g_loss: 1.1094 - d_accuracy: 0.7137
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1605 - g_loss: 1.1085 - d_accuracy: 0.7071Epoch 391: D Accuracy = 0.7336
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1598 - g_loss: 1.1078 - d_accuracy: 0.7081
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1583 - g_loss: 1.1153 - d_accuracy: 0.7100Epoch 392: D Accuracy = 0.6822
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1570 - g_loss: 1.1236 - d_accuracy: 0.7090
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1567 - g_loss: 1.1103 - d_accuracy: 0.7037Epoch 393: D Accuracy = 0.7103
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1584 - g_loss: 1.1028 - d_accuracy: 0.7039
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1644 - g_loss: 1.1149 - d_accuracy: 0.7046Epoch 394: D Accuracy = 0.6636
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1668 - g_loss: 1.1162 - d_accuracy: 0.7031
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1653 - g_loss: 1.1068 - d_accuracy: 0.7038Epoch 395: D Accuracy = 0.7009
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1653 - g_loss: 1.1065 - d_accuracy: 0.7037
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1514 - g_loss: 1.1248 - d_accuracy: 0.7167Epoch 396: D Accuracy = 0.6636
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1522 - g_loss: 1.1248 - d_accuracy: 0.7148
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1564 - g_loss: 1.1288 - d_accuracy: 0.7108Epoch 397: D Accuracy = 0.6215
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1587 - g_loss: 1.1322 - d_accuracy: 0.7076
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1503 - g_loss: 1.1162 - d_accuracy: 0.7129Epoch 398: D Accuracy = 0.7336
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1479 - g_loss: 1.1209 - d_accuracy: 0.7137
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1516 - g_loss: 1.1222 - d_accuracy: 0.7137Epoch 399: D Accuracy = 0.7243
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1509 - g_loss: 1.1200 - d_accuracy: 0.7141
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1567 - g_loss: 1.1266 - d_accuracy: 0.7036
Class 12 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.7009
27/27 [==============================] - 1s 43ms/step - d_loss: 1.1584 - g_loss: 1.1206 - d_accuracy: 0.7035
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1566 - g_loss: 1.1252 - d_accuracy: 0.7111Epoch 401: D Accuracy = 0.6776
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1573 - g_loss: 1.1303 - d_accuracy: 0.7099
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1430 - g_loss: 1.1298 - d_accuracy: 0.7190Epoch 402: D Accuracy = 0.6636
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1439 - g_loss: 1.1293 - d_accuracy: 0.7170
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1513 - g_loss: 1.1312 - d_accuracy: 0.7123Epoch 403: D Accuracy = 0.7196
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1532 - g_loss: 1.1289 - d_accuracy: 0.7125
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1640 - g_loss: 1.1261 - d_accuracy: 0.7034Epoch 404: D Accuracy = 0.6402
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1658 - g_loss: 1.1294 - d_accuracy: 0.7011
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1515 - g_loss: 1.1237 - d_accuracy: 0.7135Epoch 405: D Accuracy = 0.6869
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1517 - g_loss: 1.1262 - d_accuracy: 0.7126
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1456 - g_loss: 1.1299 - d_accuracy: 0.7197Epoch 406: D Accuracy = 0.7290
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1464 - g_loss: 1.1239 - d_accuracy: 0.7200
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1635 - g_loss: 1.1194 - d_accuracy: 0.6959Epoch 407: D Accuracy = 0.7430
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1632 - g_loss: 1.1176 - d_accuracy: 0.6976
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1611 - g_loss: 1.1182 - d_accuracy: 0.6973Epoch 408: D Accuracy = 0.7477
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1602 - g_loss: 1.1179 - d_accuracy: 0.6991
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1426 - g_loss: 1.1321 - d_accuracy: 0.7218Epoch 409: D Accuracy = 0.8131
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1405 - g_loss: 1.1304 - d_accuracy: 0.7251
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1608 - g_loss: 1.1248 - d_accuracy: 0.7052Epoch 410: D Accuracy = 0.7757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1586 - g_loss: 1.1251 - d_accuracy: 0.7078
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1485 - g_loss: 1.1297 - d_accuracy: 0.7132Epoch 411: D Accuracy = 0.7336
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1472 - g_loss: 1.1284 - d_accuracy: 0.7140
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1500 - g_loss: 1.1328 - d_accuracy: 0.7160Epoch 412: D Accuracy = 0.6262
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1544 - g_loss: 1.1257 - d_accuracy: 0.7128
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1443 - g_loss: 1.1328 - d_accuracy: 0.7153Epoch 413: D Accuracy = 0.7477
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1428 - g_loss: 1.1313 - d_accuracy: 0.7165
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1546 - g_loss: 1.1300 - d_accuracy: 0.7075Epoch 414: D Accuracy = 0.7477
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1547 - g_loss: 1.1218 - d_accuracy: 0.7090
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1317 - g_loss: 1.1473 - d_accuracy: 0.7230Epoch 415: D Accuracy = 0.6916
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1320 - g_loss: 1.1488 - d_accuracy: 0.7218
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1595 - g_loss: 1.1157 - d_accuracy: 0.7056Epoch 416: D Accuracy = 0.7243
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1597 - g_loss: 1.1154 - d_accuracy: 0.7063
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1415 - g_loss: 1.1378 - d_accuracy: 0.7143Epoch 417: D Accuracy = 0.7150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1412 - g_loss: 1.1375 - d_accuracy: 0.7143
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1337 - g_loss: 1.1434 - d_accuracy: 0.7255Epoch 418: D Accuracy = 0.6589
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1359 - g_loss: 1.1442 - d_accuracy: 0.7231
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1427 - g_loss: 1.1446 - d_accuracy: 0.7153Epoch 419: D Accuracy = 0.7383
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1415 - g_loss: 1.1456 - d_accuracy: 0.7161
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1423 - g_loss: 1.1430 - d_accuracy: 0.7137Epoch 420: D Accuracy = 0.6869
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1447 - g_loss: 1.1391 - d_accuracy: 0.7127
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1375 - g_loss: 1.1504 - d_accuracy: 0.7188Epoch 421: D Accuracy = 0.7430
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1381 - g_loss: 1.1557 - d_accuracy: 0.7196
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1421 - g_loss: 1.1340 - d_accuracy: 0.7200Epoch 422: D Accuracy = 0.6542
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1437 - g_loss: 1.1364 - d_accuracy: 0.7176
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1604 - g_loss: 1.1260 - d_accuracy: 0.7041Epoch 423: D Accuracy = 0.7477
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1590 - g_loss: 1.1246 - d_accuracy: 0.7056
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1372 - g_loss: 1.1495 - d_accuracy: 0.7173Epoch 424: D Accuracy = 0.6963
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1387 - g_loss: 1.1459 - d_accuracy: 0.7166
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1366 - g_loss: 1.1440 - d_accuracy: 0.7201Epoch 425: D Accuracy = 0.6682
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1386 - g_loss: 1.1414 - d_accuracy: 0.7182
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1292 - g_loss: 1.1579 - d_accuracy: 0.7210Epoch 426: D Accuracy = 0.7290
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1295 - g_loss: 1.1545 - d_accuracy: 0.7213
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1449 - g_loss: 1.1430 - d_accuracy: 0.7114Epoch 427: D Accuracy = 0.6916
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1455 - g_loss: 1.1434 - d_accuracy: 0.7107
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1502 - g_loss: 1.1416 - d_accuracy: 0.7098Epoch 428: D Accuracy = 0.7664
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1493 - g_loss: 1.1387 - d_accuracy: 0.7118
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1381 - g_loss: 1.1424 - d_accuracy: 0.7201Epoch 429: D Accuracy = 0.6729
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1403 - g_loss: 1.1430 - d_accuracy: 0.7184
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1403 - g_loss: 1.1380 - d_accuracy: 0.7178Epoch 430: D Accuracy = 0.7290
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1404 - g_loss: 1.1361 - d_accuracy: 0.7182
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1379 - g_loss: 1.1515 - d_accuracy: 0.7144Epoch 431: D Accuracy = 0.7664
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1372 - g_loss: 1.1483 - d_accuracy: 0.7163
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1318 - g_loss: 1.1572 - d_accuracy: 0.7268Epoch 432: D Accuracy = 0.7103
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1331 - g_loss: 1.1516 - d_accuracy: 0.7262
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1459 - g_loss: 1.1514 - d_accuracy: 0.7130Epoch 433: D Accuracy = 0.6776
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1479 - g_loss: 1.1561 - d_accuracy: 0.7118
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1384 - g_loss: 1.1369 - d_accuracy: 0.7248Epoch 434: D Accuracy = 0.7290
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1386 - g_loss: 1.1345 - d_accuracy: 0.7249
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1459 - g_loss: 1.1437 - d_accuracy: 0.7187Epoch 435: D Accuracy = 0.7617
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1467 - g_loss: 1.1347 - d_accuracy: 0.7203
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1395 - g_loss: 1.1520 - d_accuracy: 0.7105Epoch 436: D Accuracy = 0.7196
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1384 - g_loss: 1.1529 - d_accuracy: 0.7109
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1368 - g_loss: 1.1423 - d_accuracy: 0.7223Epoch 437: D Accuracy = 0.6963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1376 - g_loss: 1.1402 - d_accuracy: 0.7213
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1310 - g_loss: 1.1624 - d_accuracy: 0.7160Epoch 438: D Accuracy = 0.7150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1315 - g_loss: 1.1638 - d_accuracy: 0.7160
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1354 - g_loss: 1.1528 - d_accuracy: 0.7255Epoch 439: D Accuracy = 0.6402
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1386 - g_loss: 1.1547 - d_accuracy: 0.7225
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1260 - g_loss: 1.1617 - d_accuracy: 0.7203Epoch 440: D Accuracy = 0.7757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1240 - g_loss: 1.1601 - d_accuracy: 0.7223
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1349 - g_loss: 1.1618 - d_accuracy: 0.7155Epoch 441: D Accuracy = 0.7056
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1343 - g_loss: 1.1662 - d_accuracy: 0.7152
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1307 - g_loss: 1.1541 - d_accuracy: 0.7243Epoch 442: D Accuracy = 0.7243
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1319 - g_loss: 1.1513 - d_accuracy: 0.7243
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1387 - g_loss: 1.1498 - d_accuracy: 0.7257Epoch 443: D Accuracy = 0.7336
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1392 - g_loss: 1.1436 - d_accuracy: 0.7260
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1431 - g_loss: 1.1491 - d_accuracy: 0.7172Epoch 444: D Accuracy = 0.7196
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1463 - g_loss: 1.1399 - d_accuracy: 0.7173
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1371 - g_loss: 1.1538 - d_accuracy: 0.7126Epoch 445: D Accuracy = 0.7430
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1382 - g_loss: 1.1494 - d_accuracy: 0.7136
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1275 - g_loss: 1.1610 - d_accuracy: 0.7259Epoch 446: D Accuracy = 0.7196
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1281 - g_loss: 1.1532 - d_accuracy: 0.7256
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1240 - g_loss: 1.1757 - d_accuracy: 0.7251Epoch 447: D Accuracy = 0.6916
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1253 - g_loss: 1.1723 - d_accuracy: 0.7239
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1170 - g_loss: 1.1670 - d_accuracy: 0.7334Epoch 448: D Accuracy = 0.7991
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1158 - g_loss: 1.1571 - d_accuracy: 0.7358
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1270 - g_loss: 1.1772 - d_accuracy: 0.7243Epoch 449: D Accuracy = 0.6916
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1282 - g_loss: 1.1766 - d_accuracy: 0.7231
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1357 - g_loss: 1.1684 - d_accuracy: 0.7186Epoch 450: D Accuracy = 0.6589
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1380 - g_loss: 1.1707 - d_accuracy: 0.7164
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1241 - g_loss: 1.1586 - d_accuracy: 0.7293Epoch 451: D Accuracy = 0.7383
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1252 - g_loss: 1.1536 - d_accuracy: 0.7296
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1456 - g_loss: 1.1534 - d_accuracy: 0.7119Epoch 452: D Accuracy = 0.7243
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1444 - g_loss: 1.1560 - d_accuracy: 0.7123
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1296 - g_loss: 1.1604 - d_accuracy: 0.7163Epoch 453: D Accuracy = 0.7383
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1277 - g_loss: 1.1608 - d_accuracy: 0.7171
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1255 - g_loss: 1.1665 - d_accuracy: 0.7273Epoch 454: D Accuracy = 0.7664
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1252 - g_loss: 1.1597 - d_accuracy: 0.7287
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1139 - g_loss: 1.1843 - d_accuracy: 0.7325Epoch 455: D Accuracy = 0.7196
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1164 - g_loss: 1.1831 - d_accuracy: 0.7321
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1134 - g_loss: 1.1783 - d_accuracy: 0.7352Epoch 456: D Accuracy = 0.7477
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1128 - g_loss: 1.1808 - d_accuracy: 0.7356
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1264 - g_loss: 1.1747 - d_accuracy: 0.7273Epoch 457: D Accuracy = 0.6963
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1271 - g_loss: 1.1786 - d_accuracy: 0.7262
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1161 - g_loss: 1.1748 - d_accuracy: 0.7348Epoch 458: D Accuracy = 0.7150
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1170 - g_loss: 1.1691 - d_accuracy: 0.7341
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1240 - g_loss: 1.1695 - d_accuracy: 0.7282Epoch 459: D Accuracy = 0.7710
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1226 - g_loss: 1.1649 - d_accuracy: 0.7297
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1324 - g_loss: 1.1743 - d_accuracy: 0.7162Epoch 460: D Accuracy = 0.7430
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1311 - g_loss: 1.1783 - d_accuracy: 0.7171
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1209 - g_loss: 1.1646 - d_accuracy: 0.7319Epoch 461: D Accuracy = 0.7196
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1241 - g_loss: 1.1615 - d_accuracy: 0.7315
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1138 - g_loss: 1.1748 - d_accuracy: 0.7287Epoch 462: D Accuracy = 0.7103
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1165 - g_loss: 1.1703 - d_accuracy: 0.7281
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1292 - g_loss: 1.1735 - d_accuracy: 0.7222Epoch 463: D Accuracy = 0.7570
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1292 - g_loss: 1.1710 - d_accuracy: 0.7234
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1127 - g_loss: 1.1870 - d_accuracy: 0.7282Epoch 464: D Accuracy = 0.7523
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1125 - g_loss: 1.1870 - d_accuracy: 0.7291
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1186 - g_loss: 1.1795 - d_accuracy: 0.7302Epoch 465: D Accuracy = 0.7430
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1172 - g_loss: 1.1859 - d_accuracy: 0.7307
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1197 - g_loss: 1.1694 - d_accuracy: 0.7299Epoch 466: D Accuracy = 0.7664
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1183 - g_loss: 1.1706 - d_accuracy: 0.7312
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1118 - g_loss: 1.1892 - d_accuracy: 0.7312Epoch 467: D Accuracy = 0.7336
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1116 - g_loss: 1.1931 - d_accuracy: 0.7313
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1193 - g_loss: 1.1805 - d_accuracy: 0.7261Epoch 468: D Accuracy = 0.7757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1166 - g_loss: 1.1839 - d_accuracy: 0.7278
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1073 - g_loss: 1.1952 - d_accuracy: 0.7329Epoch 469: D Accuracy = 0.7150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1074 - g_loss: 1.1968 - d_accuracy: 0.7323
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1046 - g_loss: 1.1938 - d_accuracy: 0.7388Epoch 470: D Accuracy = 0.7944
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1025 - g_loss: 1.1918 - d_accuracy: 0.7408
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1137 - g_loss: 1.2036 - d_accuracy: 0.7324Epoch 471: D Accuracy = 0.7196
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1141 - g_loss: 1.2062 - d_accuracy: 0.7319
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1159 - g_loss: 1.1951 - d_accuracy: 0.7275Epoch 472: D Accuracy = 0.7290
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1172 - g_loss: 1.1897 - d_accuracy: 0.7276
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1206 - g_loss: 1.1875 - d_accuracy: 0.7256Epoch 473: D Accuracy = 0.7897
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1176 - g_loss: 1.1849 - d_accuracy: 0.7279
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1104 - g_loss: 1.1912 - d_accuracy: 0.7349Epoch 474: D Accuracy = 0.7757
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1096 - g_loss: 1.1873 - d_accuracy: 0.7364
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1007 - g_loss: 1.2165 - d_accuracy: 0.7366Epoch 475: D Accuracy = 0.6542
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1032 - g_loss: 1.2198 - d_accuracy: 0.7337
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1298 - g_loss: 1.1820 - d_accuracy: 0.7185Epoch 476: D Accuracy = 0.6916
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1307 - g_loss: 1.1812 - d_accuracy: 0.7175
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1121 - g_loss: 1.1881 - d_accuracy: 0.7360Epoch 477: D Accuracy = 0.6916
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1127 - g_loss: 1.1910 - d_accuracy: 0.7344
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1059 - g_loss: 1.1965 - d_accuracy: 0.7374Epoch 478: D Accuracy = 0.7617
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1042 - g_loss: 1.1979 - d_accuracy: 0.7383
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1138 - g_loss: 1.1982 - d_accuracy: 0.7309Epoch 479: D Accuracy = 0.8131
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1113 - g_loss: 1.1938 - d_accuracy: 0.7339
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1105 - g_loss: 1.2077 - d_accuracy: 0.7269Epoch 480: D Accuracy = 0.7383
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1079 - g_loss: 1.2129 - d_accuracy: 0.7273
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1201 - g_loss: 1.2031 - d_accuracy: 0.7215Epoch 481: D Accuracy = 0.6869
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1227 - g_loss: 1.1957 - d_accuracy: 0.7202
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1069 - g_loss: 1.2070 - d_accuracy: 0.7338Epoch 482: D Accuracy = 0.6963
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1081 - g_loss: 1.2138 - d_accuracy: 0.7325
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0987 - g_loss: 1.1946 - d_accuracy: 0.7428Epoch 483: D Accuracy = 0.7897
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0987 - g_loss: 1.1893 - d_accuracy: 0.7445
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1109 - g_loss: 1.2050 - d_accuracy: 0.7378Epoch 484: D Accuracy = 0.7009
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1132 - g_loss: 1.2079 - d_accuracy: 0.7365
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1073 - g_loss: 1.2035 - d_accuracy: 0.7375Epoch 485: D Accuracy = 0.7570
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1070 - g_loss: 1.2008 - d_accuracy: 0.7382
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1242 - g_loss: 1.1799 - d_accuracy: 0.7250Epoch 486: D Accuracy = 0.7150
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1262 - g_loss: 1.1699 - d_accuracy: 0.7246
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1004 - g_loss: 1.2218 - d_accuracy: 0.7363Epoch 487: D Accuracy = 0.6729
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1041 - g_loss: 1.2153 - d_accuracy: 0.7340
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1048 - g_loss: 1.2066 - d_accuracy: 0.7358Epoch 488: D Accuracy = 0.7103
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1051 - g_loss: 1.2084 - d_accuracy: 0.7349
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1131 - g_loss: 1.2043 - d_accuracy: 0.7286Epoch 489: D Accuracy = 0.6963
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1124 - g_loss: 1.2104 - d_accuracy: 0.7275
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1131 - g_loss: 1.1859 - d_accuracy: 0.7352Epoch 490: D Accuracy = 0.7290
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1133 - g_loss: 1.1846 - d_accuracy: 0.7350
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0919 - g_loss: 1.2161 - d_accuracy: 0.7488Epoch 491: D Accuracy = 0.7804
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0909 - g_loss: 1.2105 - d_accuracy: 0.7499
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1058 - g_loss: 1.2062 - d_accuracy: 0.7289Epoch 492: D Accuracy = 0.7196
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1057 - g_loss: 1.2023 - d_accuracy: 0.7286
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0959 - g_loss: 1.2085 - d_accuracy: 0.7478Epoch 493: D Accuracy = 0.7757
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0953 - g_loss: 1.2111 - d_accuracy: 0.7488
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1007 - g_loss: 1.2037 - d_accuracy: 0.7279Epoch 494: D Accuracy = 0.7897
27/27 [==============================] - 1s 36ms/step - d_loss: 1.0986 - g_loss: 1.2023 - d_accuracy: 0.7301
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0977 - g_loss: 1.2233 - d_accuracy: 0.7433Epoch 495: D Accuracy = 0.7757
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0951 - g_loss: 1.2263 - d_accuracy: 0.7444
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0951 - g_loss: 1.2186 - d_accuracy: 0.7411Epoch 496: D Accuracy = 0.6822
27/27 [==============================] - 1s 37ms/step - d_loss: 1.0981 - g_loss: 1.2148 - d_accuracy: 0.7390
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1072 - g_loss: 1.1955 - d_accuracy: 0.7348Epoch 497: D Accuracy = 0.7336
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1087 - g_loss: 1.1875 - d_accuracy: 0.7347
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0938 - g_loss: 1.2156 - d_accuracy: 0.7413Epoch 498: D Accuracy = 0.6589
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0978 - g_loss: 1.2133 - d_accuracy: 0.7383
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0892 - g_loss: 1.2204 - d_accuracy: 0.7429Epoch 499: D Accuracy = 0.7850
27/27 [==============================] - 1s 35ms/step - d_loss: 1.0888 - g_loss: 1.2167 - d_accuracy: 0.7444
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1102 - g_loss: 1.1990 - d_accuracy: 0.7359
Class 12 — Epoch 500 preview:
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Epoch 500: D Accuracy = 0.7056
27/27 [==============================] - 1s 41ms/step - d_loss: 1.1116 - g_loss: 1.1956 - d_accuracy: 0.7348
Training DCGAN for class 13...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.6302 - g_loss: 0.9691 - d_accuracy: 0.4977WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0162s vs `on_train_batch_end` time: 0.0182s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 1.2273 - g_loss: 1.1243 - d_accuracy: 0.6962
Epoch 1: Generator loss improved from inf to 1.2622. Saving weights.
Epoch 1: D Accuracy = 0.7361
27/27 [==============================] - 2s 36ms/step - d_loss: 1.2241 - g_loss: 1.1292 - d_accuracy: 0.6977
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1116 - g_loss: 1.2835 - d_accuracy: 0.7558
Epoch 2: Generator loss improved from 1.2622 to 1.1683. Saving weights.
Epoch 2: D Accuracy = 0.7315
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1129 - g_loss: 1.2794 - d_accuracy: 0.7550
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1945 - g_loss: 1.1591 - d_accuracy: 0.6940Epoch 3: D Accuracy = 0.8241
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1852 - g_loss: 1.1683 - d_accuracy: 0.6987
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9707 - g_loss: 1.4263 - d_accuracy: 0.8072Epoch 4: D Accuracy = 0.8056
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9687 - g_loss: 1.4311 - d_accuracy: 0.8071
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 0.8392 - g_loss: 1.6700 - d_accuracy: 0.8634Epoch 5: D Accuracy = 0.8981
27/27 [==============================] - 1s 35ms/step - d_loss: 0.8371 - g_loss: 1.6773 - d_accuracy: 0.8647
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6435 - g_loss: 2.3086 - d_accuracy: 0.9276Epoch 6: D Accuracy = 0.9630
27/27 [==============================] - 1s 37ms/step - d_loss: 0.6416 - g_loss: 2.3088 - d_accuracy: 0.9289
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5284 - g_loss: 2.9443 - d_accuracy: 0.9615Epoch 7: D Accuracy = 0.9907
27/27 [==============================] - 1s 40ms/step - d_loss: 0.5268 - g_loss: 2.9508 - d_accuracy: 0.9625
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5326 - g_loss: 3.0940 - d_accuracy: 0.9566Epoch 8: D Accuracy = 0.9676
27/27 [==============================] - 1s 37ms/step - d_loss: 0.5301 - g_loss: 3.1320 - d_accuracy: 0.9569
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4534 - g_loss: 3.9027 - d_accuracy: 0.9794Epoch 9: D Accuracy = 0.9861
27/27 [==============================] - 1s 35ms/step - d_loss: 0.4529 - g_loss: 3.9058 - d_accuracy: 0.9796
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 0.5107 - g_loss: 3.5638 - d_accuracy: 0.9627Epoch 10: D Accuracy = 0.8796
27/27 [==============================] - 1s 34ms/step - d_loss: 0.5199 - g_loss: 3.5021 - d_accuracy: 0.9597
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4675 - g_loss: 1.3316 - d_accuracy: 0.6228Epoch 11: D Accuracy = 0.5972
27/27 [==============================] - 1s 35ms/step - d_loss: 1.4665 - g_loss: 1.3300 - d_accuracy: 0.6219
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3689 - g_loss: 1.1051 - d_accuracy: 0.6098
Epoch 12: Generator loss improved from 1.1683 to 1.0174. Saving weights.
Epoch 12: D Accuracy = 0.5741
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3699 - g_loss: 1.1020 - d_accuracy: 0.6085
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3517 - g_loss: 1.0359 - d_accuracy: 0.6144
Epoch 13: Generator loss improved from 1.0174 to 0.9998. Saving weights.
Epoch 13: D Accuracy = 0.6157
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3506 - g_loss: 1.0347 - d_accuracy: 0.6144
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3270 - g_loss: 1.0090 - d_accuracy: 0.6131
Epoch 14: Generator loss improved from 0.9998 to 0.9707. Saving weights.
Epoch 14: D Accuracy = 0.6204
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3257 - g_loss: 1.0077 - d_accuracy: 0.6134
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3237 - g_loss: 0.9893 - d_accuracy: 0.6168
Epoch 15: Generator loss improved from 0.9707 to 0.9166. Saving weights.
Epoch 15: D Accuracy = 0.5556
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3258 - g_loss: 0.9867 - d_accuracy: 0.6146
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3018 - g_loss: 0.9979 - d_accuracy: 0.6244Epoch 16: D Accuracy = 0.6296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2998 - g_loss: 1.0052 - d_accuracy: 0.6246
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3042 - g_loss: 0.9753 - d_accuracy: 0.6174Epoch 17: D Accuracy = 0.6343
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3032 - g_loss: 0.9746 - d_accuracy: 0.6180
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2961 - g_loss: 0.9778 - d_accuracy: 0.6228Epoch 18: D Accuracy = 0.6713
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2937 - g_loss: 0.9801 - d_accuracy: 0.6245
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3027 - g_loss: 0.9690 - d_accuracy: 0.6210Epoch 19: D Accuracy = 0.6065
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3033 - g_loss: 0.9709 - d_accuracy: 0.6205
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2844 - g_loss: 0.9783 - d_accuracy: 0.6279
Epoch 20: Generator loss improved from 0.9166 to 0.8868. Saving weights.
Epoch 20: D Accuracy = 0.6435
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2838 - g_loss: 0.9751 - d_accuracy: 0.6284
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2863 - g_loss: 0.9781 - d_accuracy: 0.6260Epoch 21: D Accuracy = 0.6528
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2852 - g_loss: 0.9784 - d_accuracy: 0.6270
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2611 - g_loss: 0.9966 - d_accuracy: 0.6464Epoch 22: D Accuracy = 0.6528
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2605 - g_loss: 0.9966 - d_accuracy: 0.6467
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2372 - g_loss: 1.0160 - d_accuracy: 0.6637Epoch 23: D Accuracy = 0.6343
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2382 - g_loss: 1.0154 - d_accuracy: 0.6626
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2576 - g_loss: 1.0092 - d_accuracy: 0.6439Epoch 24: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2589 - g_loss: 1.0134 - d_accuracy: 0.6417
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2101 - g_loss: 1.0462 - d_accuracy: 0.6788Epoch 25: D Accuracy = 0.7778
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2085 - g_loss: 1.0417 - d_accuracy: 0.6824
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1952 - g_loss: 1.0860 - d_accuracy: 0.6924Epoch 26: D Accuracy = 0.7037
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1935 - g_loss: 1.0930 - d_accuracy: 0.6928
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1895 - g_loss: 1.0857 - d_accuracy: 0.6925Epoch 27: D Accuracy = 0.7315
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1868 - g_loss: 1.0876 - d_accuracy: 0.6939
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1571 - g_loss: 1.1387 - d_accuracy: 0.7116Epoch 28: D Accuracy = 0.7130
27/27 [==============================] - 1s 39ms/step - d_loss: 1.1553 - g_loss: 1.1468 - d_accuracy: 0.7116
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1618 - g_loss: 1.1431 - d_accuracy: 0.7086Epoch 29: D Accuracy = 0.6944
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1615 - g_loss: 1.1413 - d_accuracy: 0.7081
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1465 - g_loss: 1.1844 - d_accuracy: 0.7124Epoch 30: D Accuracy = 0.6481
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1486 - g_loss: 1.1910 - d_accuracy: 0.7101
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1289 - g_loss: 1.1916 - d_accuracy: 0.7328Epoch 31: D Accuracy = 0.7593
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1275 - g_loss: 1.1954 - d_accuracy: 0.7338
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1285 - g_loss: 1.1992 - d_accuracy: 0.7233Epoch 32: D Accuracy = 0.6806
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1297 - g_loss: 1.2032 - d_accuracy: 0.7217
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1420 - g_loss: 1.1994 - d_accuracy: 0.7121Epoch 33: D Accuracy = 0.7269
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1401 - g_loss: 1.2012 - d_accuracy: 0.7126
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1417 - g_loss: 1.2085 - d_accuracy: 0.7162Epoch 34: D Accuracy = 0.7269
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1420 - g_loss: 1.2119 - d_accuracy: 0.7165
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1807 - g_loss: 1.1611 - d_accuracy: 0.7058Epoch 35: D Accuracy = 0.6806
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1835 - g_loss: 1.1553 - d_accuracy: 0.7049
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1878 - g_loss: 1.1635 - d_accuracy: 0.6932Epoch 36: D Accuracy = 0.6852
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1863 - g_loss: 1.1671 - d_accuracy: 0.6929
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1960 - g_loss: 1.1403 - d_accuracy: 0.6843Epoch 37: D Accuracy = 0.6991
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1957 - g_loss: 1.1397 - d_accuracy: 0.6848
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1934 - g_loss: 1.1349 - d_accuracy: 0.6855Epoch 38: D Accuracy = 0.7083
27/27 [==============================] - 1s 34ms/step - d_loss: 1.1922 - g_loss: 1.1397 - d_accuracy: 0.6863
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2127 - g_loss: 1.1120 - d_accuracy: 0.6787Epoch 39: D Accuracy = 0.7361
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2100 - g_loss: 1.1150 - d_accuracy: 0.6808
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2072 - g_loss: 1.1128 - d_accuracy: 0.6774Epoch 40: D Accuracy = 0.6759
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2065 - g_loss: 1.1118 - d_accuracy: 0.6773
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2382 - g_loss: 1.0868 - d_accuracy: 0.6630
Epoch 41: Generator loss improved from 0.8868 to 0.8735. Saving weights.
Epoch 41: D Accuracy = 0.6343
27/27 [==============================] - 1s 40ms/step - d_loss: 1.2421 - g_loss: 1.0792 - d_accuracy: 0.6619
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2190 - g_loss: 1.0881 - d_accuracy: 0.6741Epoch 42: D Accuracy = 0.7037
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2182 - g_loss: 1.0872 - d_accuracy: 0.6751
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2379 - g_loss: 1.0773 - d_accuracy: 0.6608Epoch 43: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2383 - g_loss: 1.0755 - d_accuracy: 0.6610
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2462 - g_loss: 1.0638 - d_accuracy: 0.6571Epoch 44: D Accuracy = 0.6713
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2448 - g_loss: 1.0625 - d_accuracy: 0.6576
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2327 - g_loss: 1.0635 - d_accuracy: 0.6613Epoch 45: D Accuracy = 0.5741
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2366 - g_loss: 1.0655 - d_accuracy: 0.6582
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2334 - g_loss: 1.0594 - d_accuracy: 0.6586Epoch 46: D Accuracy = 0.7130
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2328 - g_loss: 1.0614 - d_accuracy: 0.6606
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2419 - g_loss: 1.0576 - d_accuracy: 0.6550Epoch 47: D Accuracy = 0.6157
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2418 - g_loss: 1.0625 - d_accuracy: 0.6536
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2386 - g_loss: 1.0443 - d_accuracy: 0.6579
Epoch 48: Generator loss improved from 0.8735 to 0.8504. Saving weights.
Epoch 48: D Accuracy = 0.6065
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2411 - g_loss: 1.0374 - d_accuracy: 0.6560
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2363 - g_loss: 1.0552 - d_accuracy: 0.6626Epoch 49: D Accuracy = 0.6528
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2337 - g_loss: 1.0586 - d_accuracy: 0.6623
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2336 - g_loss: 1.0498 - d_accuracy: 0.6569Epoch 50: D Accuracy = 0.6204
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2349 - g_loss: 1.0453 - d_accuracy: 0.6556
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2438 - g_loss: 1.0530 - d_accuracy: 0.6571Epoch 51: D Accuracy = 0.6528
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2424 - g_loss: 1.0587 - d_accuracy: 0.6570
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2281 - g_loss: 1.0526 - d_accuracy: 0.6697Epoch 52: D Accuracy = 0.6713
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2273 - g_loss: 1.0501 - d_accuracy: 0.6697
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2484 - g_loss: 1.0438 - d_accuracy: 0.6555Epoch 53: D Accuracy = 0.6435
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2495 - g_loss: 1.0390 - d_accuracy: 0.6551
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2343 - g_loss: 1.0482 - d_accuracy: 0.6576Epoch 54: D Accuracy = 0.6852
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2335 - g_loss: 1.0451 - d_accuracy: 0.6586
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2372 - g_loss: 1.0485 - d_accuracy: 0.6600Epoch 55: D Accuracy = 0.6435
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2379 - g_loss: 1.0494 - d_accuracy: 0.6594
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2513 - g_loss: 1.0339 - d_accuracy: 0.6484Epoch 56: D Accuracy = 0.6713
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2510 - g_loss: 1.0300 - d_accuracy: 0.6492
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2425 - g_loss: 1.0410 - d_accuracy: 0.6520Epoch 57: D Accuracy = 0.6574
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2431 - g_loss: 1.0397 - d_accuracy: 0.6521
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2464 - g_loss: 1.0353 - d_accuracy: 0.6543Epoch 58: D Accuracy = 0.6065
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2494 - g_loss: 1.0343 - d_accuracy: 0.6526
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2608 - g_loss: 1.0192 - d_accuracy: 0.6381Epoch 59: D Accuracy = 0.6620
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2604 - g_loss: 1.0178 - d_accuracy: 0.6389
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2480 - g_loss: 1.0306 - d_accuracy: 0.6520Epoch 60: D Accuracy = 0.6481
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2485 - g_loss: 1.0299 - d_accuracy: 0.6519
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2572 - g_loss: 1.0187 - d_accuracy: 0.6480Epoch 61: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2573 - g_loss: 1.0208 - d_accuracy: 0.6472
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2522 - g_loss: 1.0182 - d_accuracy: 0.6504Epoch 62: D Accuracy = 0.6157
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2536 - g_loss: 1.0201 - d_accuracy: 0.6492
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2563 - g_loss: 1.0204 - d_accuracy: 0.6397Epoch 63: D Accuracy = 0.6157
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2585 - g_loss: 1.0197 - d_accuracy: 0.6388
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2564 - g_loss: 1.0131 - d_accuracy: 0.6416Epoch 64: D Accuracy = 0.6713
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2543 - g_loss: 1.0169 - d_accuracy: 0.6427
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2637 - g_loss: 1.0122 - d_accuracy: 0.6333Epoch 65: D Accuracy = 0.5880
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2650 - g_loss: 1.0116 - d_accuracy: 0.6317
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2607 - g_loss: 1.0063 - d_accuracy: 0.6398Epoch 66: D Accuracy = 0.6296
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2614 - g_loss: 1.0079 - d_accuracy: 0.6394
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2586 - g_loss: 1.0116 - d_accuracy: 0.6445Epoch 67: D Accuracy = 0.6111
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2597 - g_loss: 1.0115 - d_accuracy: 0.6433
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2654 - g_loss: 1.0046 - d_accuracy: 0.6422Epoch 68: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2634 - g_loss: 1.0053 - d_accuracy: 0.6430
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2729 - g_loss: 1.0061 - d_accuracy: 0.6262Epoch 69: D Accuracy = 0.6528
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2710 - g_loss: 1.0104 - d_accuracy: 0.6271
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2731 - g_loss: 1.0019 - d_accuracy: 0.6306Epoch 70: D Accuracy = 0.6620
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2724 - g_loss: 0.9988 - d_accuracy: 0.6317
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2709 - g_loss: 1.0013 - d_accuracy: 0.6396Epoch 71: D Accuracy = 0.5972
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2712 - g_loss: 1.0084 - d_accuracy: 0.6381
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2678 - g_loss: 0.9945 - d_accuracy: 0.6367Epoch 72: D Accuracy = 0.6481
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2691 - g_loss: 0.9922 - d_accuracy: 0.6371
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2752 - g_loss: 0.9898 - d_accuracy: 0.6316Epoch 73: D Accuracy = 0.5972
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2772 - g_loss: 0.9863 - d_accuracy: 0.6304
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2699 - g_loss: 0.9893 - d_accuracy: 0.6320Epoch 74: D Accuracy = 0.6296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2697 - g_loss: 0.9912 - d_accuracy: 0.6319
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2735 - g_loss: 0.9890 - d_accuracy: 0.6309Epoch 75: D Accuracy = 0.6204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2741 - g_loss: 0.9914 - d_accuracy: 0.6305
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2667 - g_loss: 0.9887 - d_accuracy: 0.6379Epoch 76: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2673 - g_loss: 0.9916 - d_accuracy: 0.6374
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9787 - d_accuracy: 0.6270Epoch 77: D Accuracy = 0.6389
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2825 - g_loss: 0.9772 - d_accuracy: 0.6274
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2728 - g_loss: 0.9838 - d_accuracy: 0.6308Epoch 78: D Accuracy = 0.5833
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2751 - g_loss: 0.9818 - d_accuracy: 0.6291
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2737 - g_loss: 0.9785 - d_accuracy: 0.6303Epoch 79: D Accuracy = 0.6898
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2711 - g_loss: 0.9797 - d_accuracy: 0.6324
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9730 - d_accuracy: 0.6230Epoch 80: D Accuracy = 0.6065
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2833 - g_loss: 0.9731 - d_accuracy: 0.6224
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2737 - g_loss: 0.9826 - d_accuracy: 0.6295Epoch 81: D Accuracy = 0.6574
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2717 - g_loss: 0.9842 - d_accuracy: 0.6305
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2975 - g_loss: 0.9600 - d_accuracy: 0.6154Epoch 82: D Accuracy = 0.6852
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2961 - g_loss: 0.9587 - d_accuracy: 0.6179
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2919 - g_loss: 0.9648 - d_accuracy: 0.6167Epoch 83: D Accuracy = 0.6713
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2909 - g_loss: 0.9619 - d_accuracy: 0.6187
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2797 - g_loss: 0.9757 - d_accuracy: 0.6358Epoch 84: D Accuracy = 0.6343
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2792 - g_loss: 0.9775 - d_accuracy: 0.6357
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2804 - g_loss: 0.9669 - d_accuracy: 0.6315Epoch 85: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2808 - g_loss: 0.9674 - d_accuracy: 0.6313
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2909 - g_loss: 0.9645 - d_accuracy: 0.6221Epoch 86: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2905 - g_loss: 0.9638 - d_accuracy: 0.6210
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2840 - g_loss: 0.9663 - d_accuracy: 0.6225Epoch 87: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2833 - g_loss: 0.9688 - d_accuracy: 0.6226
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2918 - g_loss: 0.9664 - d_accuracy: 0.6204Epoch 88: D Accuracy = 0.6343
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2916 - g_loss: 0.9680 - d_accuracy: 0.6209
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2898 - g_loss: 0.9644 - d_accuracy: 0.6226Epoch 89: D Accuracy = 0.5787
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2919 - g_loss: 0.9635 - d_accuracy: 0.6210
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2972 - g_loss: 0.9583 - d_accuracy: 0.6137Epoch 90: D Accuracy = 0.5972
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2979 - g_loss: 0.9589 - d_accuracy: 0.6131
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2986 - g_loss: 0.9502 - d_accuracy: 0.6153Epoch 91: D Accuracy = 0.6667
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2976 - g_loss: 0.9511 - d_accuracy: 0.6171
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2929 - g_loss: 0.9571 - d_accuracy: 0.6172Epoch 92: D Accuracy = 0.5787
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2954 - g_loss: 0.9563 - d_accuracy: 0.6158
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2886 - g_loss: 0.9601 - d_accuracy: 0.6216Epoch 93: D Accuracy = 0.6204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2897 - g_loss: 0.9589 - d_accuracy: 0.6216
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3020 - g_loss: 0.9510 - d_accuracy: 0.6086
Epoch 94: Generator loss improved from 0.8504 to 0.8001. Saving weights.
Epoch 94: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3016 - g_loss: 0.9457 - d_accuracy: 0.6107
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3144 - g_loss: 0.9423 - d_accuracy: 0.5956Epoch 95: D Accuracy = 0.5741
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3134 - g_loss: 0.9447 - d_accuracy: 0.5949
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2955 - g_loss: 0.9535 - d_accuracy: 0.6135Epoch 96: D Accuracy = 0.6296
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2955 - g_loss: 0.9511 - d_accuracy: 0.6140
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3027 - g_loss: 0.9461 - d_accuracy: 0.6064Epoch 97: D Accuracy = 0.6296
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3020 - g_loss: 0.9459 - d_accuracy: 0.6072
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3058 - g_loss: 0.9404 - d_accuracy: 0.6035Epoch 98: D Accuracy = 0.6111
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3048 - g_loss: 0.9386 - d_accuracy: 0.6038
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3136 - g_loss: 0.9415 - d_accuracy: 0.5924Epoch 99: D Accuracy = 0.5694
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3131 - g_loss: 0.9461 - d_accuracy: 0.5916
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3062 - g_loss: 0.9404 - d_accuracy: 0.6031
Class 13 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.5833
27/27 [==============================] - 1s 41ms/step - d_loss: 1.3075 - g_loss: 0.9407 - d_accuracy: 0.6024
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3028 - g_loss: 0.9399 - d_accuracy: 0.6053Epoch 101: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3012 - g_loss: 0.9358 - d_accuracy: 0.6075
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3090 - g_loss: 0.9398 - d_accuracy: 0.6035Epoch 102: D Accuracy = 0.6389
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3082 - g_loss: 0.9382 - d_accuracy: 0.6048
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3094 - g_loss: 0.9380 - d_accuracy: 0.6027Epoch 103: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3082 - g_loss: 0.9423 - d_accuracy: 0.6035
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3068 - g_loss: 0.9381 - d_accuracy: 0.6056Epoch 104: D Accuracy = 0.6019
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3062 - g_loss: 0.9406 - d_accuracy: 0.6055
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3080 - g_loss: 0.9343 - d_accuracy: 0.6017Epoch 105: D Accuracy = 0.5972
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3077 - g_loss: 0.9360 - d_accuracy: 0.6015
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3088 - g_loss: 0.9374 - d_accuracy: 0.6153Epoch 106: D Accuracy = 0.6528
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3087 - g_loss: 0.9369 - d_accuracy: 0.6167
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3106 - g_loss: 0.9383 - d_accuracy: 0.6017Epoch 107: D Accuracy = 0.6157
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3092 - g_loss: 0.9385 - d_accuracy: 0.6022
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3215 - g_loss: 0.9223 - d_accuracy: 0.5896Epoch 108: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3207 - g_loss: 0.9216 - d_accuracy: 0.5908
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3119 - g_loss: 0.9331 - d_accuracy: 0.5998Epoch 109: D Accuracy = 0.5741
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3129 - g_loss: 0.9339 - d_accuracy: 0.5989
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3147 - g_loss: 0.9302 - d_accuracy: 0.5933Epoch 110: D Accuracy = 0.6204
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3148 - g_loss: 0.9300 - d_accuracy: 0.5943
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.9303 - d_accuracy: 0.6017Epoch 111: D Accuracy = 0.6435
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3144 - g_loss: 0.9298 - d_accuracy: 0.6032
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3220 - g_loss: 0.9265 - d_accuracy: 0.5964Epoch 112: D Accuracy = 0.5787
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3216 - g_loss: 0.9244 - d_accuracy: 0.5957
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3150 - g_loss: 0.9258 - d_accuracy: 0.6020Epoch 113: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3146 - g_loss: 0.9271 - d_accuracy: 0.6014
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.9260 - d_accuracy: 0.5905Epoch 114: D Accuracy = 0.5926
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3188 - g_loss: 0.9277 - d_accuracy: 0.5906
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3104 - g_loss: 0.9330 - d_accuracy: 0.6014Epoch 115: D Accuracy = 0.6389
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3094 - g_loss: 0.9365 - d_accuracy: 0.6027
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3272 - g_loss: 0.9239 - d_accuracy: 0.5953Epoch 116: D Accuracy = 0.5602
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3285 - g_loss: 0.9253 - d_accuracy: 0.5940
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3280 - g_loss: 0.9143 - d_accuracy: 0.5892Epoch 117: D Accuracy = 0.5648
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3267 - g_loss: 0.9172 - d_accuracy: 0.5883
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3238 - g_loss: 0.9201 - d_accuracy: 0.5900Epoch 118: D Accuracy = 0.5463
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3264 - g_loss: 0.9201 - d_accuracy: 0.5884
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.9136 - d_accuracy: 0.5955Epoch 119: D Accuracy = 0.5602
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3276 - g_loss: 0.9130 - d_accuracy: 0.5943
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3132 - g_loss: 0.9181 - d_accuracy: 0.5976Epoch 120: D Accuracy = 0.6111
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3136 - g_loss: 0.9158 - d_accuracy: 0.5981
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3241 - g_loss: 0.9174 - d_accuracy: 0.5900Epoch 121: D Accuracy = 0.5602
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3248 - g_loss: 0.9171 - d_accuracy: 0.5890
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3214 - g_loss: 0.9180 - d_accuracy: 0.5957Epoch 122: D Accuracy = 0.5787
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3227 - g_loss: 0.9175 - d_accuracy: 0.5950
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3193 - g_loss: 0.9165 - d_accuracy: 0.5956Epoch 123: D Accuracy = 0.6667
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3162 - g_loss: 0.9188 - d_accuracy: 0.5981
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3306 - g_loss: 0.9146 - d_accuracy: 0.5856Epoch 124: D Accuracy = 0.5093
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3312 - g_loss: 0.9179 - d_accuracy: 0.5828
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3287 - g_loss: 0.9117 - d_accuracy: 0.5857Epoch 125: D Accuracy = 0.5833
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3293 - g_loss: 0.9129 - d_accuracy: 0.5856
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3132 - g_loss: 0.9170 - d_accuracy: 0.5999Epoch 126: D Accuracy = 0.5926
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3150 - g_loss: 0.9148 - d_accuracy: 0.5997
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3175 - g_loss: 0.9203 - d_accuracy: 0.5938Epoch 127: D Accuracy = 0.5556
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3196 - g_loss: 0.9188 - d_accuracy: 0.5924
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.9141 - d_accuracy: 0.5870Epoch 128: D Accuracy = 0.5509
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3291 - g_loss: 0.9147 - d_accuracy: 0.5857
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3215 - g_loss: 0.9153 - d_accuracy: 0.5901Epoch 129: D Accuracy = 0.5694
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3213 - g_loss: 0.9151 - d_accuracy: 0.5894
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3175 - g_loss: 0.9180 - d_accuracy: 0.5911Epoch 130: D Accuracy = 0.5694
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3171 - g_loss: 0.9204 - d_accuracy: 0.5903
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3291 - g_loss: 0.9023 - d_accuracy: 0.5882Epoch 131: D Accuracy = 0.6157
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3287 - g_loss: 0.8999 - d_accuracy: 0.5892
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3281 - g_loss: 0.9074 - d_accuracy: 0.5841Epoch 132: D Accuracy = 0.5741
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3286 - g_loss: 0.9078 - d_accuracy: 0.5837
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3204 - g_loss: 0.9113 - d_accuracy: 0.5934Epoch 133: D Accuracy = 0.6389
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3194 - g_loss: 0.9109 - d_accuracy: 0.5950
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3244 - g_loss: 0.9128 - d_accuracy: 0.5866Epoch 134: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3242 - g_loss: 0.9110 - d_accuracy: 0.5868
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3205 - g_loss: 0.9117 - d_accuracy: 0.5860Epoch 135: D Accuracy = 0.6435
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3182 - g_loss: 0.9105 - d_accuracy: 0.5881
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3210 - g_loss: 0.9101 - d_accuracy: 0.5896Epoch 136: D Accuracy = 0.5602
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3210 - g_loss: 0.9103 - d_accuracy: 0.5886
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.9055 - d_accuracy: 0.5868Epoch 137: D Accuracy = 0.5185
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3287 - g_loss: 0.9053 - d_accuracy: 0.5843
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.9100 - d_accuracy: 0.5927Epoch 138: D Accuracy = 0.5972
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3163 - g_loss: 0.9098 - d_accuracy: 0.5929
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.9063 - d_accuracy: 0.5908Epoch 139: D Accuracy = 0.6204
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3232 - g_loss: 0.9074 - d_accuracy: 0.5919
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3318 - g_loss: 0.9079 - d_accuracy: 0.5788Epoch 140: D Accuracy = 0.5463
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3327 - g_loss: 0.9097 - d_accuracy: 0.5777
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3343 - g_loss: 0.8951 - d_accuracy: 0.5796Epoch 141: D Accuracy = 0.6296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3333 - g_loss: 0.8955 - d_accuracy: 0.5814
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3260 - g_loss: 0.9069 - d_accuracy: 0.5892Epoch 142: D Accuracy = 0.5370
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3277 - g_loss: 0.9058 - d_accuracy: 0.5873
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3301 - g_loss: 0.8982 - d_accuracy: 0.5854Epoch 143: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3309 - g_loss: 0.8967 - d_accuracy: 0.5853
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3297 - g_loss: 0.9032 - d_accuracy: 0.5838Epoch 144: D Accuracy = 0.5880
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3299 - g_loss: 0.9064 - d_accuracy: 0.5840
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3306 - g_loss: 0.9011 - d_accuracy: 0.5835Epoch 145: D Accuracy = 0.5833
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3312 - g_loss: 0.8987 - d_accuracy: 0.5835
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3206 - g_loss: 0.9048 - d_accuracy: 0.5883Epoch 146: D Accuracy = 0.5648
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3212 - g_loss: 0.9053 - d_accuracy: 0.5875
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.9023 - d_accuracy: 0.5785Epoch 147: D Accuracy = 0.5602
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3276 - g_loss: 0.9019 - d_accuracy: 0.5778
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3223 - g_loss: 0.9056 - d_accuracy: 0.5884Epoch 148: D Accuracy = 0.5787
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3239 - g_loss: 0.9041 - d_accuracy: 0.5881
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3268 - g_loss: 0.8990 - d_accuracy: 0.5865Epoch 149: D Accuracy = 0.5787
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3275 - g_loss: 0.8961 - d_accuracy: 0.5863
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3279 - g_loss: 0.9026 - d_accuracy: 0.5882Epoch 150: D Accuracy = 0.5648
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3297 - g_loss: 0.9025 - d_accuracy: 0.5874
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.8950 - d_accuracy: 0.5907Epoch 151: D Accuracy = 0.5741
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3270 - g_loss: 0.8942 - d_accuracy: 0.5901
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3194 - g_loss: 0.9037 - d_accuracy: 0.5859Epoch 152: D Accuracy = 0.5741
27/27 [==============================] - 1s 40ms/step - d_loss: 1.3201 - g_loss: 0.9050 - d_accuracy: 0.5855
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3306 - g_loss: 0.8926 - d_accuracy: 0.5856Epoch 153: D Accuracy = 0.6481
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3294 - g_loss: 0.8913 - d_accuracy: 0.5879
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3310 - g_loss: 0.9005 - d_accuracy: 0.5765Epoch 154: D Accuracy = 0.5741
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3319 - g_loss: 0.9015 - d_accuracy: 0.5764
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3196 - g_loss: 0.9019 - d_accuracy: 0.5972Epoch 155: D Accuracy = 0.6157
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3185 - g_loss: 0.9035 - d_accuracy: 0.5978
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3213 - g_loss: 0.9034 - d_accuracy: 0.5860Epoch 156: D Accuracy = 0.6574
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3192 - g_loss: 0.9011 - d_accuracy: 0.5885
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3288 - g_loss: 0.9039 - d_accuracy: 0.5840Epoch 157: D Accuracy = 0.5694
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3303 - g_loss: 0.9013 - d_accuracy: 0.5835
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3264 - g_loss: 0.8961 - d_accuracy: 0.5852Epoch 158: D Accuracy = 0.5463
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3278 - g_loss: 0.8944 - d_accuracy: 0.5838
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.9026 - d_accuracy: 0.5759Epoch 159: D Accuracy = 0.6204
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3275 - g_loss: 0.9049 - d_accuracy: 0.5775
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.9013 - d_accuracy: 0.5797Epoch 160: D Accuracy = 0.5694
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3309 - g_loss: 0.9050 - d_accuracy: 0.5793
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3284 - g_loss: 0.8954 - d_accuracy: 0.5938Epoch 161: D Accuracy = 0.6065
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3276 - g_loss: 0.8957 - d_accuracy: 0.5942
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3227 - g_loss: 0.9017 - d_accuracy: 0.5846Epoch 162: D Accuracy = 0.5648
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3234 - g_loss: 0.9017 - d_accuracy: 0.5839
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3247 - g_loss: 0.9001 - d_accuracy: 0.5864Epoch 163: D Accuracy = 0.5787
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3262 - g_loss: 0.8986 - d_accuracy: 0.5861
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3217 - g_loss: 0.8996 - d_accuracy: 0.5868Epoch 164: D Accuracy = 0.5694
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3215 - g_loss: 0.9000 - d_accuracy: 0.5862
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3237 - g_loss: 0.9002 - d_accuracy: 0.5898Epoch 165: D Accuracy = 0.6343
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3221 - g_loss: 0.9022 - d_accuracy: 0.5913
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3245 - g_loss: 0.8956 - d_accuracy: 0.5850
Epoch 166: Generator loss improved from 0.8001 to 0.7939. Saving weights.
Epoch 166: D Accuracy = 0.5602
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3257 - g_loss: 0.8920 - d_accuracy: 0.5841
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3335 - g_loss: 0.8948 - d_accuracy: 0.5786Epoch 167: D Accuracy = 0.5787
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3327 - g_loss: 0.8953 - d_accuracy: 0.5786
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.8961 - d_accuracy: 0.5723Epoch 168: D Accuracy = 0.5880
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3307 - g_loss: 0.8976 - d_accuracy: 0.5728
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3201 - g_loss: 0.9025 - d_accuracy: 0.5803Epoch 169: D Accuracy = 0.5556
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3200 - g_loss: 0.9012 - d_accuracy: 0.5794
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3342 - g_loss: 0.8998 - d_accuracy: 0.5760Epoch 170: D Accuracy = 0.5139
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3342 - g_loss: 0.9044 - d_accuracy: 0.5738
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3261 - g_loss: 0.8986 - d_accuracy: 0.5924Epoch 171: D Accuracy = 0.5972
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3264 - g_loss: 0.8974 - d_accuracy: 0.5926
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3248 - g_loss: 0.8932 - d_accuracy: 0.5870
Epoch 172: Generator loss improved from 0.7939 to 0.7796. Saving weights.
Epoch 172: D Accuracy = 0.5509
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3254 - g_loss: 0.8891 - d_accuracy: 0.5857
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3224 - g_loss: 0.9041 - d_accuracy: 0.5877Epoch 173: D Accuracy = 0.5880
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3218 - g_loss: 0.9038 - d_accuracy: 0.5878
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3183 - g_loss: 0.9031 - d_accuracy: 0.5912Epoch 174: D Accuracy = 0.5556
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3197 - g_loss: 0.9018 - d_accuracy: 0.5899
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3233 - g_loss: 0.9017 - d_accuracy: 0.5852Epoch 175: D Accuracy = 0.5741
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3232 - g_loss: 0.9028 - d_accuracy: 0.5848
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3156 - g_loss: 0.9024 - d_accuracy: 0.5956Epoch 176: D Accuracy = 0.5972
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3148 - g_loss: 0.9032 - d_accuracy: 0.5957
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3235 - g_loss: 0.9006 - d_accuracy: 0.5935Epoch 177: D Accuracy = 0.6019
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3235 - g_loss: 0.8993 - d_accuracy: 0.5938
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3235 - g_loss: 0.8978 - d_accuracy: 0.5866Epoch 178: D Accuracy = 0.5972
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3228 - g_loss: 0.8965 - d_accuracy: 0.5870
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3264 - g_loss: 0.8974 - d_accuracy: 0.5870Epoch 179: D Accuracy = 0.5648
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3258 - g_loss: 0.8964 - d_accuracy: 0.5862
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3209 - g_loss: 0.9016 - d_accuracy: 0.5872Epoch 180: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3194 - g_loss: 0.9039 - d_accuracy: 0.5886
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3241 - g_loss: 0.9014 - d_accuracy: 0.5771Epoch 181: D Accuracy = 0.5556
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3243 - g_loss: 0.9034 - d_accuracy: 0.5764
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8972 - d_accuracy: 0.5908Epoch 182: D Accuracy = 0.6481
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3217 - g_loss: 0.8969 - d_accuracy: 0.5929
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3167 - g_loss: 0.9038 - d_accuracy: 0.5910Epoch 183: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3169 - g_loss: 0.9014 - d_accuracy: 0.5910
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.8993 - d_accuracy: 0.5855Epoch 184: D Accuracy = 0.5694
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3297 - g_loss: 0.8967 - d_accuracy: 0.5849
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.8925 - d_accuracy: 0.5747Epoch 185: D Accuracy = 0.6343
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3302 - g_loss: 0.8932 - d_accuracy: 0.5768
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3212 - g_loss: 0.9033 - d_accuracy: 0.5932Epoch 186: D Accuracy = 0.5787
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3226 - g_loss: 0.9056 - d_accuracy: 0.5927
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8899 - d_accuracy: 0.5809Epoch 187: D Accuracy = 0.5324
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3353 - g_loss: 0.8920 - d_accuracy: 0.5792
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3193 - g_loss: 0.8980 - d_accuracy: 0.5906Epoch 188: D Accuracy = 0.5556
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3198 - g_loss: 0.8980 - d_accuracy: 0.5893
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.9021 - d_accuracy: 0.5949Epoch 189: D Accuracy = 0.5787
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3159 - g_loss: 0.9022 - d_accuracy: 0.5943
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3101 - g_loss: 0.9090 - d_accuracy: 0.6000Epoch 190: D Accuracy = 0.6111
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3089 - g_loss: 0.9071 - d_accuracy: 0.6004
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.9003 - d_accuracy: 0.5867Epoch 191: D Accuracy = 0.5741
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3243 - g_loss: 0.9017 - d_accuracy: 0.5862
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3192 - g_loss: 0.9055 - d_accuracy: 0.5875Epoch 192: D Accuracy = 0.6620
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3167 - g_loss: 0.9073 - d_accuracy: 0.5901
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3248 - g_loss: 0.8963 - d_accuracy: 0.5799Epoch 193: D Accuracy = 0.5370
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3261 - g_loss: 0.8952 - d_accuracy: 0.5784
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3245 - g_loss: 0.8921 - d_accuracy: 0.5859Epoch 194: D Accuracy = 0.6111
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3235 - g_loss: 0.8910 - d_accuracy: 0.5868
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3151 - g_loss: 0.9074 - d_accuracy: 0.5987Epoch 195: D Accuracy = 0.5880
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3143 - g_loss: 0.9075 - d_accuracy: 0.5984
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3186 - g_loss: 0.9038 - d_accuracy: 0.5938Epoch 196: D Accuracy = 0.5880
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3183 - g_loss: 0.9037 - d_accuracy: 0.5936
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3181 - g_loss: 0.9036 - d_accuracy: 0.5900Epoch 197: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3173 - g_loss: 0.9037 - d_accuracy: 0.5912
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.9026 - d_accuracy: 0.5921Epoch 198: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3170 - g_loss: 0.9062 - d_accuracy: 0.5918
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3183 - g_loss: 0.9004 - d_accuracy: 0.5947Epoch 199: D Accuracy = 0.6111
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3172 - g_loss: 0.9027 - d_accuracy: 0.5953
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3194 - g_loss: 0.8963 - d_accuracy: 0.5923
Class 13 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.5787
27/27 [==============================] - 1s 44ms/step - d_loss: 1.3202 - g_loss: 0.8948 - d_accuracy: 0.5918
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3113 - g_loss: 0.9079 - d_accuracy: 0.6010Epoch 201: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3108 - g_loss: 0.9095 - d_accuracy: 0.6004
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3286 - g_loss: 0.8922 - d_accuracy: 0.5831Epoch 202: D Accuracy = 0.6157
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3264 - g_loss: 0.8942 - d_accuracy: 0.5843
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3114 - g_loss: 0.9069 - d_accuracy: 0.6010Epoch 203: D Accuracy = 0.5602
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3117 - g_loss: 0.9078 - d_accuracy: 0.5996
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3220 - g_loss: 0.8958 - d_accuracy: 0.5875Epoch 204: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3232 - g_loss: 0.8928 - d_accuracy: 0.5877
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3150 - g_loss: 0.9077 - d_accuracy: 0.5918Epoch 205: D Accuracy = 0.6296
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3135 - g_loss: 0.9081 - d_accuracy: 0.5931
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3262 - g_loss: 0.8937 - d_accuracy: 0.5853Epoch 206: D Accuracy = 0.5880
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3259 - g_loss: 0.8942 - d_accuracy: 0.5854
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3182 - g_loss: 0.8989 - d_accuracy: 0.5926Epoch 207: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3173 - g_loss: 0.8991 - d_accuracy: 0.5938
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3105 - g_loss: 0.9043 - d_accuracy: 0.6008Epoch 208: D Accuracy = 0.6157
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3097 - g_loss: 0.9046 - d_accuracy: 0.6013
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.9039 - d_accuracy: 0.5903Epoch 209: D Accuracy = 0.6574
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3146 - g_loss: 0.9046 - d_accuracy: 0.5927
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3189 - g_loss: 0.8986 - d_accuracy: 0.5924Epoch 210: D Accuracy = 0.6111
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3196 - g_loss: 0.8959 - d_accuracy: 0.5930
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3166 - g_loss: 0.9073 - d_accuracy: 0.5960Epoch 211: D Accuracy = 0.5880
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3168 - g_loss: 0.9055 - d_accuracy: 0.5957
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3052 - g_loss: 0.9106 - d_accuracy: 0.5987Epoch 212: D Accuracy = 0.6528
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3031 - g_loss: 0.9116 - d_accuracy: 0.6006
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.9065 - d_accuracy: 0.5954Epoch 213: D Accuracy = 0.6157
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3158 - g_loss: 0.9072 - d_accuracy: 0.5962
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3157 - g_loss: 0.9012 - d_accuracy: 0.5860Epoch 214: D Accuracy = 0.5648
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3157 - g_loss: 0.9000 - d_accuracy: 0.5853
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3172 - g_loss: 0.9059 - d_accuracy: 0.5922Epoch 215: D Accuracy = 0.6019
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3172 - g_loss: 0.9084 - d_accuracy: 0.5925
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3088 - g_loss: 0.9041 - d_accuracy: 0.5968Epoch 216: D Accuracy = 0.5741
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3087 - g_loss: 0.9067 - d_accuracy: 0.5960
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3124 - g_loss: 0.9061 - d_accuracy: 0.6011Epoch 217: D Accuracy = 0.5787
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3139 - g_loss: 0.9049 - d_accuracy: 0.6003
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.9037 - d_accuracy: 0.5935Epoch 218: D Accuracy = 0.5880
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3160 - g_loss: 0.9021 - d_accuracy: 0.5933
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3090 - g_loss: 0.9090 - d_accuracy: 0.5957Epoch 219: D Accuracy = 0.6389
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3077 - g_loss: 0.9080 - d_accuracy: 0.5973
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3055 - g_loss: 0.9172 - d_accuracy: 0.5954Epoch 220: D Accuracy = 0.5556
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3054 - g_loss: 0.9207 - d_accuracy: 0.5940
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3243 - g_loss: 0.8938 - d_accuracy: 0.5913Epoch 221: D Accuracy = 0.6343
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3245 - g_loss: 0.8946 - d_accuracy: 0.5929
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3060 - g_loss: 0.9074 - d_accuracy: 0.5982Epoch 222: D Accuracy = 0.5741
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3061 - g_loss: 0.9051 - d_accuracy: 0.5974
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3131 - g_loss: 0.9080 - d_accuracy: 0.5952Epoch 223: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3130 - g_loss: 0.9089 - d_accuracy: 0.5951
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3096 - g_loss: 0.9087 - d_accuracy: 0.5990Epoch 224: D Accuracy = 0.6157
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3099 - g_loss: 0.9059 - d_accuracy: 0.5996
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3103 - g_loss: 0.9082 - d_accuracy: 0.5962Epoch 225: D Accuracy = 0.5694
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3109 - g_loss: 0.9066 - d_accuracy: 0.5952
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3113 - g_loss: 0.9066 - d_accuracy: 0.5992Epoch 226: D Accuracy = 0.5926
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3132 - g_loss: 0.9036 - d_accuracy: 0.5990
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3061 - g_loss: 0.9099 - d_accuracy: 0.6044Epoch 227: D Accuracy = 0.5463
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3074 - g_loss: 0.9074 - d_accuracy: 0.6024
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3105 - g_loss: 0.9087 - d_accuracy: 0.5956Epoch 228: D Accuracy = 0.6019
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3100 - g_loss: 0.9068 - d_accuracy: 0.5959
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3130 - g_loss: 0.9120 - d_accuracy: 0.5950Epoch 229: D Accuracy = 0.6481
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3113 - g_loss: 0.9155 - d_accuracy: 0.5969
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3129 - g_loss: 0.9071 - d_accuracy: 0.5957Epoch 230: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3141 - g_loss: 0.9050 - d_accuracy: 0.5952
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3107 - g_loss: 0.9116 - d_accuracy: 0.5997Epoch 231: D Accuracy = 0.5741
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3117 - g_loss: 0.9108 - d_accuracy: 0.5988
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3167 - g_loss: 0.9075 - d_accuracy: 0.5993Epoch 232: D Accuracy = 0.5556
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3188 - g_loss: 0.9098 - d_accuracy: 0.5977
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3104 - g_loss: 0.9014 - d_accuracy: 0.5944Epoch 233: D Accuracy = 0.5556
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3107 - g_loss: 0.8999 - d_accuracy: 0.5930
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2973 - g_loss: 0.9172 - d_accuracy: 0.6048Epoch 234: D Accuracy = 0.5880
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2966 - g_loss: 0.9166 - d_accuracy: 0.6042
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3090 - g_loss: 0.9070 - d_accuracy: 0.5954Epoch 235: D Accuracy = 0.5926
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3088 - g_loss: 0.9063 - d_accuracy: 0.5953
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.9106 - d_accuracy: 0.5941Epoch 236: D Accuracy = 0.6111
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3069 - g_loss: 0.9109 - d_accuracy: 0.5947
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3195 - g_loss: 0.9038 - d_accuracy: 0.5933Epoch 237: D Accuracy = 0.5648
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3204 - g_loss: 0.9019 - d_accuracy: 0.5922
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3011 - g_loss: 0.9138 - d_accuracy: 0.6063Epoch 238: D Accuracy = 0.5972
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3022 - g_loss: 0.9123 - d_accuracy: 0.6060
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2994 - g_loss: 0.9191 - d_accuracy: 0.6095Epoch 239: D Accuracy = 0.5231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3018 - g_loss: 0.9193 - d_accuracy: 0.6064
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3092 - g_loss: 0.9041 - d_accuracy: 0.5991Epoch 240: D Accuracy = 0.6204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3087 - g_loss: 0.9040 - d_accuracy: 0.5998
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3069 - g_loss: 0.9140 - d_accuracy: 0.5981Epoch 241: D Accuracy = 0.6019
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3074 - g_loss: 0.9143 - d_accuracy: 0.5982
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3019 - g_loss: 0.9145 - d_accuracy: 0.6039Epoch 242: D Accuracy = 0.5509
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3046 - g_loss: 0.9116 - d_accuracy: 0.6020
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3073 - g_loss: 0.9109 - d_accuracy: 0.5986Epoch 243: D Accuracy = 0.6111
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3061 - g_loss: 0.9105 - d_accuracy: 0.5990
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3009 - g_loss: 0.9146 - d_accuracy: 0.6039Epoch 244: D Accuracy = 0.6111
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3013 - g_loss: 0.9138 - d_accuracy: 0.6042
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2966 - g_loss: 0.9193 - d_accuracy: 0.6145Epoch 245: D Accuracy = 0.7176
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2944 - g_loss: 0.9189 - d_accuracy: 0.6182
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3060 - g_loss: 0.9138 - d_accuracy: 0.6079Epoch 246: D Accuracy = 0.6204
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3060 - g_loss: 0.9132 - d_accuracy: 0.6083
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2967 - g_loss: 0.9178 - d_accuracy: 0.6177Epoch 247: D Accuracy = 0.6065
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2964 - g_loss: 0.9178 - d_accuracy: 0.6173
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3002 - g_loss: 0.9164 - d_accuracy: 0.6002Epoch 248: D Accuracy = 0.5880
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3004 - g_loss: 0.9141 - d_accuracy: 0.5998
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3056 - g_loss: 0.9156 - d_accuracy: 0.6083Epoch 249: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3038 - g_loss: 0.9175 - d_accuracy: 0.6078
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3083 - g_loss: 0.9100 - d_accuracy: 0.5952Epoch 250: D Accuracy = 0.6204
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3095 - g_loss: 0.9055 - d_accuracy: 0.5961
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3056 - g_loss: 0.9174 - d_accuracy: 0.5952Epoch 251: D Accuracy = 0.5694
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3066 - g_loss: 0.9159 - d_accuracy: 0.5942
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2938 - g_loss: 0.9224 - d_accuracy: 0.6138Epoch 252: D Accuracy = 0.5417
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2962 - g_loss: 0.9242 - d_accuracy: 0.6112
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2985 - g_loss: 0.9202 - d_accuracy: 0.6118Epoch 253: D Accuracy = 0.6481
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2976 - g_loss: 0.9194 - d_accuracy: 0.6131
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3053 - g_loss: 0.9124 - d_accuracy: 0.5982Epoch 254: D Accuracy = 0.6435
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3036 - g_loss: 0.9126 - d_accuracy: 0.5998
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2965 - g_loss: 0.9228 - d_accuracy: 0.6102Epoch 255: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2972 - g_loss: 0.9235 - d_accuracy: 0.6096
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2980 - g_loss: 0.9195 - d_accuracy: 0.6038Epoch 256: D Accuracy = 0.5694
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2987 - g_loss: 0.9222 - d_accuracy: 0.6026
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2988 - g_loss: 0.9165 - d_accuracy: 0.6077Epoch 257: D Accuracy = 0.6065
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2997 - g_loss: 0.9159 - d_accuracy: 0.6076
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3017 - g_loss: 0.9140 - d_accuracy: 0.6051Epoch 258: D Accuracy = 0.6435
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3007 - g_loss: 0.9115 - d_accuracy: 0.6065
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3018 - g_loss: 0.9170 - d_accuracy: 0.6135Epoch 259: D Accuracy = 0.5417
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3050 - g_loss: 0.9195 - d_accuracy: 0.6110
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2967 - g_loss: 0.9222 - d_accuracy: 0.6089Epoch 260: D Accuracy = 0.6389
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2959 - g_loss: 0.9209 - d_accuracy: 0.6099
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3030 - g_loss: 0.9137 - d_accuracy: 0.6064Epoch 261: D Accuracy = 0.7037
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3002 - g_loss: 0.9135 - d_accuracy: 0.6098
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2978 - g_loss: 0.9207 - d_accuracy: 0.6075Epoch 262: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2979 - g_loss: 0.9198 - d_accuracy: 0.6069
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2996 - g_loss: 0.9128 - d_accuracy: 0.6068Epoch 263: D Accuracy = 0.6528
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2994 - g_loss: 0.9115 - d_accuracy: 0.6084
Epoch 264/500
26/27 [===========================>..] - ETA: 0s - d_loss: 1.2958 - g_loss: 0.9261 - d_accuracy: 0.6103Epoch 264: D Accuracy = 0.6157
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2951 - g_loss: 0.9299 - d_accuracy: 0.6107
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3019 - g_loss: 0.9193 - d_accuracy: 0.6091Epoch 265: D Accuracy = 0.6065
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3020 - g_loss: 0.9200 - d_accuracy: 0.6090
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2994 - g_loss: 0.9192 - d_accuracy: 0.6067Epoch 266: D Accuracy = 0.6713
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2972 - g_loss: 0.9202 - d_accuracy: 0.6091
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2958 - g_loss: 0.9260 - d_accuracy: 0.6108Epoch 267: D Accuracy = 0.5648
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2958 - g_loss: 0.9294 - d_accuracy: 0.6091
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2949 - g_loss: 0.9248 - d_accuracy: 0.6125Epoch 268: D Accuracy = 0.5370
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2962 - g_loss: 0.9262 - d_accuracy: 0.6098
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3015 - g_loss: 0.9181 - d_accuracy: 0.6082Epoch 269: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2998 - g_loss: 0.9184 - d_accuracy: 0.6103
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2970 - g_loss: 0.9228 - d_accuracy: 0.6129Epoch 270: D Accuracy = 0.5602
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2981 - g_loss: 0.9242 - d_accuracy: 0.6110
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2885 - g_loss: 0.9229 - d_accuracy: 0.6204Epoch 271: D Accuracy = 0.5741
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2915 - g_loss: 0.9202 - d_accuracy: 0.6187
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2999 - g_loss: 0.9208 - d_accuracy: 0.6069Epoch 272: D Accuracy = 0.5694
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3018 - g_loss: 0.9189 - d_accuracy: 0.6055
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2948 - g_loss: 0.9260 - d_accuracy: 0.6102Epoch 273: D Accuracy = 0.6157
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2946 - g_loss: 0.9302 - d_accuracy: 0.6104
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3025 - g_loss: 0.9125 - d_accuracy: 0.6096Epoch 274: D Accuracy = 0.6389
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3022 - g_loss: 0.9116 - d_accuracy: 0.6106
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9236 - d_accuracy: 0.6155Epoch 275: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2892 - g_loss: 0.9233 - d_accuracy: 0.6158
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2902 - g_loss: 0.9287 - d_accuracy: 0.6171Epoch 276: D Accuracy = 0.6389
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2888 - g_loss: 0.9282 - d_accuracy: 0.6179
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2972 - g_loss: 0.9300 - d_accuracy: 0.6084Epoch 277: D Accuracy = 0.6250
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2957 - g_loss: 0.9317 - d_accuracy: 0.6090
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2992 - g_loss: 0.9330 - d_accuracy: 0.6023Epoch 278: D Accuracy = 0.5787
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2992 - g_loss: 0.9384 - d_accuracy: 0.6015
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2869 - g_loss: 0.9270 - d_accuracy: 0.6250Epoch 279: D Accuracy = 0.5231
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2909 - g_loss: 0.9240 - d_accuracy: 0.6214
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2876 - g_loss: 0.9288 - d_accuracy: 0.6269Epoch 280: D Accuracy = 0.6574
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2870 - g_loss: 0.9322 - d_accuracy: 0.6280
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2876 - g_loss: 0.9286 - d_accuracy: 0.6262Epoch 281: D Accuracy = 0.6343
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2865 - g_loss: 0.9292 - d_accuracy: 0.6265
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2955 - g_loss: 0.9260 - d_accuracy: 0.6022Epoch 282: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2961 - g_loss: 0.9260 - d_accuracy: 0.6015
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2904 - g_loss: 0.9220 - d_accuracy: 0.6242Epoch 283: D Accuracy = 0.5694
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2911 - g_loss: 0.9200 - d_accuracy: 0.6223
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2891 - g_loss: 0.9245 - d_accuracy: 0.6245Epoch 284: D Accuracy = 0.6065
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2899 - g_loss: 0.9259 - d_accuracy: 0.6238
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2894 - g_loss: 0.9278 - d_accuracy: 0.6151Epoch 285: D Accuracy = 0.6389
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2895 - g_loss: 0.9275 - d_accuracy: 0.6159
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2856 - g_loss: 0.9302 - d_accuracy: 0.6172Epoch 286: D Accuracy = 0.6019
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2865 - g_loss: 0.9332 - d_accuracy: 0.6167
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2996 - g_loss: 0.9237 - d_accuracy: 0.6064Epoch 287: D Accuracy = 0.6574
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2987 - g_loss: 0.9245 - d_accuracy: 0.6082
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2911 - g_loss: 0.9285 - d_accuracy: 0.6215Epoch 288: D Accuracy = 0.5787
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2918 - g_loss: 0.9311 - d_accuracy: 0.6200
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9302 - d_accuracy: 0.6151Epoch 289: D Accuracy = 0.6065
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2864 - g_loss: 0.9296 - d_accuracy: 0.6147
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2912 - g_loss: 0.9270 - d_accuracy: 0.6148Epoch 290: D Accuracy = 0.6065
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2918 - g_loss: 0.9286 - d_accuracy: 0.6145
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2846 - g_loss: 0.9300 - d_accuracy: 0.6210Epoch 291: D Accuracy = 0.6620
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2829 - g_loss: 0.9311 - d_accuracy: 0.6225
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2857 - g_loss: 0.9260 - d_accuracy: 0.6153Epoch 292: D Accuracy = 0.6759
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2845 - g_loss: 0.9250 - d_accuracy: 0.6175
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2886 - g_loss: 0.9295 - d_accuracy: 0.6154Epoch 293: D Accuracy = 0.5926
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2894 - g_loss: 0.9292 - d_accuracy: 0.6146
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2938 - g_loss: 0.9223 - d_accuracy: 0.6130Epoch 294: D Accuracy = 0.6435
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2937 - g_loss: 0.9210 - d_accuracy: 0.6140
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2912 - g_loss: 0.9302 - d_accuracy: 0.6190Epoch 295: D Accuracy = 0.6435
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2906 - g_loss: 0.9299 - d_accuracy: 0.6199
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2782 - g_loss: 0.9356 - d_accuracy: 0.6348Epoch 296: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2780 - g_loss: 0.9363 - d_accuracy: 0.6345
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9283 - d_accuracy: 0.6110Epoch 297: D Accuracy = 0.6296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2894 - g_loss: 0.9258 - d_accuracy: 0.6117
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2673 - g_loss: 0.9435 - d_accuracy: 0.6375Epoch 298: D Accuracy = 0.6157
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2687 - g_loss: 0.9420 - d_accuracy: 0.6368
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2854 - g_loss: 0.9317 - d_accuracy: 0.6292Epoch 299: D Accuracy = 0.5972
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2852 - g_loss: 0.9356 - d_accuracy: 0.6280
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2806 - g_loss: 0.9397 - d_accuracy: 0.6249
Class 13 — Epoch 300 preview:
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Epoch 300: D Accuracy = 0.6111
27/27 [==============================] - 1s 43ms/step - d_loss: 1.2821 - g_loss: 0.9402 - d_accuracy: 0.6244
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2810 - g_loss: 0.9386 - d_accuracy: 0.6196Epoch 301: D Accuracy = 0.5741
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2807 - g_loss: 0.9421 - d_accuracy: 0.6180
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2742 - g_loss: 0.9406 - d_accuracy: 0.6323Epoch 302: D Accuracy = 0.6157
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2735 - g_loss: 0.9430 - d_accuracy: 0.6317
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2785 - g_loss: 0.9449 - d_accuracy: 0.6234Epoch 303: D Accuracy = 0.6528
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2780 - g_loss: 0.9449 - d_accuracy: 0.6245
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2846 - g_loss: 0.9330 - d_accuracy: 0.6183Epoch 304: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2850 - g_loss: 0.9281 - d_accuracy: 0.6186
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2922 - g_loss: 0.9294 - d_accuracy: 0.6118Epoch 305: D Accuracy = 0.5972
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2936 - g_loss: 0.9275 - d_accuracy: 0.6113
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9412 - d_accuracy: 0.6231Epoch 306: D Accuracy = 0.6389
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2781 - g_loss: 0.9428 - d_accuracy: 0.6236
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2795 - g_loss: 0.9327 - d_accuracy: 0.6244Epoch 307: D Accuracy = 0.5463
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2813 - g_loss: 0.9318 - d_accuracy: 0.6216
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9431 - d_accuracy: 0.6322Epoch 308: D Accuracy = 0.5139
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2766 - g_loss: 0.9416 - d_accuracy: 0.6279
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2765 - g_loss: 0.9396 - d_accuracy: 0.6264Epoch 309: D Accuracy = 0.5972
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2780 - g_loss: 0.9378 - d_accuracy: 0.6254
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2792 - g_loss: 0.9377 - d_accuracy: 0.6221Epoch 310: D Accuracy = 0.5741
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2813 - g_loss: 0.9352 - d_accuracy: 0.6204
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2819 - g_loss: 0.9383 - d_accuracy: 0.6220Epoch 311: D Accuracy = 0.6574
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2809 - g_loss: 0.9398 - d_accuracy: 0.6233
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2817 - g_loss: 0.9356 - d_accuracy: 0.6229Epoch 312: D Accuracy = 0.6389
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2810 - g_loss: 0.9357 - d_accuracy: 0.6235
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2906 - g_loss: 0.9343 - d_accuracy: 0.6148Epoch 313: D Accuracy = 0.5880
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2911 - g_loss: 0.9363 - d_accuracy: 0.6138
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9398 - d_accuracy: 0.6282Epoch 314: D Accuracy = 0.5787
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2807 - g_loss: 0.9389 - d_accuracy: 0.6264
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2774 - g_loss: 0.9422 - d_accuracy: 0.6266Epoch 315: D Accuracy = 0.5972
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2781 - g_loss: 0.9429 - d_accuracy: 0.6255
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 0.9434 - d_accuracy: 0.6379Epoch 316: D Accuracy = 0.6574
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2648 - g_loss: 0.9428 - d_accuracy: 0.6386
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2712 - g_loss: 0.9481 - d_accuracy: 0.6297Epoch 317: D Accuracy = 0.6389
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2708 - g_loss: 0.9482 - d_accuracy: 0.6300
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2716 - g_loss: 0.9457 - d_accuracy: 0.6326Epoch 318: D Accuracy = 0.6204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2724 - g_loss: 0.9462 - d_accuracy: 0.6322
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2702 - g_loss: 0.9500 - d_accuracy: 0.6396Epoch 319: D Accuracy = 0.6019
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2729 - g_loss: 0.9534 - d_accuracy: 0.6383
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2746 - g_loss: 0.9430 - d_accuracy: 0.6377Epoch 320: D Accuracy = 0.6528
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2754 - g_loss: 0.9429 - d_accuracy: 0.6383
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2771 - g_loss: 0.9432 - d_accuracy: 0.6306Epoch 321: D Accuracy = 0.6389
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2764 - g_loss: 0.9456 - d_accuracy: 0.6309
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2690 - g_loss: 0.9464 - d_accuracy: 0.6279Epoch 322: D Accuracy = 0.6481
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2668 - g_loss: 0.9511 - d_accuracy: 0.6286
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2740 - g_loss: 0.9507 - d_accuracy: 0.6327Epoch 323: D Accuracy = 0.6111
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2732 - g_loss: 0.9546 - d_accuracy: 0.6320
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2693 - g_loss: 0.9467 - d_accuracy: 0.6298Epoch 324: D Accuracy = 0.6806
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2674 - g_loss: 0.9462 - d_accuracy: 0.6316
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2779 - g_loss: 0.9436 - d_accuracy: 0.6257Epoch 325: D Accuracy = 0.6019
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2780 - g_loss: 0.9445 - d_accuracy: 0.6249
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2714 - g_loss: 0.9465 - d_accuracy: 0.6296Epoch 326: D Accuracy = 0.6019
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2730 - g_loss: 0.9444 - d_accuracy: 0.6286
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2858 - g_loss: 0.9405 - d_accuracy: 0.6132Epoch 327: D Accuracy = 0.6528
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2854 - g_loss: 0.9412 - d_accuracy: 0.6146
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2714 - g_loss: 0.9476 - d_accuracy: 0.6318Epoch 328: D Accuracy = 0.6481
27/27 [==============================] - 1s 40ms/step - d_loss: 1.2719 - g_loss: 0.9434 - d_accuracy: 0.6324
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2687 - g_loss: 0.9532 - d_accuracy: 0.6292Epoch 329: D Accuracy = 0.6574
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2676 - g_loss: 0.9526 - d_accuracy: 0.6302
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 0.9455 - d_accuracy: 0.6260Epoch 330: D Accuracy = 0.6019
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2721 - g_loss: 0.9452 - d_accuracy: 0.6252
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2761 - g_loss: 0.9504 - d_accuracy: 0.6204Epoch 331: D Accuracy = 0.6065
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2768 - g_loss: 0.9507 - d_accuracy: 0.6199
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2685 - g_loss: 0.9548 - d_accuracy: 0.6291Epoch 332: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2699 - g_loss: 0.9523 - d_accuracy: 0.6275
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2712 - g_loss: 0.9524 - d_accuracy: 0.6265Epoch 333: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2698 - g_loss: 0.9539 - d_accuracy: 0.6280
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2673 - g_loss: 0.9527 - d_accuracy: 0.6306Epoch 334: D Accuracy = 0.6667
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2654 - g_loss: 0.9552 - d_accuracy: 0.6319
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2605 - g_loss: 0.9588 - d_accuracy: 0.6394Epoch 335: D Accuracy = 0.6806
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2595 - g_loss: 0.9604 - d_accuracy: 0.6408
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2680 - g_loss: 0.9541 - d_accuracy: 0.6310Epoch 336: D Accuracy = 0.6343
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2665 - g_loss: 0.9594 - d_accuracy: 0.6311
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2640 - g_loss: 0.9562 - d_accuracy: 0.6355Epoch 337: D Accuracy = 0.6898
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2631 - g_loss: 0.9530 - d_accuracy: 0.6374
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2645 - g_loss: 0.9580 - d_accuracy: 0.6344Epoch 338: D Accuracy = 0.6204
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2662 - g_loss: 0.9585 - d_accuracy: 0.6339
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2691 - g_loss: 0.9518 - d_accuracy: 0.6327Epoch 339: D Accuracy = 0.6296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2683 - g_loss: 0.9528 - d_accuracy: 0.6326
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2633 - g_loss: 0.9557 - d_accuracy: 0.6322Epoch 340: D Accuracy = 0.6389
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2626 - g_loss: 0.9547 - d_accuracy: 0.6324
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2700 - g_loss: 0.9515 - d_accuracy: 0.6340Epoch 341: D Accuracy = 0.5880
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2717 - g_loss: 0.9476 - d_accuracy: 0.6324
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2643 - g_loss: 0.9612 - d_accuracy: 0.6347Epoch 342: D Accuracy = 0.5185
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2691 - g_loss: 0.9578 - d_accuracy: 0.6305
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2719 - g_loss: 0.9535 - d_accuracy: 0.6320Epoch 343: D Accuracy = 0.6852
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2710 - g_loss: 0.9551 - d_accuracy: 0.6339
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2692 - g_loss: 0.9524 - d_accuracy: 0.6335Epoch 344: D Accuracy = 0.6204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2692 - g_loss: 0.9536 - d_accuracy: 0.6330
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2675 - g_loss: 0.9534 - d_accuracy: 0.6414Epoch 345: D Accuracy = 0.7037
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2646 - g_loss: 0.9568 - d_accuracy: 0.6436
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2628 - g_loss: 0.9616 - d_accuracy: 0.6325Epoch 346: D Accuracy = 0.6481
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2620 - g_loss: 0.9640 - d_accuracy: 0.6331
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2612 - g_loss: 0.9650 - d_accuracy: 0.6361Epoch 347: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2639 - g_loss: 0.9647 - d_accuracy: 0.6345
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2537 - g_loss: 0.9654 - d_accuracy: 0.6480Epoch 348: D Accuracy = 0.6065
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2542 - g_loss: 0.9644 - d_accuracy: 0.6466
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2620 - g_loss: 0.9578 - d_accuracy: 0.6408Epoch 349: D Accuracy = 0.6759
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2616 - g_loss: 0.9567 - d_accuracy: 0.6420
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2609 - g_loss: 0.9566 - d_accuracy: 0.6377Epoch 350: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2620 - g_loss: 0.9527 - d_accuracy: 0.6373
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2555 - g_loss: 0.9690 - d_accuracy: 0.6378Epoch 351: D Accuracy = 0.6620
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2545 - g_loss: 0.9685 - d_accuracy: 0.6387
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2542 - g_loss: 0.9725 - d_accuracy: 0.6472Epoch 352: D Accuracy = 0.6574
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2531 - g_loss: 0.9722 - d_accuracy: 0.6475
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2642 - g_loss: 0.9709 - d_accuracy: 0.6362Epoch 353: D Accuracy = 0.5880
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2654 - g_loss: 0.9737 - d_accuracy: 0.6345
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2568 - g_loss: 0.9618 - d_accuracy: 0.6377Epoch 354: D Accuracy = 0.6713
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2557 - g_loss: 0.9611 - d_accuracy: 0.6389
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2644 - g_loss: 0.9591 - d_accuracy: 0.6367Epoch 355: D Accuracy = 0.6481
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2644 - g_loss: 0.9579 - d_accuracy: 0.6371
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2685 - g_loss: 0.9613 - d_accuracy: 0.6307Epoch 356: D Accuracy = 0.6343
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2683 - g_loss: 0.9661 - d_accuracy: 0.6308
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2663 - g_loss: 0.9576 - d_accuracy: 0.6361Epoch 357: D Accuracy = 0.6111
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2649 - g_loss: 0.9649 - d_accuracy: 0.6352
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2470 - g_loss: 0.9704 - d_accuracy: 0.6511Epoch 358: D Accuracy = 0.6296
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2471 - g_loss: 0.9727 - d_accuracy: 0.6503
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2499 - g_loss: 0.9722 - d_accuracy: 0.6480Epoch 359: D Accuracy = 0.6435
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2499 - g_loss: 0.9715 - d_accuracy: 0.6478
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2490 - g_loss: 0.9789 - d_accuracy: 0.6500Epoch 360: D Accuracy = 0.6898
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2472 - g_loss: 0.9832 - d_accuracy: 0.6514
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2493 - g_loss: 0.9679 - d_accuracy: 0.6564Epoch 361: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2513 - g_loss: 0.9645 - d_accuracy: 0.6553
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2501 - g_loss: 0.9743 - d_accuracy: 0.6489Epoch 362: D Accuracy = 0.6343
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2507 - g_loss: 0.9720 - d_accuracy: 0.6484
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2602 - g_loss: 0.9741 - d_accuracy: 0.6371Epoch 363: D Accuracy = 0.6389
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2593 - g_loss: 0.9746 - d_accuracy: 0.6372
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2648 - g_loss: 0.9620 - d_accuracy: 0.6316Epoch 364: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2660 - g_loss: 0.9597 - d_accuracy: 0.6302
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2536 - g_loss: 0.9698 - d_accuracy: 0.6446Epoch 365: D Accuracy = 0.6435
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2535 - g_loss: 0.9663 - d_accuracy: 0.6446
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2545 - g_loss: 0.9734 - d_accuracy: 0.6461Epoch 366: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2551 - g_loss: 0.9727 - d_accuracy: 0.6454
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2529 - g_loss: 0.9737 - d_accuracy: 0.6405Epoch 367: D Accuracy = 0.6481
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2530 - g_loss: 0.9739 - d_accuracy: 0.6407
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2521 - g_loss: 0.9716 - d_accuracy: 0.6496Epoch 368: D Accuracy = 0.6296
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2514 - g_loss: 0.9759 - d_accuracy: 0.6489
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2589 - g_loss: 0.9691 - d_accuracy: 0.6406Epoch 369: D Accuracy = 0.6944
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2586 - g_loss: 0.9676 - d_accuracy: 0.6425
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2547 - g_loss: 0.9739 - d_accuracy: 0.6452Epoch 370: D Accuracy = 0.6157
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2553 - g_loss: 0.9776 - d_accuracy: 0.6441
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2480 - g_loss: 0.9771 - d_accuracy: 0.6514Epoch 371: D Accuracy = 0.6620
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2477 - g_loss: 0.9755 - d_accuracy: 0.6518
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2494 - g_loss: 0.9808 - d_accuracy: 0.6475Epoch 372: D Accuracy = 0.6435
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2505 - g_loss: 0.9790 - d_accuracy: 0.6474
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2476 - g_loss: 0.9787 - d_accuracy: 0.6494Epoch 373: D Accuracy = 0.6898
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2457 - g_loss: 0.9818 - d_accuracy: 0.6508
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2575 - g_loss: 0.9780 - d_accuracy: 0.6408Epoch 374: D Accuracy = 0.6620
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2565 - g_loss: 0.9776 - d_accuracy: 0.6416
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2519 - g_loss: 0.9749 - d_accuracy: 0.6476Epoch 375: D Accuracy = 0.5972
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2537 - g_loss: 0.9737 - d_accuracy: 0.6458
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2490 - g_loss: 0.9737 - d_accuracy: 0.6444Epoch 376: D Accuracy = 0.5787
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2495 - g_loss: 0.9747 - d_accuracy: 0.6421
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2426 - g_loss: 0.9797 - d_accuracy: 0.6529Epoch 377: D Accuracy = 0.6435
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2435 - g_loss: 0.9820 - d_accuracy: 0.6526
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2498 - g_loss: 0.9779 - d_accuracy: 0.6544Epoch 378: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2506 - g_loss: 0.9802 - d_accuracy: 0.6533
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2536 - g_loss: 0.9754 - d_accuracy: 0.6395Epoch 379: D Accuracy = 0.6759
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2519 - g_loss: 0.9788 - d_accuracy: 0.6408
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 0.9825 - d_accuracy: 0.6515Epoch 380: D Accuracy = 0.6759
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2411 - g_loss: 0.9815 - d_accuracy: 0.6524
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2374 - g_loss: 0.9884 - d_accuracy: 0.6598Epoch 381: D Accuracy = 0.7176
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2346 - g_loss: 0.9921 - d_accuracy: 0.6619
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2415 - g_loss: 0.9844 - d_accuracy: 0.6558Epoch 382: D Accuracy = 0.6713
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2410 - g_loss: 0.9872 - d_accuracy: 0.6563
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2361 - g_loss: 0.9859 - d_accuracy: 0.6644Epoch 383: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2349 - g_loss: 0.9853 - d_accuracy: 0.6645
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2465 - g_loss: 0.9836 - d_accuracy: 0.6450Epoch 384: D Accuracy = 0.6019
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2480 - g_loss: 0.9807 - d_accuracy: 0.6434
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2470 - g_loss: 0.9854 - d_accuracy: 0.6484Epoch 385: D Accuracy = 0.6435
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2481 - g_loss: 0.9840 - d_accuracy: 0.6482
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2414 - g_loss: 0.9865 - d_accuracy: 0.6551Epoch 386: D Accuracy = 0.6574
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2408 - g_loss: 0.9890 - d_accuracy: 0.6552
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2465 - g_loss: 0.9867 - d_accuracy: 0.6474Epoch 387: D Accuracy = 0.5880
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2478 - g_loss: 0.9877 - d_accuracy: 0.6452
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2323 - g_loss: 0.9939 - d_accuracy: 0.6612Epoch 388: D Accuracy = 0.6343
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2344 - g_loss: 0.9916 - d_accuracy: 0.6603
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2382 - g_loss: 0.9918 - d_accuracy: 0.6578Epoch 389: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2376 - g_loss: 0.9919 - d_accuracy: 0.6581
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2450 - g_loss: 0.9860 - d_accuracy: 0.6502Epoch 390: D Accuracy = 0.6343
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2456 - g_loss: 0.9880 - d_accuracy: 0.6497
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2365 - g_loss: 0.9889 - d_accuracy: 0.6594Epoch 391: D Accuracy = 0.6620
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2365 - g_loss: 0.9871 - d_accuracy: 0.6595
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2410 - g_loss: 0.9922 - d_accuracy: 0.6557Epoch 392: D Accuracy = 0.7222
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2400 - g_loss: 0.9915 - d_accuracy: 0.6580
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2388 - g_loss: 0.9879 - d_accuracy: 0.6596Epoch 393: D Accuracy = 0.6620
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2386 - g_loss: 0.9883 - d_accuracy: 0.6597
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2429 - g_loss: 0.9838 - d_accuracy: 0.6516Epoch 394: D Accuracy = 0.7130
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2412 - g_loss: 0.9841 - d_accuracy: 0.6537
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2298 - g_loss: 0.9993 - d_accuracy: 0.6627Epoch 395: D Accuracy = 0.6204
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2316 - g_loss: 0.9968 - d_accuracy: 0.6612
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2297 - g_loss: 0.9981 - d_accuracy: 0.6619Epoch 396: D Accuracy = 0.6019
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2311 - g_loss: 0.9965 - d_accuracy: 0.6598
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2361 - g_loss: 0.9972 - d_accuracy: 0.6554Epoch 397: D Accuracy = 0.6481
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2358 - g_loss: 0.9962 - d_accuracy: 0.6551
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2369 - g_loss: 0.9973 - d_accuracy: 0.6604Epoch 398: D Accuracy = 0.6898
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2364 - g_loss: 0.9953 - d_accuracy: 0.6614
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2375 - g_loss: 0.9966 - d_accuracy: 0.6506Epoch 399: D Accuracy = 0.6806
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2374 - g_loss: 0.9949 - d_accuracy: 0.6517
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2331 - g_loss: 0.9974 - d_accuracy: 0.6621
Class 13 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.6852
27/27 [==============================] - 1s 42ms/step - d_loss: 1.2318 - g_loss: 1.0009 - d_accuracy: 0.6629
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2328 - g_loss: 0.9905 - d_accuracy: 0.6598Epoch 401: D Accuracy = 0.6944
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2327 - g_loss: 0.9914 - d_accuracy: 0.6611
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2335 - g_loss: 0.9922 - d_accuracy: 0.6596Epoch 402: D Accuracy = 0.6343
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2349 - g_loss: 0.9904 - d_accuracy: 0.6587
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2401 - g_loss: 0.9957 - d_accuracy: 0.6557Epoch 403: D Accuracy = 0.6620
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2399 - g_loss: 0.9977 - d_accuracy: 0.6560
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2378 - g_loss: 0.9977 - d_accuracy: 0.6575Epoch 404: D Accuracy = 0.5741
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2402 - g_loss: 1.0001 - d_accuracy: 0.6546
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2389 - g_loss: 0.9919 - d_accuracy: 0.6556Epoch 405: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2389 - g_loss: 0.9930 - d_accuracy: 0.6560
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2241 - g_loss: 1.0058 - d_accuracy: 0.6708Epoch 406: D Accuracy = 0.6898
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2240 - g_loss: 1.0057 - d_accuracy: 0.6715
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2390 - g_loss: 0.9958 - d_accuracy: 0.6556Epoch 407: D Accuracy = 0.6157
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2401 - g_loss: 0.9988 - d_accuracy: 0.6542
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2314 - g_loss: 0.9974 - d_accuracy: 0.6650Epoch 408: D Accuracy = 0.7037
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2299 - g_loss: 0.9987 - d_accuracy: 0.6663
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2452 - g_loss: 0.9901 - d_accuracy: 0.6484Epoch 409: D Accuracy = 0.6435
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2452 - g_loss: 0.9895 - d_accuracy: 0.6482
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2297 - g_loss: 0.9909 - d_accuracy: 0.6665Epoch 410: D Accuracy = 0.7222
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2288 - g_loss: 0.9875 - d_accuracy: 0.6685
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2291 - g_loss: 1.0044 - d_accuracy: 0.6609Epoch 411: D Accuracy = 0.6250
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2308 - g_loss: 1.0014 - d_accuracy: 0.6596
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2277 - g_loss: 0.9991 - d_accuracy: 0.6675Epoch 412: D Accuracy = 0.7222
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2264 - g_loss: 0.9987 - d_accuracy: 0.6695
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2239 - g_loss: 1.0070 - d_accuracy: 0.6663Epoch 413: D Accuracy = 0.6898
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2235 - g_loss: 1.0069 - d_accuracy: 0.6672
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2254 - g_loss: 1.0128 - d_accuracy: 0.6547Epoch 414: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2265 - g_loss: 1.0135 - d_accuracy: 0.6536
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2430 - g_loss: 0.9880 - d_accuracy: 0.6543Epoch 415: D Accuracy = 0.6343
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2441 - g_loss: 0.9843 - d_accuracy: 0.6536
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2337 - g_loss: 0.9996 - d_accuracy: 0.6602Epoch 416: D Accuracy = 0.7269
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2318 - g_loss: 0.9998 - d_accuracy: 0.6625
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2335 - g_loss: 0.9985 - d_accuracy: 0.6584Epoch 417: D Accuracy = 0.6389
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2331 - g_loss: 0.9986 - d_accuracy: 0.6577
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2244 - g_loss: 1.0082 - d_accuracy: 0.6621Epoch 418: D Accuracy = 0.6852
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2240 - g_loss: 1.0097 - d_accuracy: 0.6629
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2166 - g_loss: 1.0131 - d_accuracy: 0.6792Epoch 419: D Accuracy = 0.6991
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2167 - g_loss: 1.0133 - d_accuracy: 0.6800
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2362 - g_loss: 0.9964 - d_accuracy: 0.6572Epoch 420: D Accuracy = 0.7407
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2326 - g_loss: 0.9973 - d_accuracy: 0.6602
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2248 - g_loss: 1.0115 - d_accuracy: 0.6659Epoch 421: D Accuracy = 0.6343
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2258 - g_loss: 1.0086 - d_accuracy: 0.6647
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2166 - g_loss: 1.0181 - d_accuracy: 0.6682Epoch 422: D Accuracy = 0.6435
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2167 - g_loss: 1.0212 - d_accuracy: 0.6673
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2227 - g_loss: 1.0098 - d_accuracy: 0.6674Epoch 423: D Accuracy = 0.6296
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2236 - g_loss: 1.0114 - d_accuracy: 0.6661
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2233 - g_loss: 1.0084 - d_accuracy: 0.6677Epoch 424: D Accuracy = 0.6528
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2226 - g_loss: 1.0102 - d_accuracy: 0.6672
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2220 - g_loss: 1.0111 - d_accuracy: 0.6717Epoch 425: D Accuracy = 0.6528
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2214 - g_loss: 1.0133 - d_accuracy: 0.6711
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2269 - g_loss: 1.0048 - d_accuracy: 0.6624Epoch 426: D Accuracy = 0.6806
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2255 - g_loss: 1.0033 - d_accuracy: 0.6630
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2234 - g_loss: 1.0108 - d_accuracy: 0.6690Epoch 427: D Accuracy = 0.6574
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2229 - g_loss: 1.0107 - d_accuracy: 0.6686
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2256 - g_loss: 1.0033 - d_accuracy: 0.6685Epoch 428: D Accuracy = 0.6713
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2256 - g_loss: 1.0019 - d_accuracy: 0.6686
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2192 - g_loss: 1.0116 - d_accuracy: 0.6609Epoch 429: D Accuracy = 0.6481
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2202 - g_loss: 1.0121 - d_accuracy: 0.6604
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2086 - g_loss: 1.0260 - d_accuracy: 0.6748Epoch 430: D Accuracy = 0.7222
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2078 - g_loss: 1.0257 - d_accuracy: 0.6764
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2205 - g_loss: 1.0122 - d_accuracy: 0.6687Epoch 431: D Accuracy = 0.6343
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2204 - g_loss: 1.0111 - d_accuracy: 0.6675
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2196 - g_loss: 1.0153 - d_accuracy: 0.6732Epoch 432: D Accuracy = 0.6620
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2212 - g_loss: 1.0110 - d_accuracy: 0.6728
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2154 - g_loss: 1.0236 - d_accuracy: 0.6709Epoch 433: D Accuracy = 0.6528
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2152 - g_loss: 1.0244 - d_accuracy: 0.6702
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2177 - g_loss: 1.0228 - d_accuracy: 0.6664Epoch 434: D Accuracy = 0.6574
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2186 - g_loss: 1.0218 - d_accuracy: 0.6661
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2038 - g_loss: 1.0266 - d_accuracy: 0.6837Epoch 435: D Accuracy = 0.6759
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2032 - g_loss: 1.0239 - d_accuracy: 0.6835
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2192 - g_loss: 1.0223 - d_accuracy: 0.6732Epoch 436: D Accuracy = 0.6065
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2198 - g_loss: 1.0226 - d_accuracy: 0.6708
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2317 - g_loss: 1.0035 - d_accuracy: 0.6569Epoch 437: D Accuracy = 0.6806
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2323 - g_loss: 1.0008 - d_accuracy: 0.6577
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2144 - g_loss: 1.0251 - d_accuracy: 0.6723Epoch 438: D Accuracy = 0.6296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2157 - g_loss: 1.0230 - d_accuracy: 0.6708
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2201 - g_loss: 1.0149 - d_accuracy: 0.6690Epoch 439: D Accuracy = 0.7083
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2194 - g_loss: 1.0151 - d_accuracy: 0.6704
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2192 - g_loss: 1.0154 - d_accuracy: 0.6710Epoch 440: D Accuracy = 0.6204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2225 - g_loss: 1.0152 - d_accuracy: 0.6692
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2154 - g_loss: 1.0206 - d_accuracy: 0.6733Epoch 441: D Accuracy = 0.6944
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2133 - g_loss: 1.0212 - d_accuracy: 0.6740
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2083 - g_loss: 1.0305 - d_accuracy: 0.6831Epoch 442: D Accuracy = 0.6713
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2069 - g_loss: 1.0347 - d_accuracy: 0.6827
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2139 - g_loss: 1.0243 - d_accuracy: 0.6753Epoch 443: D Accuracy = 0.6944
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2125 - g_loss: 1.0271 - d_accuracy: 0.6760
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2062 - g_loss: 1.0371 - d_accuracy: 0.6802Epoch 444: D Accuracy = 0.6713
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2055 - g_loss: 1.0378 - d_accuracy: 0.6799
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2174 - g_loss: 1.0178 - d_accuracy: 0.6710Epoch 445: D Accuracy = 0.7315
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2154 - g_loss: 1.0180 - d_accuracy: 0.6732
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2146 - g_loss: 1.0242 - d_accuracy: 0.6760Epoch 446: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2153 - g_loss: 1.0229 - d_accuracy: 0.6757
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2083 - g_loss: 1.0270 - d_accuracy: 0.6782Epoch 447: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2110 - g_loss: 1.0274 - d_accuracy: 0.6751
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2024 - g_loss: 1.0384 - d_accuracy: 0.6801Epoch 448: D Accuracy = 0.6296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2032 - g_loss: 1.0415 - d_accuracy: 0.6783
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2134 - g_loss: 1.0300 - d_accuracy: 0.6698Epoch 449: D Accuracy = 0.6481
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2136 - g_loss: 1.0332 - d_accuracy: 0.6691
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2141 - g_loss: 1.0221 - d_accuracy: 0.6734Epoch 450: D Accuracy = 0.6898
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2147 - g_loss: 1.0217 - d_accuracy: 0.6740
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2225 - g_loss: 1.0101 - d_accuracy: 0.6711Epoch 451: D Accuracy = 0.6620
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2234 - g_loss: 1.0035 - d_accuracy: 0.6708
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1916 - g_loss: 1.0473 - d_accuracy: 0.6886Epoch 452: D Accuracy = 0.6852
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1913 - g_loss: 1.0486 - d_accuracy: 0.6885
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2055 - g_loss: 1.0306 - d_accuracy: 0.6809Epoch 453: D Accuracy = 0.6806
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2059 - g_loss: 1.0303 - d_accuracy: 0.6809
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2084 - g_loss: 1.0310 - d_accuracy: 0.6794Epoch 454: D Accuracy = 0.6991
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2071 - g_loss: 1.0315 - d_accuracy: 0.6801
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2038 - g_loss: 1.0314 - d_accuracy: 0.6816Epoch 455: D Accuracy = 0.6481
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2045 - g_loss: 1.0322 - d_accuracy: 0.6804
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2114 - g_loss: 1.0259 - d_accuracy: 0.6720Epoch 456: D Accuracy = 0.6435
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2116 - g_loss: 1.0259 - d_accuracy: 0.6710
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2002 - g_loss: 1.0438 - d_accuracy: 0.6832Epoch 457: D Accuracy = 0.6574
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2016 - g_loss: 1.0447 - d_accuracy: 0.6823
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1996 - g_loss: 1.0373 - d_accuracy: 0.6828Epoch 458: D Accuracy = 0.6898
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1998 - g_loss: 1.0363 - d_accuracy: 0.6831
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2130 - g_loss: 1.0267 - d_accuracy: 0.6729Epoch 459: D Accuracy = 0.7037
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2120 - g_loss: 1.0280 - d_accuracy: 0.6740
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2017 - g_loss: 1.0418 - d_accuracy: 0.6812Epoch 460: D Accuracy = 0.7824
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1990 - g_loss: 1.0418 - d_accuracy: 0.6848
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2004 - g_loss: 1.0356 - d_accuracy: 0.6781Epoch 461: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1987 - g_loss: 1.0346 - d_accuracy: 0.6807
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2064 - g_loss: 1.0392 - d_accuracy: 0.6714Epoch 462: D Accuracy = 0.6944
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2052 - g_loss: 1.0373 - d_accuracy: 0.6722
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2027 - g_loss: 1.0382 - d_accuracy: 0.6808Epoch 463: D Accuracy = 0.6852
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2026 - g_loss: 1.0374 - d_accuracy: 0.6809
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2006 - g_loss: 1.0432 - d_accuracy: 0.6848Epoch 464: D Accuracy = 0.6898
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2010 - g_loss: 1.0423 - d_accuracy: 0.6850
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2068 - g_loss: 1.0422 - d_accuracy: 0.6793Epoch 465: D Accuracy = 0.7315
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2052 - g_loss: 1.0415 - d_accuracy: 0.6812
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1965 - g_loss: 1.0562 - d_accuracy: 0.6836Epoch 466: D Accuracy = 0.6528
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1974 - g_loss: 1.0593 - d_accuracy: 0.6825
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1937 - g_loss: 1.0452 - d_accuracy: 0.6891Epoch 467: D Accuracy = 0.6713
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1917 - g_loss: 1.0532 - d_accuracy: 0.6884
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1978 - g_loss: 1.0388 - d_accuracy: 0.6837Epoch 468: D Accuracy = 0.6389
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2004 - g_loss: 1.0351 - d_accuracy: 0.6821
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1966 - g_loss: 1.0525 - d_accuracy: 0.6828Epoch 469: D Accuracy = 0.7130
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1958 - g_loss: 1.0484 - d_accuracy: 0.6839
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2017 - g_loss: 1.0475 - d_accuracy: 0.6786Epoch 470: D Accuracy = 0.6852
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2018 - g_loss: 1.0509 - d_accuracy: 0.6788
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2014 - g_loss: 1.0405 - d_accuracy: 0.6813Epoch 471: D Accuracy = 0.6852
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2016 - g_loss: 1.0417 - d_accuracy: 0.6815
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1979 - g_loss: 1.0396 - d_accuracy: 0.6864Epoch 472: D Accuracy = 0.6435
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2003 - g_loss: 1.0364 - d_accuracy: 0.6849
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1885 - g_loss: 1.0523 - d_accuracy: 0.6893Epoch 473: D Accuracy = 0.6852
27/27 [==============================] - 1s 39ms/step - d_loss: 1.1886 - g_loss: 1.0493 - d_accuracy: 0.6891
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1963 - g_loss: 1.0434 - d_accuracy: 0.6850Epoch 474: D Accuracy = 0.7130
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1971 - g_loss: 1.0405 - d_accuracy: 0.6860
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1971 - g_loss: 1.0439 - d_accuracy: 0.6824Epoch 475: D Accuracy = 0.7130
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1956 - g_loss: 1.0444 - d_accuracy: 0.6835
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1905 - g_loss: 1.0505 - d_accuracy: 0.6894Epoch 476: D Accuracy = 0.6852
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1910 - g_loss: 1.0491 - d_accuracy: 0.6893
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1840 - g_loss: 1.0623 - d_accuracy: 0.6907Epoch 477: D Accuracy = 0.7315
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1829 - g_loss: 1.0659 - d_accuracy: 0.6922
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2027 - g_loss: 1.0492 - d_accuracy: 0.6739Epoch 478: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2051 - g_loss: 1.0480 - d_accuracy: 0.6722
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1845 - g_loss: 1.0541 - d_accuracy: 0.6951Epoch 479: D Accuracy = 0.6806
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1844 - g_loss: 1.0567 - d_accuracy: 0.6945
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1936 - g_loss: 1.0540 - d_accuracy: 0.6830Epoch 480: D Accuracy = 0.6481
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1950 - g_loss: 1.0492 - d_accuracy: 0.6818
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1855 - g_loss: 1.0606 - d_accuracy: 0.6929Epoch 481: D Accuracy = 0.6667
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1847 - g_loss: 1.0636 - d_accuracy: 0.6920
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1927 - g_loss: 1.0532 - d_accuracy: 0.6880Epoch 482: D Accuracy = 0.6435
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1938 - g_loss: 1.0542 - d_accuracy: 0.6865
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1796 - g_loss: 1.0722 - d_accuracy: 0.6934Epoch 483: D Accuracy = 0.6759
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1793 - g_loss: 1.0759 - d_accuracy: 0.6928
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1995 - g_loss: 1.0488 - d_accuracy: 0.6832Epoch 484: D Accuracy = 0.6806
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1994 - g_loss: 1.0475 - d_accuracy: 0.6831
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1946 - g_loss: 1.0541 - d_accuracy: 0.6879Epoch 485: D Accuracy = 0.6620
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1950 - g_loss: 1.0544 - d_accuracy: 0.6869
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1870 - g_loss: 1.0639 - d_accuracy: 0.6849Epoch 486: D Accuracy = 0.7593
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1838 - g_loss: 1.0675 - d_accuracy: 0.6876
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1929 - g_loss: 1.0552 - d_accuracy: 0.6792Epoch 487: D Accuracy = 0.7731
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1909 - g_loss: 1.0580 - d_accuracy: 0.6826
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1910 - g_loss: 1.0540 - d_accuracy: 0.6868Epoch 488: D Accuracy = 0.7037
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1920 - g_loss: 1.0509 - d_accuracy: 0.6874
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2006 - g_loss: 1.0499 - d_accuracy: 0.6810Epoch 489: D Accuracy = 0.6759
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2003 - g_loss: 1.0510 - d_accuracy: 0.6808
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1960 - g_loss: 1.0551 - d_accuracy: 0.6833Epoch 490: D Accuracy = 0.6296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1980 - g_loss: 1.0597 - d_accuracy: 0.6814
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1781 - g_loss: 1.0687 - d_accuracy: 0.6977Epoch 491: D Accuracy = 0.6620
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1796 - g_loss: 1.0725 - d_accuracy: 0.6964
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1808 - g_loss: 1.0546 - d_accuracy: 0.6927Epoch 492: D Accuracy = 0.7176
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1795 - g_loss: 1.0534 - d_accuracy: 0.6936
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1891 - g_loss: 1.0659 - d_accuracy: 0.6881Epoch 493: D Accuracy = 0.6713
27/27 [==============================] - 1s 36ms/step - d_loss: 1.1906 - g_loss: 1.0672 - d_accuracy: 0.6875
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1877 - g_loss: 1.0595 - d_accuracy: 0.6943Epoch 494: D Accuracy = 0.6806
27/27 [==============================] - 1s 38ms/step - d_loss: 1.1864 - g_loss: 1.0650 - d_accuracy: 0.6938
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1925 - g_loss: 1.0599 - d_accuracy: 0.6895Epoch 495: D Accuracy = 0.7222
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1936 - g_loss: 1.0551 - d_accuracy: 0.6907
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1823 - g_loss: 1.0626 - d_accuracy: 0.6901Epoch 496: D Accuracy = 0.6574
27/27 [==============================] - 1s 37ms/step - d_loss: 1.1855 - g_loss: 1.0561 - d_accuracy: 0.6890
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1883 - g_loss: 1.0600 - d_accuracy: 0.6816Epoch 497: D Accuracy = 0.6389
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1909 - g_loss: 1.0591 - d_accuracy: 0.6801
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1728 - g_loss: 1.0743 - d_accuracy: 0.6985Epoch 498: D Accuracy = 0.7500
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1704 - g_loss: 1.0772 - d_accuracy: 0.7003
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1798 - g_loss: 1.0707 - d_accuracy: 0.6953Epoch 499: D Accuracy = 0.7269
27/27 [==============================] - 1s 35ms/step - d_loss: 1.1777 - g_loss: 1.0735 - d_accuracy: 0.6964
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 1.1864 - g_loss: 1.0650 - d_accuracy: 0.6926
Class 13 — Epoch 500 preview:
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Epoch 500: D Accuracy = 0.7037
27/27 [==============================] - 1s 42ms/step - d_loss: 1.1846 - g_loss: 1.0698 - d_accuracy: 0.6930
Training DCGAN for class 14...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.4299 - g_loss: 0.9193 - d_accuracy: 0.5648WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0173s vs `on_train_batch_end` time: 0.0189s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 1.0247 - g_loss: 1.2530 - d_accuracy: 0.8006
Epoch 1: Generator loss improved from inf to 1.4580. Saving weights.
Epoch 1: D Accuracy = 0.8380
27/27 [==============================] - 2s 36ms/step - d_loss: 1.0208 - g_loss: 1.2603 - d_accuracy: 0.8019
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9580 - g_loss: 1.4406 - d_accuracy: 0.8387
Epoch 2: Generator loss improved from 1.4580 to 1.3067. Saving weights.
Epoch 2: D Accuracy = 0.7963
27/27 [==============================] - 1s 35ms/step - d_loss: 0.9596 - g_loss: 1.4358 - d_accuracy: 0.8372
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6735 - g_loss: 2.1004 - d_accuracy: 0.9284Epoch 3: D Accuracy = 0.9537
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6687 - g_loss: 2.1243 - d_accuracy: 0.9293
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4682 - g_loss: 3.1636 - d_accuracy: 0.9793Epoch 4: D Accuracy = 0.9769
27/27 [==============================] - 1s 35ms/step - d_loss: 0.4676 - g_loss: 3.1693 - d_accuracy: 0.9792
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4472 - g_loss: 3.4148 - d_accuracy: 0.9838Epoch 5: D Accuracy = 0.9722
27/27 [==============================] - 1s 35ms/step - d_loss: 0.4481 - g_loss: 3.4113 - d_accuracy: 0.9834
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4410 - g_loss: 3.7460 - d_accuracy: 0.9842Epoch 6: D Accuracy = 0.9769
27/27 [==============================] - 1s 35ms/step - d_loss: 0.4407 - g_loss: 3.7701 - d_accuracy: 0.9840
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4056 - g_loss: 4.4232 - d_accuracy: 0.9887Epoch 7: D Accuracy = 0.9954
27/27 [==============================] - 1s 37ms/step - d_loss: 0.4050 - g_loss: 4.4276 - d_accuracy: 0.9889
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 1.0815 - g_loss: 1.9736 - d_accuracy: 0.7683
Epoch 8: Generator loss improved from 1.3067 to 0.9250. Saving weights.
Epoch 8: D Accuracy = 0.5556
27/27 [==============================] - 1s 39ms/step - d_loss: 1.1043 - g_loss: 1.9362 - d_accuracy: 0.7607
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4285 - g_loss: 1.1238 - d_accuracy: 0.6231Epoch 9: D Accuracy = 0.5185
27/27 [==============================] - 1s 37ms/step - d_loss: 1.4312 - g_loss: 1.1211 - d_accuracy: 0.6193
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.4153 - g_loss: 0.9506 - d_accuracy: 0.5768Epoch 10: D Accuracy = 0.6759
27/27 [==============================] - 1s 36ms/step - d_loss: 1.4111 - g_loss: 0.9510 - d_accuracy: 0.5804
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3837 - g_loss: 0.9476 - d_accuracy: 0.5829
Epoch 11: Generator loss improved from 0.9250 to 0.9218. Saving weights.
Epoch 11: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3820 - g_loss: 0.9467 - d_accuracy: 0.5844
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3954 - g_loss: 0.8928 - d_accuracy: 0.5600Epoch 12: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3931 - g_loss: 0.8939 - d_accuracy: 0.5612
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3820 - g_loss: 0.8707 - d_accuracy: 0.5599
Epoch 13: Generator loss improved from 0.9218 to 0.8581. Saving weights.
Epoch 13: D Accuracy = 0.5694
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3812 - g_loss: 0.8703 - d_accuracy: 0.5602
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3813 - g_loss: 0.8652 - d_accuracy: 0.5532
Epoch 14: Generator loss improved from 0.8581 to 0.8487. Saving weights.
Epoch 14: D Accuracy = 0.5000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3810 - g_loss: 0.8646 - d_accuracy: 0.5513
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3742 - g_loss: 0.8580 - d_accuracy: 0.5553Epoch 15: D Accuracy = 0.5278
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3743 - g_loss: 0.8577 - d_accuracy: 0.5543
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3709 - g_loss: 0.8574 - d_accuracy: 0.5497Epoch 16: D Accuracy = 0.5602
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3699 - g_loss: 0.8580 - d_accuracy: 0.5501
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3673 - g_loss: 0.8569 - d_accuracy: 0.5437Epoch 17: D Accuracy = 0.5741
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3660 - g_loss: 0.8580 - d_accuracy: 0.5448
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3638 - g_loss: 0.8519 - d_accuracy: 0.5558
Epoch 18: Generator loss improved from 0.8487 to 0.8415. Saving weights.
Epoch 18: D Accuracy = 0.5694
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3629 - g_loss: 0.8515 - d_accuracy: 0.5563
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3493 - g_loss: 0.8621 - d_accuracy: 0.5675Epoch 19: D Accuracy = 0.5463
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3494 - g_loss: 0.8618 - d_accuracy: 0.5668
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3484 - g_loss: 0.8623 - d_accuracy: 0.5646
Epoch 20: Generator loss improved from 0.8415 to 0.8225. Saving weights.
Epoch 20: D Accuracy = 0.4815
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3505 - g_loss: 0.8609 - d_accuracy: 0.5616
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3387 - g_loss: 0.8647 - d_accuracy: 0.5814Epoch 21: D Accuracy = 0.5741
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3382 - g_loss: 0.8643 - d_accuracy: 0.5812
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3376 - g_loss: 0.8708 - d_accuracy: 0.5853Epoch 22: D Accuracy = 0.6667
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3355 - g_loss: 0.8730 - d_accuracy: 0.5882
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3371 - g_loss: 0.8670 - d_accuracy: 0.5783Epoch 23: D Accuracy = 0.6019
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3360 - g_loss: 0.8677 - d_accuracy: 0.5791
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3327 - g_loss: 0.8738 - d_accuracy: 0.5822Epoch 24: D Accuracy = 0.5509
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3328 - g_loss: 0.8728 - d_accuracy: 0.5811
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3220 - g_loss: 0.8831 - d_accuracy: 0.5925Epoch 25: D Accuracy = 0.6620
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3208 - g_loss: 0.8831 - d_accuracy: 0.5950
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3272 - g_loss: 0.8803 - d_accuracy: 0.5862Epoch 26: D Accuracy = 0.5509
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3275 - g_loss: 0.8807 - d_accuracy: 0.5850
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.8883 - d_accuracy: 0.5924Epoch 27: D Accuracy = 0.5880
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3174 - g_loss: 0.8887 - d_accuracy: 0.5922
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3158 - g_loss: 0.8880 - d_accuracy: 0.6053Epoch 28: D Accuracy = 0.5926
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3158 - g_loss: 0.8882 - d_accuracy: 0.6048
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3178 - g_loss: 0.8933 - d_accuracy: 0.5953Epoch 29: D Accuracy = 0.5926
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3172 - g_loss: 0.8948 - d_accuracy: 0.5952
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.8920 - d_accuracy: 0.6098Epoch 30: D Accuracy = 0.6065
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3127 - g_loss: 0.8923 - d_accuracy: 0.6097
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3104 - g_loss: 0.8947 - d_accuracy: 0.6088Epoch 31: D Accuracy = 0.5787
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3106 - g_loss: 0.8958 - d_accuracy: 0.6077
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3047 - g_loss: 0.9006 - d_accuracy: 0.6105Epoch 32: D Accuracy = 0.6019
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3051 - g_loss: 0.8986 - d_accuracy: 0.6102
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3050 - g_loss: 0.9091 - d_accuracy: 0.6087Epoch 33: D Accuracy = 0.5880
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3058 - g_loss: 0.9072 - d_accuracy: 0.6080
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3045 - g_loss: 0.9133 - d_accuracy: 0.6063Epoch 34: D Accuracy = 0.5926
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3038 - g_loss: 0.9162 - d_accuracy: 0.6058
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2990 - g_loss: 0.9163 - d_accuracy: 0.6195Epoch 35: D Accuracy = 0.6713
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2978 - g_loss: 0.9167 - d_accuracy: 0.6213
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3058 - g_loss: 0.9138 - d_accuracy: 0.6060Epoch 36: D Accuracy = 0.6111
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3053 - g_loss: 0.9155 - d_accuracy: 0.6062
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3108 - g_loss: 0.9133 - d_accuracy: 0.6022
Epoch 37: Generator loss improved from 0.8225 to 0.7827. Saving weights.
Epoch 37: D Accuracy = 0.5648
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3127 - g_loss: 0.9086 - d_accuracy: 0.6009
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.9078 - d_accuracy: 0.6038Epoch 38: D Accuracy = 0.6111
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3153 - g_loss: 0.9091 - d_accuracy: 0.6041
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3083 - g_loss: 0.9090 - d_accuracy: 0.6059Epoch 39: D Accuracy = 0.5972
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3085 - g_loss: 0.9070 - d_accuracy: 0.6056
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3163 - g_loss: 0.9042 - d_accuracy: 0.5976Epoch 40: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3167 - g_loss: 0.9038 - d_accuracy: 0.5971
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3066 - g_loss: 0.9136 - d_accuracy: 0.6064Epoch 41: D Accuracy = 0.6435
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3048 - g_loss: 0.9157 - d_accuracy: 0.6078
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3077 - g_loss: 0.9120 - d_accuracy: 0.6113Epoch 42: D Accuracy = 0.6852
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3054 - g_loss: 0.9139 - d_accuracy: 0.6140
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3107 - g_loss: 0.9072 - d_accuracy: 0.6054Epoch 43: D Accuracy = 0.5880
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3115 - g_loss: 0.9062 - d_accuracy: 0.6048
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2998 - g_loss: 0.9150 - d_accuracy: 0.6168Epoch 44: D Accuracy = 0.6667
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2979 - g_loss: 0.9186 - d_accuracy: 0.6186
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3080 - g_loss: 0.9148 - d_accuracy: 0.6076Epoch 45: D Accuracy = 0.6250
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3074 - g_loss: 0.9146 - d_accuracy: 0.6083
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3065 - g_loss: 0.9130 - d_accuracy: 0.6049Epoch 46: D Accuracy = 0.6296
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3066 - g_loss: 0.9116 - d_accuracy: 0.6058
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3014 - g_loss: 0.9163 - d_accuracy: 0.6161Epoch 47: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3007 - g_loss: 0.9155 - d_accuracy: 0.6179
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3037 - g_loss: 0.9115 - d_accuracy: 0.6134Epoch 48: D Accuracy = 0.6019
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3035 - g_loss: 0.9120 - d_accuracy: 0.6130
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2975 - g_loss: 0.9233 - d_accuracy: 0.6171Epoch 49: D Accuracy = 0.6620
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2953 - g_loss: 0.9272 - d_accuracy: 0.6187
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2923 - g_loss: 0.9274 - d_accuracy: 0.6241Epoch 50: D Accuracy = 0.6019
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2938 - g_loss: 0.9291 - d_accuracy: 0.6233
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2967 - g_loss: 0.9199 - d_accuracy: 0.6129Epoch 51: D Accuracy = 0.5602
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2982 - g_loss: 0.9173 - d_accuracy: 0.6110
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2931 - g_loss: 0.9262 - d_accuracy: 0.6166Epoch 52: D Accuracy = 0.6250
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2941 - g_loss: 0.9261 - d_accuracy: 0.6169
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2928 - g_loss: 0.9348 - d_accuracy: 0.6218Epoch 53: D Accuracy = 0.5694
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2933 - g_loss: 0.9389 - d_accuracy: 0.6199
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2918 - g_loss: 0.9285 - d_accuracy: 0.6234Epoch 54: D Accuracy = 0.6157
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2928 - g_loss: 0.9247 - d_accuracy: 0.6231
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2913 - g_loss: 0.9386 - d_accuracy: 0.6210Epoch 55: D Accuracy = 0.6157
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2919 - g_loss: 0.9372 - d_accuracy: 0.6209
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2871 - g_loss: 0.9392 - d_accuracy: 0.6246Epoch 56: D Accuracy = 0.6343
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2879 - g_loss: 0.9432 - d_accuracy: 0.6250
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2939 - g_loss: 0.9305 - d_accuracy: 0.6211Epoch 57: D Accuracy = 0.6019
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2947 - g_loss: 0.9321 - d_accuracy: 0.6204
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2935 - g_loss: 0.9246 - d_accuracy: 0.6175Epoch 58: D Accuracy = 0.6481
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2940 - g_loss: 0.9224 - d_accuracy: 0.6186
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2810 - g_loss: 0.9428 - d_accuracy: 0.6243Epoch 59: D Accuracy = 0.6250
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2810 - g_loss: 0.9443 - d_accuracy: 0.6243
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2900 - g_loss: 0.9361 - d_accuracy: 0.6254Epoch 60: D Accuracy = 0.6481
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2899 - g_loss: 0.9380 - d_accuracy: 0.6262
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2857 - g_loss: 0.9400 - d_accuracy: 0.6220Epoch 61: D Accuracy = 0.6389
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2857 - g_loss: 0.9409 - d_accuracy: 0.6226
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2849 - g_loss: 0.9426 - d_accuracy: 0.6225Epoch 62: D Accuracy = 0.5972
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2865 - g_loss: 0.9467 - d_accuracy: 0.6216
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2711 - g_loss: 0.9470 - d_accuracy: 0.6387Epoch 63: D Accuracy = 0.6435
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2698 - g_loss: 0.9498 - d_accuracy: 0.6389
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 0.9472 - d_accuracy: 0.6367Epoch 64: D Accuracy = 0.6019
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2729 - g_loss: 0.9458 - d_accuracy: 0.6355
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2788 - g_loss: 0.9453 - d_accuracy: 0.6294Epoch 65: D Accuracy = 0.6019
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2800 - g_loss: 0.9413 - d_accuracy: 0.6284
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2825 - g_loss: 0.9450 - d_accuracy: 0.6341Epoch 66: D Accuracy = 0.6204
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2814 - g_loss: 0.9476 - d_accuracy: 0.6336
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2810 - g_loss: 0.9423 - d_accuracy: 0.6311Epoch 67: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2829 - g_loss: 0.9422 - d_accuracy: 0.6309
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9503 - d_accuracy: 0.6371Epoch 68: D Accuracy = 0.6343
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2735 - g_loss: 0.9504 - d_accuracy: 0.6370
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2751 - g_loss: 0.9542 - d_accuracy: 0.6373Epoch 69: D Accuracy = 0.6574
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2739 - g_loss: 0.9534 - d_accuracy: 0.6381
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2888 - g_loss: 0.9389 - d_accuracy: 0.6251Epoch 70: D Accuracy = 0.6435
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2888 - g_loss: 0.9392 - d_accuracy: 0.6258
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2855 - g_loss: 0.9397 - d_accuracy: 0.6263Epoch 71: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2839 - g_loss: 0.9405 - d_accuracy: 0.6277
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2912 - g_loss: 0.9379 - d_accuracy: 0.6221Epoch 72: D Accuracy = 0.5926
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2920 - g_loss: 0.9401 - d_accuracy: 0.6210
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2897 - g_loss: 0.9414 - d_accuracy: 0.6264Epoch 73: D Accuracy = 0.5741
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2911 - g_loss: 0.9414 - d_accuracy: 0.6246
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2905 - g_loss: 0.9378 - d_accuracy: 0.6195Epoch 74: D Accuracy = 0.6296
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2908 - g_loss: 0.9387 - d_accuracy: 0.6199
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2950 - g_loss: 0.9384 - d_accuracy: 0.6192Epoch 75: D Accuracy = 0.6296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2953 - g_loss: 0.9391 - d_accuracy: 0.6196
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2999 - g_loss: 0.9269 - d_accuracy: 0.6198Epoch 76: D Accuracy = 0.6204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2994 - g_loss: 0.9311 - d_accuracy: 0.6198
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3090 - g_loss: 0.9226 - d_accuracy: 0.6124Epoch 77: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3089 - g_loss: 0.9240 - d_accuracy: 0.6117
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3003 - g_loss: 0.9307 - d_accuracy: 0.6065Epoch 78: D Accuracy = 0.6204
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3000 - g_loss: 0.9347 - d_accuracy: 0.6070
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9269 - d_accuracy: 0.6136Epoch 79: D Accuracy = 0.6343
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2990 - g_loss: 0.9302 - d_accuracy: 0.6144
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2963 - g_loss: 0.9267 - d_accuracy: 0.6198Epoch 80: D Accuracy = 0.5556
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2979 - g_loss: 0.9244 - d_accuracy: 0.6175
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3016 - g_loss: 0.9336 - d_accuracy: 0.6052Epoch 81: D Accuracy = 0.6204
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3021 - g_loss: 0.9374 - d_accuracy: 0.6057
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3026 - g_loss: 0.9240 - d_accuracy: 0.6105Epoch 82: D Accuracy = 0.5694
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3041 - g_loss: 0.9233 - d_accuracy: 0.6090
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3166 - g_loss: 0.9130 - d_accuracy: 0.5929Epoch 83: D Accuracy = 0.6111
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3154 - g_loss: 0.9146 - d_accuracy: 0.5936
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3085 - g_loss: 0.9156 - d_accuracy: 0.6078Epoch 84: D Accuracy = 0.6759
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3066 - g_loss: 0.9153 - d_accuracy: 0.6102
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3161 - g_loss: 0.9086 - d_accuracy: 0.6022Epoch 85: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3150 - g_loss: 0.9079 - d_accuracy: 0.6045
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3105 - g_loss: 0.9182 - d_accuracy: 0.6066Epoch 86: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3099 - g_loss: 0.9166 - d_accuracy: 0.6073
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3277 - g_loss: 0.8984 - d_accuracy: 0.5934Epoch 87: D Accuracy = 0.5926
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3278 - g_loss: 0.8994 - d_accuracy: 0.5934
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3237 - g_loss: 0.9024 - d_accuracy: 0.5902Epoch 88: D Accuracy = 0.6111
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3235 - g_loss: 0.9028 - d_accuracy: 0.5909
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3228 - g_loss: 0.9037 - d_accuracy: 0.5928Epoch 89: D Accuracy = 0.5648
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3231 - g_loss: 0.9037 - d_accuracy: 0.5918
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3214 - g_loss: 0.9040 - d_accuracy: 0.5906Epoch 90: D Accuracy = 0.6296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3206 - g_loss: 0.9033 - d_accuracy: 0.5920
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3190 - g_loss: 0.9070 - d_accuracy: 0.5992Epoch 91: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3201 - g_loss: 0.9079 - d_accuracy: 0.5990
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3158 - g_loss: 0.9029 - d_accuracy: 0.5947Epoch 92: D Accuracy = 0.5370
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3186 - g_loss: 0.9025 - d_accuracy: 0.5926
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3223 - g_loss: 0.8999 - d_accuracy: 0.5912Epoch 93: D Accuracy = 0.5648
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3229 - g_loss: 0.8976 - d_accuracy: 0.5903
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3233 - g_loss: 0.8973 - d_accuracy: 0.5877Epoch 94: D Accuracy = 0.5833
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3236 - g_loss: 0.8962 - d_accuracy: 0.5876
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3348 - g_loss: 0.8959 - d_accuracy: 0.5846Epoch 95: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3341 - g_loss: 0.9006 - d_accuracy: 0.5861
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3301 - g_loss: 0.8862 - d_accuracy: 0.5883Epoch 96: D Accuracy = 0.6065
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3291 - g_loss: 0.8872 - d_accuracy: 0.5889
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3247 - g_loss: 0.8920 - d_accuracy: 0.5979Epoch 97: D Accuracy = 0.5972
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3259 - g_loss: 0.8927 - d_accuracy: 0.5979
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8918 - d_accuracy: 0.5944Epoch 98: D Accuracy = 0.6065
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3279 - g_loss: 0.8916 - d_accuracy: 0.5948
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3228 - g_loss: 0.8896 - d_accuracy: 0.5889Epoch 99: D Accuracy = 0.6574
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3212 - g_loss: 0.8866 - d_accuracy: 0.5913
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.8853 - d_accuracy: 0.5795
Class 14 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.5694
27/27 [==============================] - 1s 44ms/step - d_loss: 1.3319 - g_loss: 0.8835 - d_accuracy: 0.5792
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3300 - g_loss: 0.8896 - d_accuracy: 0.5883Epoch 101: D Accuracy = 0.6019
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3303 - g_loss: 0.8910 - d_accuracy: 0.5887
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3309 - g_loss: 0.8846 - d_accuracy: 0.5843Epoch 102: D Accuracy = 0.5648
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3322 - g_loss: 0.8837 - d_accuracy: 0.5836
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3336 - g_loss: 0.8898 - d_accuracy: 0.5879Epoch 103: D Accuracy = 0.5556
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3354 - g_loss: 0.8919 - d_accuracy: 0.5867
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3229 - g_loss: 0.8914 - d_accuracy: 0.5850Epoch 104: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3221 - g_loss: 0.8931 - d_accuracy: 0.5849
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3355 - g_loss: 0.8823 - d_accuracy: 0.5839Epoch 105: D Accuracy = 0.5556
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3365 - g_loss: 0.8827 - d_accuracy: 0.5829
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.8838 - d_accuracy: 0.5807Epoch 106: D Accuracy = 0.5509
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3331 - g_loss: 0.8827 - d_accuracy: 0.5797
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3323 - g_loss: 0.8828 - d_accuracy: 0.5806Epoch 107: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3320 - g_loss: 0.8826 - d_accuracy: 0.5822
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3406 - g_loss: 0.8768 - d_accuracy: 0.5776Epoch 108: D Accuracy = 0.5833
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3414 - g_loss: 0.8764 - d_accuracy: 0.5778
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3396 - g_loss: 0.8760 - d_accuracy: 0.5757Epoch 109: D Accuracy = 0.6343
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3383 - g_loss: 0.8762 - d_accuracy: 0.5778
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3375 - g_loss: 0.8747 - d_accuracy: 0.5793Epoch 110: D Accuracy = 0.6065
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3368 - g_loss: 0.8725 - d_accuracy: 0.5803
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3402 - g_loss: 0.8791 - d_accuracy: 0.5724Epoch 111: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3399 - g_loss: 0.8799 - d_accuracy: 0.5728
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3390 - g_loss: 0.8770 - d_accuracy: 0.5694Epoch 112: D Accuracy = 0.5509
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3395 - g_loss: 0.8756 - d_accuracy: 0.5688
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3336 - g_loss: 0.8781 - d_accuracy: 0.5821Epoch 113: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3325 - g_loss: 0.8802 - d_accuracy: 0.5821
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3332 - g_loss: 0.8797 - d_accuracy: 0.5781Epoch 114: D Accuracy = 0.6019
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3312 - g_loss: 0.8843 - d_accuracy: 0.5790
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3376 - g_loss: 0.8777 - d_accuracy: 0.5786Epoch 115: D Accuracy = 0.6019
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3376 - g_loss: 0.8773 - d_accuracy: 0.5794
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3357 - g_loss: 0.8783 - d_accuracy: 0.5811Epoch 116: D Accuracy = 0.5648
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3362 - g_loss: 0.8779 - d_accuracy: 0.5805
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3393 - g_loss: 0.8738 - d_accuracy: 0.5699Epoch 117: D Accuracy = 0.5602
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3400 - g_loss: 0.8736 - d_accuracy: 0.5696
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3361 - g_loss: 0.8732 - d_accuracy: 0.5764Epoch 118: D Accuracy = 0.6065
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3347 - g_loss: 0.8745 - d_accuracy: 0.5775
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3402 - g_loss: 0.8701 - d_accuracy: 0.5789Epoch 119: D Accuracy = 0.6157
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3393 - g_loss: 0.8689 - d_accuracy: 0.5803
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3299 - g_loss: 0.8774 - d_accuracy: 0.5814Epoch 120: D Accuracy = 0.5880
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3289 - g_loss: 0.8773 - d_accuracy: 0.5816
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3356 - g_loss: 0.8741 - d_accuracy: 0.5803Epoch 121: D Accuracy = 0.6019
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3349 - g_loss: 0.8744 - d_accuracy: 0.5811
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3317 - g_loss: 0.8805 - d_accuracy: 0.5763Epoch 122: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3317 - g_loss: 0.8815 - d_accuracy: 0.5769
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3434 - g_loss: 0.8704 - d_accuracy: 0.5686Epoch 123: D Accuracy = 0.5278
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3443 - g_loss: 0.8697 - d_accuracy: 0.5671
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3420 - g_loss: 0.8704 - d_accuracy: 0.5686Epoch 124: D Accuracy = 0.6806
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3389 - g_loss: 0.8719 - d_accuracy: 0.5726
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3465 - g_loss: 0.8679 - d_accuracy: 0.5685Epoch 125: D Accuracy = 0.5787
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3461 - g_loss: 0.8698 - d_accuracy: 0.5688
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3350 - g_loss: 0.8734 - d_accuracy: 0.5749Epoch 126: D Accuracy = 0.5602
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3350 - g_loss: 0.8760 - d_accuracy: 0.5743
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3343 - g_loss: 0.8697 - d_accuracy: 0.5793Epoch 127: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3333 - g_loss: 0.8707 - d_accuracy: 0.5809
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3425 - g_loss: 0.8682 - d_accuracy: 0.5729Epoch 128: D Accuracy = 0.6019
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3413 - g_loss: 0.8704 - d_accuracy: 0.5740
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3422 - g_loss: 0.8710 - d_accuracy: 0.5676Epoch 129: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3413 - g_loss: 0.8741 - d_accuracy: 0.5682
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3466 - g_loss: 0.8638 - d_accuracy: 0.5648Epoch 130: D Accuracy = 0.6157
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3452 - g_loss: 0.8655 - d_accuracy: 0.5666
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3381 - g_loss: 0.8671 - d_accuracy: 0.5723Epoch 131: D Accuracy = 0.5694
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3393 - g_loss: 0.8652 - d_accuracy: 0.5722
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3387 - g_loss: 0.8711 - d_accuracy: 0.5708Epoch 132: D Accuracy = 0.6065
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3374 - g_loss: 0.8715 - d_accuracy: 0.5721
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3395 - g_loss: 0.8661 - d_accuracy: 0.5687Epoch 133: D Accuracy = 0.5648
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3394 - g_loss: 0.8659 - d_accuracy: 0.5685
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3466 - g_loss: 0.8627 - d_accuracy: 0.5646Epoch 134: D Accuracy = 0.5648
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3467 - g_loss: 0.8618 - d_accuracy: 0.5646
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3391 - g_loss: 0.8669 - d_accuracy: 0.5707Epoch 135: D Accuracy = 0.5463
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3395 - g_loss: 0.8667 - d_accuracy: 0.5699
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3428 - g_loss: 0.8633 - d_accuracy: 0.5673Epoch 136: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3422 - g_loss: 0.8641 - d_accuracy: 0.5679
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3416 - g_loss: 0.8666 - d_accuracy: 0.5603Epoch 137: D Accuracy = 0.5417
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3418 - g_loss: 0.8680 - d_accuracy: 0.5596
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3372 - g_loss: 0.8673 - d_accuracy: 0.5719Epoch 138: D Accuracy = 0.5463
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3376 - g_loss: 0.8694 - d_accuracy: 0.5710
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3406 - g_loss: 0.8642 - d_accuracy: 0.5649Epoch 139: D Accuracy = 0.5417
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3410 - g_loss: 0.8640 - d_accuracy: 0.5641
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3388 - g_loss: 0.8663 - d_accuracy: 0.5706Epoch 140: D Accuracy = 0.5417
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3399 - g_loss: 0.8658 - d_accuracy: 0.5695
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.8653 - d_accuracy: 0.5762Epoch 141: D Accuracy = 0.5648
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3364 - g_loss: 0.8648 - d_accuracy: 0.5758
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3420 - g_loss: 0.8642 - d_accuracy: 0.5652Epoch 142: D Accuracy = 0.6111
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3415 - g_loss: 0.8640 - d_accuracy: 0.5668
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3335 - g_loss: 0.8712 - d_accuracy: 0.5782Epoch 143: D Accuracy = 0.5880
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3335 - g_loss: 0.8724 - d_accuracy: 0.5785
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3369 - g_loss: 0.8640 - d_accuracy: 0.5755Epoch 144: D Accuracy = 0.5926
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3358 - g_loss: 0.8649 - d_accuracy: 0.5761
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3390 - g_loss: 0.8656 - d_accuracy: 0.5687Epoch 145: D Accuracy = 0.5787
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3388 - g_loss: 0.8663 - d_accuracy: 0.5691
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3451 - g_loss: 0.8626 - d_accuracy: 0.5684Epoch 146: D Accuracy = 0.6204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3433 - g_loss: 0.8622 - d_accuracy: 0.5703
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3417 - g_loss: 0.8595 - d_accuracy: 0.5703Epoch 147: D Accuracy = 0.5046
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3426 - g_loss: 0.8576 - d_accuracy: 0.5680
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3481 - g_loss: 0.8568 - d_accuracy: 0.5624Epoch 148: D Accuracy = 0.5787
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3482 - g_loss: 0.8580 - d_accuracy: 0.5630
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3381 - g_loss: 0.8624 - d_accuracy: 0.5674Epoch 149: D Accuracy = 0.5463
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3388 - g_loss: 0.8621 - d_accuracy: 0.5666
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3428 - g_loss: 0.8603 - d_accuracy: 0.5630Epoch 150: D Accuracy = 0.5694
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3418 - g_loss: 0.8606 - d_accuracy: 0.5633
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3409 - g_loss: 0.8625 - d_accuracy: 0.5673Epoch 151: D Accuracy = 0.5602
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3412 - g_loss: 0.8623 - d_accuracy: 0.5671
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3495 - g_loss: 0.8587 - d_accuracy: 0.5600Epoch 152: D Accuracy = 0.5602
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3487 - g_loss: 0.8612 - d_accuracy: 0.5600
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3399 - g_loss: 0.8611 - d_accuracy: 0.5699Epoch 153: D Accuracy = 0.5787
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3395 - g_loss: 0.8604 - d_accuracy: 0.5702
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3410 - g_loss: 0.8640 - d_accuracy: 0.5688Epoch 154: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3411 - g_loss: 0.8636 - d_accuracy: 0.5693
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3432 - g_loss: 0.8594 - d_accuracy: 0.5694Epoch 155: D Accuracy = 0.5926
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3429 - g_loss: 0.8583 - d_accuracy: 0.5702
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3402 - g_loss: 0.8617 - d_accuracy: 0.5667Epoch 156: D Accuracy = 0.6435
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3389 - g_loss: 0.8612 - d_accuracy: 0.5694
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3421 - g_loss: 0.8586 - d_accuracy: 0.5688Epoch 157: D Accuracy = 0.5648
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3416 - g_loss: 0.8584 - d_accuracy: 0.5687
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8614 - d_accuracy: 0.5665Epoch 158: D Accuracy = 0.5139
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3389 - g_loss: 0.8615 - d_accuracy: 0.5646
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3379 - g_loss: 0.8641 - d_accuracy: 0.5664Epoch 159: D Accuracy = 0.5787
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3375 - g_loss: 0.8651 - d_accuracy: 0.5669
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3304 - g_loss: 0.8720 - d_accuracy: 0.5806Epoch 160: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3289 - g_loss: 0.8730 - d_accuracy: 0.5822
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3355 - g_loss: 0.8646 - d_accuracy: 0.5747Epoch 161: D Accuracy = 0.6157
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3349 - g_loss: 0.8650 - d_accuracy: 0.5762
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3358 - g_loss: 0.8646 - d_accuracy: 0.5676Epoch 162: D Accuracy = 0.5000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3365 - g_loss: 0.8640 - d_accuracy: 0.5652
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3368 - g_loss: 0.8679 - d_accuracy: 0.5737Epoch 163: D Accuracy = 0.5185
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3383 - g_loss: 0.8667 - d_accuracy: 0.5718
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3334 - g_loss: 0.8701 - d_accuracy: 0.5722Epoch 164: D Accuracy = 0.5787
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3338 - g_loss: 0.8695 - d_accuracy: 0.5724
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3420 - g_loss: 0.8631 - d_accuracy: 0.5683Epoch 165: D Accuracy = 0.5463
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3434 - g_loss: 0.8624 - d_accuracy: 0.5675
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3457 - g_loss: 0.8586 - d_accuracy: 0.5642Epoch 166: D Accuracy = 0.5648
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3457 - g_loss: 0.8591 - d_accuracy: 0.5642
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3402 - g_loss: 0.8636 - d_accuracy: 0.5612Epoch 167: D Accuracy = 0.5741
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3390 - g_loss: 0.8662 - d_accuracy: 0.5617
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8666 - d_accuracy: 0.5751Epoch 168: D Accuracy = 0.5787
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3344 - g_loss: 0.8690 - d_accuracy: 0.5752
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3439 - g_loss: 0.8579 - d_accuracy: 0.5637Epoch 169: D Accuracy = 0.5602
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3434 - g_loss: 0.8589 - d_accuracy: 0.5636
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3416 - g_loss: 0.8575 - d_accuracy: 0.5625Epoch 170: D Accuracy = 0.5926
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3412 - g_loss: 0.8577 - d_accuracy: 0.5635
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3352 - g_loss: 0.8638 - d_accuracy: 0.5704Epoch 171: D Accuracy = 0.5370
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3346 - g_loss: 0.8642 - d_accuracy: 0.5692
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3342 - g_loss: 0.8650 - d_accuracy: 0.5645Epoch 172: D Accuracy = 0.5509
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3348 - g_loss: 0.8633 - d_accuracy: 0.5640
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3420 - g_loss: 0.8591 - d_accuracy: 0.5644Epoch 173: D Accuracy = 0.5509
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3428 - g_loss: 0.8575 - d_accuracy: 0.5639
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3372 - g_loss: 0.8702 - d_accuracy: 0.5724Epoch 174: D Accuracy = 0.5324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3381 - g_loss: 0.8709 - d_accuracy: 0.5710
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3420 - g_loss: 0.8573 - d_accuracy: 0.5627Epoch 175: D Accuracy = 0.5880
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3413 - g_loss: 0.8562 - d_accuracy: 0.5636
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3406 - g_loss: 0.8609 - d_accuracy: 0.5645Epoch 176: D Accuracy = 0.5509
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3417 - g_loss: 0.8595 - d_accuracy: 0.5640
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3360 - g_loss: 0.8626 - d_accuracy: 0.5682Epoch 177: D Accuracy = 0.5787
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3343 - g_loss: 0.8644 - d_accuracy: 0.5685
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3263 - g_loss: 0.8706 - d_accuracy: 0.5832Epoch 178: D Accuracy = 0.5787
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3261 - g_loss: 0.8687 - d_accuracy: 0.5830
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3424 - g_loss: 0.8629 - d_accuracy: 0.5580Epoch 179: D Accuracy = 0.4954
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3440 - g_loss: 0.8603 - d_accuracy: 0.5558
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8699 - d_accuracy: 0.5762Epoch 180: D Accuracy = 0.5880
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3345 - g_loss: 0.8697 - d_accuracy: 0.5766
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3401 - g_loss: 0.8580 - d_accuracy: 0.5629Epoch 181: D Accuracy = 0.5880
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3404 - g_loss: 0.8579 - d_accuracy: 0.5638
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3382 - g_loss: 0.8617 - d_accuracy: 0.5640Epoch 182: D Accuracy = 0.5602
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3386 - g_loss: 0.8645 - d_accuracy: 0.5639
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3410 - g_loss: 0.8625 - d_accuracy: 0.5632Epoch 183: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3406 - g_loss: 0.8628 - d_accuracy: 0.5642
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8635 - d_accuracy: 0.5680Epoch 184: D Accuracy = 0.5833
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3381 - g_loss: 0.8625 - d_accuracy: 0.5686
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3384 - g_loss: 0.8617 - d_accuracy: 0.5623Epoch 185: D Accuracy = 0.6435
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3367 - g_loss: 0.8606 - d_accuracy: 0.5652
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8663 - d_accuracy: 0.5694Epoch 186: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3369 - g_loss: 0.8659 - d_accuracy: 0.5714
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3451 - g_loss: 0.8581 - d_accuracy: 0.5657Epoch 187: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3443 - g_loss: 0.8580 - d_accuracy: 0.5664
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3425 - g_loss: 0.8563 - d_accuracy: 0.5584Epoch 188: D Accuracy = 0.5139
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3433 - g_loss: 0.8568 - d_accuracy: 0.5568
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3333 - g_loss: 0.8625 - d_accuracy: 0.5680Epoch 189: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3314 - g_loss: 0.8639 - d_accuracy: 0.5700
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3394 - g_loss: 0.8620 - d_accuracy: 0.5634Epoch 190: D Accuracy = 0.5509
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3394 - g_loss: 0.8619 - d_accuracy: 0.5629
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3434 - g_loss: 0.8577 - d_accuracy: 0.5609Epoch 191: D Accuracy = 0.5463
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3436 - g_loss: 0.8576 - d_accuracy: 0.5604
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3389 - g_loss: 0.8590 - d_accuracy: 0.5651Epoch 192: D Accuracy = 0.6065
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3371 - g_loss: 0.8606 - d_accuracy: 0.5666
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3375 - g_loss: 0.8650 - d_accuracy: 0.5672Epoch 193: D Accuracy = 0.5556
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3370 - g_loss: 0.8648 - d_accuracy: 0.5667
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3331 - g_loss: 0.8644 - d_accuracy: 0.5755Epoch 194: D Accuracy = 0.5741
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3341 - g_loss: 0.8628 - d_accuracy: 0.5755
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3449 - g_loss: 0.8563 - d_accuracy: 0.5573Epoch 195: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3438 - g_loss: 0.8564 - d_accuracy: 0.5597
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3330 - g_loss: 0.8675 - d_accuracy: 0.5712Epoch 196: D Accuracy = 0.5231
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3343 - g_loss: 0.8659 - d_accuracy: 0.5695
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8616 - d_accuracy: 0.5661Epoch 197: D Accuracy = 0.5417
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3374 - g_loss: 0.8630 - d_accuracy: 0.5652
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3362 - g_loss: 0.8624 - d_accuracy: 0.5723Epoch 198: D Accuracy = 0.5694
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3363 - g_loss: 0.8629 - d_accuracy: 0.5722
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3392 - g_loss: 0.8616 - d_accuracy: 0.5752Epoch 199: D Accuracy = 0.5463
27/27 [==============================] - 1s 40ms/step - d_loss: 1.3396 - g_loss: 0.8600 - d_accuracy: 0.5742
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.8629 - d_accuracy: 0.5739
Class 14 — Epoch 200 preview:
No description has been provided for this image
Epoch 200: D Accuracy = 0.5370
27/27 [==============================] - 1s 43ms/step - d_loss: 1.3320 - g_loss: 0.8641 - d_accuracy: 0.5725
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3329 - g_loss: 0.8660 - d_accuracy: 0.5672Epoch 201: D Accuracy = 0.5556
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3329 - g_loss: 0.8671 - d_accuracy: 0.5667
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3325 - g_loss: 0.8641 - d_accuracy: 0.5764Epoch 202: D Accuracy = 0.5509
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3333 - g_loss: 0.8637 - d_accuracy: 0.5755
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3353 - g_loss: 0.8640 - d_accuracy: 0.5751Epoch 203: D Accuracy = 0.5972
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3351 - g_loss: 0.8635 - d_accuracy: 0.5759
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3389 - g_loss: 0.8618 - d_accuracy: 0.5611Epoch 204: D Accuracy = 0.6065
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3384 - g_loss: 0.8619 - d_accuracy: 0.5627
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3356 - g_loss: 0.8597 - d_accuracy: 0.5702Epoch 205: D Accuracy = 0.4815
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3364 - g_loss: 0.8593 - d_accuracy: 0.5670
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3358 - g_loss: 0.8652 - d_accuracy: 0.5702Epoch 206: D Accuracy = 0.5278
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3363 - g_loss: 0.8654 - d_accuracy: 0.5687
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3388 - g_loss: 0.8590 - d_accuracy: 0.5622Epoch 207: D Accuracy = 0.5972
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3379 - g_loss: 0.8578 - d_accuracy: 0.5634
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3386 - g_loss: 0.8615 - d_accuracy: 0.5620Epoch 208: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3384 - g_loss: 0.8620 - d_accuracy: 0.5627
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3392 - g_loss: 0.8623 - d_accuracy: 0.5648Epoch 209: D Accuracy = 0.5648
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3393 - g_loss: 0.8618 - d_accuracy: 0.5648
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3353 - g_loss: 0.8608 - d_accuracy: 0.5672Epoch 210: D Accuracy = 0.5694
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3355 - g_loss: 0.8590 - d_accuracy: 0.5673
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3373 - g_loss: 0.8607 - d_accuracy: 0.5619Epoch 211: D Accuracy = 0.5463
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3378 - g_loss: 0.8615 - d_accuracy: 0.5613
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3344 - g_loss: 0.8646 - d_accuracy: 0.5751Epoch 212: D Accuracy = 0.5602
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3343 - g_loss: 0.8666 - d_accuracy: 0.5746
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3273 - g_loss: 0.8688 - d_accuracy: 0.5727Epoch 213: D Accuracy = 0.5417
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3285 - g_loss: 0.8687 - d_accuracy: 0.5716
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3322 - g_loss: 0.8708 - d_accuracy: 0.5705Epoch 214: D Accuracy = 0.5000
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3333 - g_loss: 0.8737 - d_accuracy: 0.5679
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3296 - g_loss: 0.8653 - d_accuracy: 0.5763Epoch 215: D Accuracy = 0.5602
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3308 - g_loss: 0.8654 - d_accuracy: 0.5757
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8637 - d_accuracy: 0.5676Epoch 216: D Accuracy = 0.5556
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3379 - g_loss: 0.8654 - d_accuracy: 0.5672
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3332 - g_loss: 0.8669 - d_accuracy: 0.5688Epoch 217: D Accuracy = 0.5324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3340 - g_loss: 0.8657 - d_accuracy: 0.5675
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3383 - g_loss: 0.8595 - d_accuracy: 0.5645Epoch 218: D Accuracy = 0.5741
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3380 - g_loss: 0.8601 - d_accuracy: 0.5649
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3285 - g_loss: 0.8677 - d_accuracy: 0.5765Epoch 219: D Accuracy = 0.6019
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3280 - g_loss: 0.8662 - d_accuracy: 0.5774
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3290 - g_loss: 0.8703 - d_accuracy: 0.5773Epoch 220: D Accuracy = 0.5602
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3300 - g_loss: 0.8701 - d_accuracy: 0.5767
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3290 - g_loss: 0.8679 - d_accuracy: 0.5797Epoch 221: D Accuracy = 0.5648
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3298 - g_loss: 0.8683 - d_accuracy: 0.5791
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3362 - g_loss: 0.8645 - d_accuracy: 0.5719Epoch 222: D Accuracy = 0.5972
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3346 - g_loss: 0.8680 - d_accuracy: 0.5728
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3366 - g_loss: 0.8635 - d_accuracy: 0.5658Epoch 223: D Accuracy = 0.5741
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3369 - g_loss: 0.8632 - d_accuracy: 0.5661
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3325 - g_loss: 0.8692 - d_accuracy: 0.5671Epoch 224: D Accuracy = 0.5972
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3313 - g_loss: 0.8703 - d_accuracy: 0.5682
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3307 - g_loss: 0.8697 - d_accuracy: 0.5814Epoch 225: D Accuracy = 0.5833
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3302 - g_loss: 0.8728 - d_accuracy: 0.5814
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3337 - g_loss: 0.8640 - d_accuracy: 0.5642Epoch 226: D Accuracy = 0.5509
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3333 - g_loss: 0.8645 - d_accuracy: 0.5638
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3380 - g_loss: 0.8596 - d_accuracy: 0.5635Epoch 227: D Accuracy = 0.6019
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3372 - g_loss: 0.8589 - d_accuracy: 0.5649
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3297 - g_loss: 0.8726 - d_accuracy: 0.5739Epoch 228: D Accuracy = 0.6389
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3282 - g_loss: 0.8721 - d_accuracy: 0.5762
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8688 - d_accuracy: 0.5681Epoch 229: D Accuracy = 0.5602
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3322 - g_loss: 0.8693 - d_accuracy: 0.5678
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3342 - g_loss: 0.8634 - d_accuracy: 0.5658Epoch 230: D Accuracy = 0.5648
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3349 - g_loss: 0.8629 - d_accuracy: 0.5657
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3315 - g_loss: 0.8678 - d_accuracy: 0.5773Epoch 231: D Accuracy = 0.5741
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3311 - g_loss: 0.8682 - d_accuracy: 0.5771
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3238 - g_loss: 0.8752 - d_accuracy: 0.5706Epoch 232: D Accuracy = 0.5787
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3232 - g_loss: 0.8774 - d_accuracy: 0.5709
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3238 - g_loss: 0.8724 - d_accuracy: 0.5853Epoch 233: D Accuracy = 0.5972
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3234 - g_loss: 0.8726 - d_accuracy: 0.5858
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8630 - d_accuracy: 0.5621Epoch 234: D Accuracy = 0.6019
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3360 - g_loss: 0.8631 - d_accuracy: 0.5635
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3317 - g_loss: 0.8662 - d_accuracy: 0.5706Epoch 235: D Accuracy = 0.5278
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3320 - g_loss: 0.8673 - d_accuracy: 0.5691
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3339 - g_loss: 0.8660 - d_accuracy: 0.5705Epoch 236: D Accuracy = 0.5880
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3333 - g_loss: 0.8677 - d_accuracy: 0.5712
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3285 - g_loss: 0.8673 - d_accuracy: 0.5734Epoch 237: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3272 - g_loss: 0.8668 - d_accuracy: 0.5752
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.8663 - d_accuracy: 0.5699Epoch 238: D Accuracy = 0.5787
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3309 - g_loss: 0.8678 - d_accuracy: 0.5702
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3287 - g_loss: 0.8678 - d_accuracy: 0.5799Epoch 239: D Accuracy = 0.5741
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3293 - g_loss: 0.8667 - d_accuracy: 0.5796
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3313 - g_loss: 0.8675 - d_accuracy: 0.5719Epoch 240: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3301 - g_loss: 0.8683 - d_accuracy: 0.5738
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8681 - d_accuracy: 0.5713Epoch 241: D Accuracy = 0.5787
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3293 - g_loss: 0.8683 - d_accuracy: 0.5716
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3312 - g_loss: 0.8684 - d_accuracy: 0.5755Epoch 242: D Accuracy = 0.5648
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3316 - g_loss: 0.8678 - d_accuracy: 0.5751
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3268 - g_loss: 0.8748 - d_accuracy: 0.5739Epoch 243: D Accuracy = 0.5926
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3255 - g_loss: 0.8771 - d_accuracy: 0.5746
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3295 - g_loss: 0.8716 - d_accuracy: 0.5747Epoch 244: D Accuracy = 0.5046
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3313 - g_loss: 0.8693 - d_accuracy: 0.5722
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3260 - g_loss: 0.8700 - d_accuracy: 0.5818Epoch 245: D Accuracy = 0.5880
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3269 - g_loss: 0.8681 - d_accuracy: 0.5820
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3374 - g_loss: 0.8643 - d_accuracy: 0.5669Epoch 246: D Accuracy = 0.5278
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3380 - g_loss: 0.8631 - d_accuracy: 0.5655
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8653 - d_accuracy: 0.5717Epoch 247: D Accuracy = 0.6065
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3313 - g_loss: 0.8653 - d_accuracy: 0.5729
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.8735 - d_accuracy: 0.5787Epoch 248: D Accuracy = 0.5741
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3240 - g_loss: 0.8724 - d_accuracy: 0.5785
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3332 - g_loss: 0.8698 - d_accuracy: 0.5724Epoch 249: D Accuracy = 0.5602
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3334 - g_loss: 0.8688 - d_accuracy: 0.5720
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.8712 - d_accuracy: 0.5719Epoch 250: D Accuracy = 0.5185
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3305 - g_loss: 0.8697 - d_accuracy: 0.5700
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3338 - g_loss: 0.8665 - d_accuracy: 0.5731Epoch 251: D Accuracy = 0.5509
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3339 - g_loss: 0.8664 - d_accuracy: 0.5723
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3296 - g_loss: 0.8685 - d_accuracy: 0.5718Epoch 252: D Accuracy = 0.6019
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3288 - g_loss: 0.8696 - d_accuracy: 0.5728
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3289 - g_loss: 0.8697 - d_accuracy: 0.5712Epoch 253: D Accuracy = 0.5509
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3292 - g_loss: 0.8693 - d_accuracy: 0.5705
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.8662 - d_accuracy: 0.5668Epoch 254: D Accuracy = 0.5602
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3306 - g_loss: 0.8666 - d_accuracy: 0.5665
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3231 - g_loss: 0.8761 - d_accuracy: 0.5819Epoch 255: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3232 - g_loss: 0.8778 - d_accuracy: 0.5820
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3250 - g_loss: 0.8721 - d_accuracy: 0.5798Epoch 256: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3244 - g_loss: 0.8727 - d_accuracy: 0.5803
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3271 - g_loss: 0.8723 - d_accuracy: 0.5813Epoch 257: D Accuracy = 0.5556
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3280 - g_loss: 0.8705 - d_accuracy: 0.5804
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3297 - g_loss: 0.8692 - d_accuracy: 0.5750Epoch 258: D Accuracy = 0.5417
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3303 - g_loss: 0.8712 - d_accuracy: 0.5738
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3276 - g_loss: 0.8699 - d_accuracy: 0.5740Epoch 259: D Accuracy = 0.5602
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3271 - g_loss: 0.8692 - d_accuracy: 0.5735
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3288 - g_loss: 0.8729 - d_accuracy: 0.5722Epoch 260: D Accuracy = 0.6296
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3286 - g_loss: 0.8732 - d_accuracy: 0.5743
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3275 - g_loss: 0.8719 - d_accuracy: 0.5794Epoch 261: D Accuracy = 0.5370
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3280 - g_loss: 0.8705 - d_accuracy: 0.5778
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3233 - g_loss: 0.8771 - d_accuracy: 0.5811Epoch 262: D Accuracy = 0.5556
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3223 - g_loss: 0.8783 - d_accuracy: 0.5801
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3243 - g_loss: 0.8722 - d_accuracy: 0.5782Epoch 263: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3244 - g_loss: 0.8721 - d_accuracy: 0.5787
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3147 - g_loss: 0.8776 - d_accuracy: 0.5885Epoch 264: D Accuracy = 0.5972
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3143 - g_loss: 0.8778 - d_accuracy: 0.5888
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3224 - g_loss: 0.8754 - d_accuracy: 0.5845Epoch 265: D Accuracy = 0.5787
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3231 - g_loss: 0.8749 - d_accuracy: 0.5843
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3210 - g_loss: 0.8806 - d_accuracy: 0.5789Epoch 266: D Accuracy = 0.6065
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3205 - g_loss: 0.8812 - d_accuracy: 0.5799
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3224 - g_loss: 0.8744 - d_accuracy: 0.5824Epoch 267: D Accuracy = 0.5926
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3216 - g_loss: 0.8758 - d_accuracy: 0.5828
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3213 - g_loss: 0.8760 - d_accuracy: 0.5793Epoch 268: D Accuracy = 0.5509
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3218 - g_loss: 0.8756 - d_accuracy: 0.5783
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3244 - g_loss: 0.8760 - d_accuracy: 0.5798Epoch 269: D Accuracy = 0.6204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3233 - g_loss: 0.8766 - d_accuracy: 0.5813
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3230 - g_loss: 0.8782 - d_accuracy: 0.5788Epoch 270: D Accuracy = 0.5417
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3245 - g_loss: 0.8759 - d_accuracy: 0.5775
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.8781 - d_accuracy: 0.5846Epoch 271: D Accuracy = 0.5972
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3166 - g_loss: 0.8808 - d_accuracy: 0.5851
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3217 - g_loss: 0.8740 - d_accuracy: 0.5876Epoch 272: D Accuracy = 0.6204
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3212 - g_loss: 0.8736 - d_accuracy: 0.5888
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3110 - g_loss: 0.8849 - d_accuracy: 0.5905Epoch 273: D Accuracy = 0.6389
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3094 - g_loss: 0.8844 - d_accuracy: 0.5922
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3154 - g_loss: 0.8875 - d_accuracy: 0.5866Epoch 274: D Accuracy = 0.5926
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3150 - g_loss: 0.8903 - d_accuracy: 0.5868
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.8760 - d_accuracy: 0.5817Epoch 275: D Accuracy = 0.5880
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3227 - g_loss: 0.8769 - d_accuracy: 0.5819
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3216 - g_loss: 0.8758 - d_accuracy: 0.5768Epoch 276: D Accuracy = 0.5509
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3216 - g_loss: 0.8742 - d_accuracy: 0.5759
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3130 - g_loss: 0.8832 - d_accuracy: 0.5862Epoch 277: D Accuracy = 0.5880
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3125 - g_loss: 0.8842 - d_accuracy: 0.5862
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3174 - g_loss: 0.8803 - d_accuracy: 0.5879Epoch 278: D Accuracy = 0.6343
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3162 - g_loss: 0.8811 - d_accuracy: 0.5895
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3198 - g_loss: 0.8745 - d_accuracy: 0.5874Epoch 279: D Accuracy = 0.6204
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3186 - g_loss: 0.8752 - d_accuracy: 0.5885
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.8813 - d_accuracy: 0.5858Epoch 280: D Accuracy = 0.5556
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3211 - g_loss: 0.8797 - d_accuracy: 0.5847
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3218 - g_loss: 0.8791 - d_accuracy: 0.5724Epoch 281: D Accuracy = 0.5833
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3206 - g_loss: 0.8818 - d_accuracy: 0.5728
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3167 - g_loss: 0.8803 - d_accuracy: 0.5879Epoch 282: D Accuracy = 0.6111
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3164 - g_loss: 0.8789 - d_accuracy: 0.5887
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3160 - g_loss: 0.8844 - d_accuracy: 0.5902Epoch 283: D Accuracy = 0.5417
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3184 - g_loss: 0.8839 - d_accuracy: 0.5885
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3196 - g_loss: 0.8829 - d_accuracy: 0.5854Epoch 284: D Accuracy = 0.5741
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3193 - g_loss: 0.8832 - d_accuracy: 0.5850
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.8772 - d_accuracy: 0.5927Epoch 285: D Accuracy = 0.6204
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3189 - g_loss: 0.8768 - d_accuracy: 0.5937
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3194 - g_loss: 0.8809 - d_accuracy: 0.5887Epoch 286: D Accuracy = 0.5556
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3204 - g_loss: 0.8791 - d_accuracy: 0.5875
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3112 - g_loss: 0.8862 - d_accuracy: 0.5931Epoch 287: D Accuracy = 0.5926
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3109 - g_loss: 0.8854 - d_accuracy: 0.5931
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3186 - g_loss: 0.8773 - d_accuracy: 0.5886Epoch 288: D Accuracy = 0.5370
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3190 - g_loss: 0.8776 - d_accuracy: 0.5868
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3161 - g_loss: 0.8811 - d_accuracy: 0.5856Epoch 289: D Accuracy = 0.5417
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3168 - g_loss: 0.8799 - d_accuracy: 0.5840
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3149 - g_loss: 0.8878 - d_accuracy: 0.5856Epoch 290: D Accuracy = 0.5880
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3143 - g_loss: 0.8889 - d_accuracy: 0.5857
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3083 - g_loss: 0.8888 - d_accuracy: 0.5920Epoch 291: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3085 - g_loss: 0.8894 - d_accuracy: 0.5920
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3108 - g_loss: 0.8858 - d_accuracy: 0.5923Epoch 292: D Accuracy = 0.5509
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3117 - g_loss: 0.8849 - d_accuracy: 0.5908
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.8855 - d_accuracy: 0.5928Epoch 293: D Accuracy = 0.6296
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3118 - g_loss: 0.8865 - d_accuracy: 0.5941
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3217 - g_loss: 0.8807 - d_accuracy: 0.5792Epoch 294: D Accuracy = 0.5324
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3221 - g_loss: 0.8821 - d_accuracy: 0.5775
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3099 - g_loss: 0.8880 - d_accuracy: 0.5923Epoch 295: D Accuracy = 0.5417
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3119 - g_loss: 0.8894 - d_accuracy: 0.5904
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3168 - g_loss: 0.8808 - d_accuracy: 0.5829Epoch 296: D Accuracy = 0.5972
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3160 - g_loss: 0.8824 - d_accuracy: 0.5834
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3114 - g_loss: 0.8870 - d_accuracy: 0.5852Epoch 297: D Accuracy = 0.5787
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3115 - g_loss: 0.8872 - d_accuracy: 0.5850
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3144 - g_loss: 0.8856 - d_accuracy: 0.5850Epoch 298: D Accuracy = 0.5417
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3150 - g_loss: 0.8885 - d_accuracy: 0.5835
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3128 - g_loss: 0.8862 - d_accuracy: 0.5879Epoch 299: D Accuracy = 0.6065
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3125 - g_loss: 0.8868 - d_accuracy: 0.5885
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3065 - g_loss: 0.8919 - d_accuracy: 0.5918
Class 14 — Epoch 300 preview:
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Epoch 300: D Accuracy = 0.6296
27/27 [==============================] - 1s 45ms/step - d_loss: 1.3059 - g_loss: 0.8925 - d_accuracy: 0.5931
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3118 - g_loss: 0.8886 - d_accuracy: 0.5879Epoch 301: D Accuracy = 0.5556
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3137 - g_loss: 0.8874 - d_accuracy: 0.5867
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3127 - g_loss: 0.8875 - d_accuracy: 0.5869Epoch 302: D Accuracy = 0.5926
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3128 - g_loss: 0.8883 - d_accuracy: 0.5871
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3085 - g_loss: 0.8898 - d_accuracy: 0.5948Epoch 303: D Accuracy = 0.5787
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3079 - g_loss: 0.8907 - d_accuracy: 0.5942
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3069 - g_loss: 0.8920 - d_accuracy: 0.5922Epoch 304: D Accuracy = 0.5602
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3085 - g_loss: 0.8927 - d_accuracy: 0.5911
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3029 - g_loss: 0.8961 - d_accuracy: 0.5963Epoch 305: D Accuracy = 0.6204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3030 - g_loss: 0.8952 - d_accuracy: 0.5972
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3044 - g_loss: 0.8941 - d_accuracy: 0.6016Epoch 306: D Accuracy = 0.5787
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3045 - g_loss: 0.8942 - d_accuracy: 0.6008
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3101 - g_loss: 0.8928 - d_accuracy: 0.5924Epoch 307: D Accuracy = 0.5185
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3104 - g_loss: 0.8920 - d_accuracy: 0.5898
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3023 - g_loss: 0.8966 - d_accuracy: 0.6002Epoch 308: D Accuracy = 0.6111
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3028 - g_loss: 0.8966 - d_accuracy: 0.6006
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3121 - g_loss: 0.8893 - d_accuracy: 0.5894Epoch 309: D Accuracy = 0.6157
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3112 - g_loss: 0.8900 - d_accuracy: 0.5903
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3133 - g_loss: 0.8877 - d_accuracy: 0.5926Epoch 310: D Accuracy = 0.6019
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3127 - g_loss: 0.8890 - d_accuracy: 0.5929
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3100 - g_loss: 0.8925 - d_accuracy: 0.5952Epoch 311: D Accuracy = 0.5324
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3120 - g_loss: 0.8911 - d_accuracy: 0.5930
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3056 - g_loss: 0.8958 - d_accuracy: 0.5978Epoch 312: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3056 - g_loss: 0.8964 - d_accuracy: 0.5973
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3040 - g_loss: 0.8971 - d_accuracy: 0.5938Epoch 313: D Accuracy = 0.6296
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3034 - g_loss: 0.8975 - d_accuracy: 0.5951
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3073 - g_loss: 0.8914 - d_accuracy: 0.5923Epoch 314: D Accuracy = 0.5972
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3070 - g_loss: 0.8918 - d_accuracy: 0.5925
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3041 - g_loss: 0.8959 - d_accuracy: 0.5937Epoch 315: D Accuracy = 0.5185
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3059 - g_loss: 0.8960 - d_accuracy: 0.5910
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3004 - g_loss: 0.9007 - d_accuracy: 0.6037Epoch 316: D Accuracy = 0.6019
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2998 - g_loss: 0.9023 - d_accuracy: 0.6037
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3052 - g_loss: 0.8970 - d_accuracy: 0.5955Epoch 317: D Accuracy = 0.5972
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3064 - g_loss: 0.8966 - d_accuracy: 0.5955
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3072 - g_loss: 0.8903 - d_accuracy: 0.5941Epoch 318: D Accuracy = 0.5880
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3067 - g_loss: 0.8906 - d_accuracy: 0.5939
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3046 - g_loss: 0.8938 - d_accuracy: 0.5950Epoch 319: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3048 - g_loss: 0.8904 - d_accuracy: 0.5949
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2954 - g_loss: 0.9041 - d_accuracy: 0.6057Epoch 320: D Accuracy = 0.6481
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2939 - g_loss: 0.9041 - d_accuracy: 0.6073
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2988 - g_loss: 0.8993 - d_accuracy: 0.6063Epoch 321: D Accuracy = 0.5926
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2993 - g_loss: 0.8979 - d_accuracy: 0.6058
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3014 - g_loss: 0.9018 - d_accuracy: 0.5990Epoch 322: D Accuracy = 0.6019
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3010 - g_loss: 0.9044 - d_accuracy: 0.5991
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3055 - g_loss: 0.8928 - d_accuracy: 0.5974Epoch 323: D Accuracy = 0.5741
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3062 - g_loss: 0.8917 - d_accuracy: 0.5965
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3104 - g_loss: 0.8981 - d_accuracy: 0.5890Epoch 324: D Accuracy = 0.5556
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3105 - g_loss: 0.8994 - d_accuracy: 0.5878
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3002 - g_loss: 0.8970 - d_accuracy: 0.6001Epoch 325: D Accuracy = 0.6204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2998 - g_loss: 0.8967 - d_accuracy: 0.6008
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2964 - g_loss: 0.9033 - d_accuracy: 0.6050Epoch 326: D Accuracy = 0.5926
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2968 - g_loss: 0.9028 - d_accuracy: 0.6045
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3011 - g_loss: 0.8959 - d_accuracy: 0.6009Epoch 327: D Accuracy = 0.6667
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2994 - g_loss: 0.8970 - d_accuracy: 0.6033
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3034 - g_loss: 0.8995 - d_accuracy: 0.5972Epoch 328: D Accuracy = 0.5880
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3038 - g_loss: 0.8979 - d_accuracy: 0.5968
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3020 - g_loss: 0.8982 - d_accuracy: 0.6065Epoch 329: D Accuracy = 0.5509
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3031 - g_loss: 0.8960 - d_accuracy: 0.6045
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2909 - g_loss: 0.9067 - d_accuracy: 0.6101Epoch 330: D Accuracy = 0.5741
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2915 - g_loss: 0.9063 - d_accuracy: 0.6088
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2960 - g_loss: 0.9029 - d_accuracy: 0.6037Epoch 331: D Accuracy = 0.6389
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2950 - g_loss: 0.9024 - d_accuracy: 0.6049
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2975 - g_loss: 0.9032 - d_accuracy: 0.6026Epoch 332: D Accuracy = 0.5463
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2985 - g_loss: 0.9049 - d_accuracy: 0.6005
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2940 - g_loss: 0.9061 - d_accuracy: 0.6026Epoch 333: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2935 - g_loss: 0.9060 - d_accuracy: 0.6034
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3018 - g_loss: 0.8994 - d_accuracy: 0.5983Epoch 334: D Accuracy = 0.5787
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3022 - g_loss: 0.8987 - d_accuracy: 0.5976
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2976 - g_loss: 0.9007 - d_accuracy: 0.6035Epoch 335: D Accuracy = 0.6019
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2979 - g_loss: 0.8981 - d_accuracy: 0.6034
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 0.9125 - d_accuracy: 0.6106Epoch 336: D Accuracy = 0.5370
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2908 - g_loss: 0.9140 - d_accuracy: 0.6080
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2867 - g_loss: 0.9123 - d_accuracy: 0.6141Epoch 337: D Accuracy = 0.5972
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2867 - g_loss: 0.9125 - d_accuracy: 0.6135
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2885 - g_loss: 0.9145 - d_accuracy: 0.6104Epoch 338: D Accuracy = 0.6481
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2882 - g_loss: 0.9144 - d_accuracy: 0.6117
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2956 - g_loss: 0.9076 - d_accuracy: 0.6064Epoch 339: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2969 - g_loss: 0.9091 - d_accuracy: 0.6056
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2911 - g_loss: 0.9072 - d_accuracy: 0.6122Epoch 340: D Accuracy = 0.6343
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2903 - g_loss: 0.9074 - d_accuracy: 0.6130
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2927 - g_loss: 0.9066 - d_accuracy: 0.6095Epoch 341: D Accuracy = 0.5463
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2944 - g_loss: 0.9088 - d_accuracy: 0.6072
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2938 - g_loss: 0.9045 - d_accuracy: 0.6148Epoch 342: D Accuracy = 0.6296
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2938 - g_loss: 0.9040 - d_accuracy: 0.6153
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2943 - g_loss: 0.9094 - d_accuracy: 0.6057Epoch 343: D Accuracy = 0.6435
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2946 - g_loss: 0.9089 - d_accuracy: 0.6071
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2944 - g_loss: 0.9086 - d_accuracy: 0.6047Epoch 344: D Accuracy = 0.6343
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2937 - g_loss: 0.9083 - d_accuracy: 0.6057
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2919 - g_loss: 0.9100 - d_accuracy: 0.6142Epoch 345: D Accuracy = 0.6019
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2923 - g_loss: 0.9106 - d_accuracy: 0.6137
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2896 - g_loss: 0.9074 - d_accuracy: 0.6153Epoch 346: D Accuracy = 0.6435
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2886 - g_loss: 0.9088 - d_accuracy: 0.6163
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2872 - g_loss: 0.9174 - d_accuracy: 0.6123Epoch 347: D Accuracy = 0.6806
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2869 - g_loss: 0.9166 - d_accuracy: 0.6147
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9150 - d_accuracy: 0.6106Epoch 348: D Accuracy = 0.6157
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2883 - g_loss: 0.9191 - d_accuracy: 0.6108
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2927 - g_loss: 0.9066 - d_accuracy: 0.5996Epoch 349: D Accuracy = 0.6157
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2926 - g_loss: 0.9054 - d_accuracy: 0.6002
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2862 - g_loss: 0.9143 - d_accuracy: 0.6106Epoch 350: D Accuracy = 0.5694
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2867 - g_loss: 0.9114 - d_accuracy: 0.6092
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2899 - g_loss: 0.9118 - d_accuracy: 0.6126Epoch 351: D Accuracy = 0.6019
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2903 - g_loss: 0.9111 - d_accuracy: 0.6122
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2884 - g_loss: 0.9145 - d_accuracy: 0.6087Epoch 352: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2887 - g_loss: 0.9132 - d_accuracy: 0.6092
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2858 - g_loss: 0.9135 - d_accuracy: 0.6116Epoch 353: D Accuracy = 0.6389
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2853 - g_loss: 0.9121 - d_accuracy: 0.6126
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2931 - g_loss: 0.9116 - d_accuracy: 0.6090Epoch 354: D Accuracy = 0.6389
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2921 - g_loss: 0.9115 - d_accuracy: 0.6101
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2802 - g_loss: 0.9223 - d_accuracy: 0.6154Epoch 355: D Accuracy = 0.5833
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2802 - g_loss: 0.9227 - d_accuracy: 0.6142
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2894 - g_loss: 0.9187 - d_accuracy: 0.6083Epoch 356: D Accuracy = 0.5880
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2891 - g_loss: 0.9195 - d_accuracy: 0.6076
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2864 - g_loss: 0.9145 - d_accuracy: 0.6149Epoch 357: D Accuracy = 0.5833
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2874 - g_loss: 0.9134 - d_accuracy: 0.6138
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2949 - g_loss: 0.9109 - d_accuracy: 0.6028Epoch 358: D Accuracy = 0.6435
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2937 - g_loss: 0.9134 - d_accuracy: 0.6043
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2848 - g_loss: 0.9135 - d_accuracy: 0.6179Epoch 359: D Accuracy = 0.6528
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2838 - g_loss: 0.9130 - d_accuracy: 0.6192
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2853 - g_loss: 0.9196 - d_accuracy: 0.6151Epoch 360: D Accuracy = 0.6389
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2842 - g_loss: 0.9241 - d_accuracy: 0.6159
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2880 - g_loss: 0.9138 - d_accuracy: 0.6052Epoch 361: D Accuracy = 0.6296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2865 - g_loss: 0.9149 - d_accuracy: 0.6061
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2775 - g_loss: 0.9213 - d_accuracy: 0.6229Epoch 362: D Accuracy = 0.6343
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2783 - g_loss: 0.9214 - d_accuracy: 0.6233
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2886 - g_loss: 0.9146 - d_accuracy: 0.6166Epoch 363: D Accuracy = 0.6157
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2884 - g_loss: 0.9149 - d_accuracy: 0.6165
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2774 - g_loss: 0.9279 - d_accuracy: 0.6179Epoch 364: D Accuracy = 0.6713
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2758 - g_loss: 0.9290 - d_accuracy: 0.6198
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2841 - g_loss: 0.9217 - d_accuracy: 0.6169Epoch 365: D Accuracy = 0.5833
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2846 - g_loss: 0.9221 - d_accuracy: 0.6157
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2791 - g_loss: 0.9194 - d_accuracy: 0.6172Epoch 366: D Accuracy = 0.5972
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2799 - g_loss: 0.9185 - d_accuracy: 0.6165
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2817 - g_loss: 0.9280 - d_accuracy: 0.6171Epoch 367: D Accuracy = 0.5556
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2821 - g_loss: 0.9301 - d_accuracy: 0.6149
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2812 - g_loss: 0.9188 - d_accuracy: 0.6172Epoch 368: D Accuracy = 0.6481
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2812 - g_loss: 0.9192 - d_accuracy: 0.6183
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2798 - g_loss: 0.9251 - d_accuracy: 0.6166Epoch 369: D Accuracy = 0.6528
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2793 - g_loss: 0.9240 - d_accuracy: 0.6179
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2895 - g_loss: 0.9192 - d_accuracy: 0.6097Epoch 370: D Accuracy = 0.6296
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2883 - g_loss: 0.9218 - d_accuracy: 0.6104
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2737 - g_loss: 0.9286 - d_accuracy: 0.6276Epoch 371: D Accuracy = 0.6528
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2729 - g_loss: 0.9284 - d_accuracy: 0.6285
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2893 - g_loss: 0.9192 - d_accuracy: 0.6092Epoch 372: D Accuracy = 0.6620
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2870 - g_loss: 0.9201 - d_accuracy: 0.6110
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2784 - g_loss: 0.9261 - d_accuracy: 0.6212Epoch 373: D Accuracy = 0.6991
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2767 - g_loss: 0.9263 - d_accuracy: 0.6240
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2823 - g_loss: 0.9238 - d_accuracy: 0.6193Epoch 374: D Accuracy = 0.5648
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2823 - g_loss: 0.9271 - d_accuracy: 0.6174
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2811 - g_loss: 0.9218 - d_accuracy: 0.6196Epoch 375: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2811 - g_loss: 0.9236 - d_accuracy: 0.6198
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2769 - g_loss: 0.9266 - d_accuracy: 0.6210Epoch 376: D Accuracy = 0.6296
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2759 - g_loss: 0.9284 - d_accuracy: 0.6213
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2761 - g_loss: 0.9314 - d_accuracy: 0.6149Epoch 377: D Accuracy = 0.6343
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2760 - g_loss: 0.9331 - d_accuracy: 0.6156
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2749 - g_loss: 0.9286 - d_accuracy: 0.6241Epoch 378: D Accuracy = 0.5370
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2762 - g_loss: 0.9272 - d_accuracy: 0.6209
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2780 - g_loss: 0.9328 - d_accuracy: 0.6231Epoch 379: D Accuracy = 0.5926
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2791 - g_loss: 0.9359 - d_accuracy: 0.6220
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 0.9318 - d_accuracy: 0.6301Epoch 380: D Accuracy = 0.6111
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2725 - g_loss: 0.9295 - d_accuracy: 0.6294
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2799 - g_loss: 0.9237 - d_accuracy: 0.6166Epoch 381: D Accuracy = 0.5694
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2813 - g_loss: 0.9242 - d_accuracy: 0.6149
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2760 - g_loss: 0.9270 - d_accuracy: 0.6265Epoch 382: D Accuracy = 0.6343
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2761 - g_loss: 0.9232 - d_accuracy: 0.6268
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2713 - g_loss: 0.9359 - d_accuracy: 0.6289Epoch 383: D Accuracy = 0.6574
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2701 - g_loss: 0.9360 - d_accuracy: 0.6300
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2755 - g_loss: 0.9305 - d_accuracy: 0.6245Epoch 384: D Accuracy = 0.6435
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2747 - g_loss: 0.9291 - d_accuracy: 0.6252
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2686 - g_loss: 0.9341 - d_accuracy: 0.6308Epoch 385: D Accuracy = 0.6250
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2697 - g_loss: 0.9330 - d_accuracy: 0.6306
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2756 - g_loss: 0.9318 - d_accuracy: 0.6188Epoch 386: D Accuracy = 0.6111
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2759 - g_loss: 0.9292 - d_accuracy: 0.6186
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2631 - g_loss: 0.9391 - d_accuracy: 0.6322Epoch 387: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2622 - g_loss: 0.9418 - d_accuracy: 0.6334
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2636 - g_loss: 0.9468 - d_accuracy: 0.6324Epoch 388: D Accuracy = 0.6620
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2631 - g_loss: 0.9467 - d_accuracy: 0.6335
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2665 - g_loss: 0.9395 - d_accuracy: 0.6301Epoch 389: D Accuracy = 0.6528
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2665 - g_loss: 0.9400 - d_accuracy: 0.6309
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 0.9356 - d_accuracy: 0.6289Epoch 390: D Accuracy = 0.6806
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2715 - g_loss: 0.9329 - d_accuracy: 0.6308
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2597 - g_loss: 0.9421 - d_accuracy: 0.6365Epoch 391: D Accuracy = 0.6204
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2600 - g_loss: 0.9415 - d_accuracy: 0.6360
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2653 - g_loss: 0.9444 - d_accuracy: 0.6267Epoch 392: D Accuracy = 0.5741
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2663 - g_loss: 0.9459 - d_accuracy: 0.6249
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2691 - g_loss: 0.9426 - d_accuracy: 0.6281Epoch 393: D Accuracy = 0.7037
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2672 - g_loss: 0.9445 - d_accuracy: 0.6308
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2748 - g_loss: 0.9366 - d_accuracy: 0.6233Epoch 394: D Accuracy = 0.6389
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2743 - g_loss: 0.9362 - d_accuracy: 0.6239
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2657 - g_loss: 0.9401 - d_accuracy: 0.6310Epoch 395: D Accuracy = 0.6111
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2660 - g_loss: 0.9383 - d_accuracy: 0.6303
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2613 - g_loss: 0.9452 - d_accuracy: 0.6311Epoch 396: D Accuracy = 0.6065
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2612 - g_loss: 0.9456 - d_accuracy: 0.6302
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2690 - g_loss: 0.9452 - d_accuracy: 0.6255Epoch 397: D Accuracy = 0.5694
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2708 - g_loss: 0.9458 - d_accuracy: 0.6235
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2679 - g_loss: 0.9448 - d_accuracy: 0.6247Epoch 398: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2659 - g_loss: 0.9486 - d_accuracy: 0.6262
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2718 - g_loss: 0.9322 - d_accuracy: 0.6271Epoch 399: D Accuracy = 0.6620
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2712 - g_loss: 0.9298 - d_accuracy: 0.6283
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2619 - g_loss: 0.9464 - d_accuracy: 0.6314
Class 14 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.6852
27/27 [==============================] - 1s 43ms/step - d_loss: 1.2607 - g_loss: 0.9465 - d_accuracy: 0.6333
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2617 - g_loss: 0.9466 - d_accuracy: 0.6387Epoch 401: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2628 - g_loss: 0.9461 - d_accuracy: 0.6383
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2663 - g_loss: 0.9428 - d_accuracy: 0.6289Epoch 402: D Accuracy = 0.5787
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2682 - g_loss: 0.9434 - d_accuracy: 0.6271
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2664 - g_loss: 0.9479 - d_accuracy: 0.6271Epoch 403: D Accuracy = 0.7083
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2641 - g_loss: 0.9487 - d_accuracy: 0.6300
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2616 - g_loss: 0.9444 - d_accuracy: 0.6384Epoch 404: D Accuracy = 0.5833
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2619 - g_loss: 0.9485 - d_accuracy: 0.6364
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2613 - g_loss: 0.9468 - d_accuracy: 0.6313Epoch 405: D Accuracy = 0.6343
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2607 - g_loss: 0.9489 - d_accuracy: 0.6314
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2556 - g_loss: 0.9521 - d_accuracy: 0.6372Epoch 406: D Accuracy = 0.6389
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2569 - g_loss: 0.9509 - d_accuracy: 0.6373
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2709 - g_loss: 0.9471 - d_accuracy: 0.6249Epoch 407: D Accuracy = 0.6296
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2706 - g_loss: 0.9497 - d_accuracy: 0.6251
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2587 - g_loss: 0.9596 - d_accuracy: 0.6343Epoch 408: D Accuracy = 0.6111
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2578 - g_loss: 0.9636 - d_accuracy: 0.6335
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2668 - g_loss: 0.9467 - d_accuracy: 0.6281Epoch 409: D Accuracy = 0.5880
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2669 - g_loss: 0.9483 - d_accuracy: 0.6267
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2624 - g_loss: 0.9495 - d_accuracy: 0.6336Epoch 410: D Accuracy = 0.6898
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2613 - g_loss: 0.9511 - d_accuracy: 0.6356
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2571 - g_loss: 0.9515 - d_accuracy: 0.6383Epoch 411: D Accuracy = 0.6204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2587 - g_loss: 0.9497 - d_accuracy: 0.6376
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2601 - g_loss: 0.9514 - d_accuracy: 0.6348Epoch 412: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2602 - g_loss: 0.9496 - d_accuracy: 0.6345
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2584 - g_loss: 0.9544 - d_accuracy: 0.6354Epoch 413: D Accuracy = 0.6435
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2596 - g_loss: 0.9552 - d_accuracy: 0.6357
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2522 - g_loss: 0.9536 - d_accuracy: 0.6440Epoch 414: D Accuracy = 0.5880
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2535 - g_loss: 0.9551 - d_accuracy: 0.6420
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2536 - g_loss: 0.9526 - d_accuracy: 0.6353Epoch 415: D Accuracy = 0.6528
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2536 - g_loss: 0.9510 - d_accuracy: 0.6359
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2564 - g_loss: 0.9509 - d_accuracy: 0.6420Epoch 416: D Accuracy = 0.6852
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2560 - g_loss: 0.9491 - d_accuracy: 0.6435
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2621 - g_loss: 0.9470 - d_accuracy: 0.6351Epoch 417: D Accuracy = 0.6204
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2628 - g_loss: 0.9422 - d_accuracy: 0.6346
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2581 - g_loss: 0.9585 - d_accuracy: 0.6365Epoch 418: D Accuracy = 0.6389
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2584 - g_loss: 0.9602 - d_accuracy: 0.6366
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2591 - g_loss: 0.9605 - d_accuracy: 0.6333Epoch 419: D Accuracy = 0.5556
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2611 - g_loss: 0.9570 - d_accuracy: 0.6305
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2564 - g_loss: 0.9530 - d_accuracy: 0.6385Epoch 420: D Accuracy = 0.6296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2584 - g_loss: 0.9479 - d_accuracy: 0.6382
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2555 - g_loss: 0.9585 - d_accuracy: 0.6374Epoch 421: D Accuracy = 0.5926
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2560 - g_loss: 0.9591 - d_accuracy: 0.6358
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2601 - g_loss: 0.9540 - d_accuracy: 0.6317Epoch 422: D Accuracy = 0.5880
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2596 - g_loss: 0.9575 - d_accuracy: 0.6302
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2564 - g_loss: 0.9598 - d_accuracy: 0.6364Epoch 423: D Accuracy = 0.5880
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2576 - g_loss: 0.9574 - d_accuracy: 0.6346
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2529 - g_loss: 0.9538 - d_accuracy: 0.6444Epoch 424: D Accuracy = 0.6528
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2515 - g_loss: 0.9549 - d_accuracy: 0.6447
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2506 - g_loss: 0.9601 - d_accuracy: 0.6453Epoch 425: D Accuracy = 0.6620
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2496 - g_loss: 0.9627 - d_accuracy: 0.6459
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2544 - g_loss: 0.9581 - d_accuracy: 0.6400Epoch 426: D Accuracy = 0.5880
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2547 - g_loss: 0.9619 - d_accuracy: 0.6381
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2431 - g_loss: 0.9622 - d_accuracy: 0.6546Epoch 427: D Accuracy = 0.7130
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2420 - g_loss: 0.9612 - d_accuracy: 0.6567
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2505 - g_loss: 0.9625 - d_accuracy: 0.6414Epoch 428: D Accuracy = 0.6157
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2511 - g_loss: 0.9607 - d_accuracy: 0.6405
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2540 - g_loss: 0.9672 - d_accuracy: 0.6383Epoch 429: D Accuracy = 0.6296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2542 - g_loss: 0.9690 - d_accuracy: 0.6380
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2518 - g_loss: 0.9632 - d_accuracy: 0.6381Epoch 430: D Accuracy = 0.6111
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2524 - g_loss: 0.9614 - d_accuracy: 0.6371
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2525 - g_loss: 0.9660 - d_accuracy: 0.6421Epoch 431: D Accuracy = 0.6065
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2543 - g_loss: 0.9665 - d_accuracy: 0.6408
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2379 - g_loss: 0.9703 - d_accuracy: 0.6561Epoch 432: D Accuracy = 0.6204
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2385 - g_loss: 0.9727 - d_accuracy: 0.6548
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2498 - g_loss: 0.9633 - d_accuracy: 0.6467Epoch 433: D Accuracy = 0.6065
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2509 - g_loss: 0.9645 - d_accuracy: 0.6453
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2477 - g_loss: 0.9634 - d_accuracy: 0.6460Epoch 434: D Accuracy = 0.6620
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2486 - g_loss: 0.9609 - d_accuracy: 0.6466
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2498 - g_loss: 0.9613 - d_accuracy: 0.6370Epoch 435: D Accuracy = 0.6481
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2493 - g_loss: 0.9604 - d_accuracy: 0.6374
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2453 - g_loss: 0.9723 - d_accuracy: 0.6504Epoch 436: D Accuracy = 0.6389
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2446 - g_loss: 0.9744 - d_accuracy: 0.6500
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2489 - g_loss: 0.9665 - d_accuracy: 0.6343Epoch 437: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2487 - g_loss: 0.9669 - d_accuracy: 0.6339
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2482 - g_loss: 0.9677 - d_accuracy: 0.6428Epoch 438: D Accuracy = 0.6713
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2475 - g_loss: 0.9662 - d_accuracy: 0.6438
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2519 - g_loss: 0.9626 - d_accuracy: 0.6370Epoch 439: D Accuracy = 0.6435
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2516 - g_loss: 0.9633 - d_accuracy: 0.6372
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2491 - g_loss: 0.9658 - d_accuracy: 0.6508Epoch 440: D Accuracy = 0.6620
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2494 - g_loss: 0.9672 - d_accuracy: 0.6512
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2514 - g_loss: 0.9663 - d_accuracy: 0.6437Epoch 441: D Accuracy = 0.6296
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2526 - g_loss: 0.9669 - d_accuracy: 0.6432
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2439 - g_loss: 0.9649 - d_accuracy: 0.6477Epoch 442: D Accuracy = 0.6019
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2464 - g_loss: 0.9642 - d_accuracy: 0.6461
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2401 - g_loss: 0.9748 - d_accuracy: 0.6567Epoch 443: D Accuracy = 0.6343
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2411 - g_loss: 0.9754 - d_accuracy: 0.6559
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2455 - g_loss: 0.9716 - d_accuracy: 0.6480Epoch 444: D Accuracy = 0.6481
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2453 - g_loss: 0.9713 - d_accuracy: 0.6480
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2544 - g_loss: 0.9668 - d_accuracy: 0.6369Epoch 445: D Accuracy = 0.6296
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2549 - g_loss: 0.9679 - d_accuracy: 0.6366
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2439 - g_loss: 0.9674 - d_accuracy: 0.6493Epoch 446: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2439 - g_loss: 0.9651 - d_accuracy: 0.6499
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2408 - g_loss: 0.9803 - d_accuracy: 0.6485Epoch 447: D Accuracy = 0.6389
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2408 - g_loss: 0.9835 - d_accuracy: 0.6482
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2504 - g_loss: 0.9656 - d_accuracy: 0.6433Epoch 448: D Accuracy = 0.6574
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2489 - g_loss: 0.9664 - d_accuracy: 0.6438
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2348 - g_loss: 0.9832 - d_accuracy: 0.6503Epoch 449: D Accuracy = 0.6389
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2349 - g_loss: 0.9833 - d_accuracy: 0.6498
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2322 - g_loss: 0.9831 - d_accuracy: 0.6537Epoch 450: D Accuracy = 0.7037
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2315 - g_loss: 0.9827 - d_accuracy: 0.6555
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2366 - g_loss: 0.9807 - d_accuracy: 0.6509Epoch 451: D Accuracy = 0.6806
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2367 - g_loss: 0.9775 - d_accuracy: 0.6520
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2492 - g_loss: 0.9719 - d_accuracy: 0.6377Epoch 452: D Accuracy = 0.6898
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2483 - g_loss: 0.9705 - d_accuracy: 0.6395
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2376 - g_loss: 0.9869 - d_accuracy: 0.6504Epoch 453: D Accuracy = 0.6111
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2387 - g_loss: 0.9891 - d_accuracy: 0.6490
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2413 - g_loss: 0.9752 - d_accuracy: 0.6486Epoch 454: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2424 - g_loss: 0.9701 - d_accuracy: 0.6477
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2372 - g_loss: 0.9824 - d_accuracy: 0.6532Epoch 455: D Accuracy = 0.6528
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2380 - g_loss: 0.9816 - d_accuracy: 0.6532
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2354 - g_loss: 0.9877 - d_accuracy: 0.6565Epoch 456: D Accuracy = 0.6204
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2359 - g_loss: 0.9907 - d_accuracy: 0.6552
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2287 - g_loss: 0.9869 - d_accuracy: 0.6609Epoch 457: D Accuracy = 0.6481
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2287 - g_loss: 0.9879 - d_accuracy: 0.6604
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2303 - g_loss: 0.9905 - d_accuracy: 0.6559Epoch 458: D Accuracy = 0.6065
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2296 - g_loss: 0.9923 - d_accuracy: 0.6541
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2284 - g_loss: 0.9909 - d_accuracy: 0.6622Epoch 459: D Accuracy = 0.6204
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2295 - g_loss: 0.9926 - d_accuracy: 0.6607
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2383 - g_loss: 0.9781 - d_accuracy: 0.6496Epoch 460: D Accuracy = 0.6250
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2390 - g_loss: 0.9781 - d_accuracy: 0.6487
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2353 - g_loss: 0.9805 - d_accuracy: 0.6559Epoch 461: D Accuracy = 0.7083
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2335 - g_loss: 0.9799 - d_accuracy: 0.6577
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2343 - g_loss: 0.9846 - d_accuracy: 0.6534Epoch 462: D Accuracy = 0.5880
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2357 - g_loss: 0.9851 - d_accuracy: 0.6511
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2317 - g_loss: 0.9909 - d_accuracy: 0.6590Epoch 463: D Accuracy = 0.6759
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2304 - g_loss: 0.9953 - d_accuracy: 0.6596
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2322 - g_loss: 0.9813 - d_accuracy: 0.6598Epoch 464: D Accuracy = 0.6898
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2317 - g_loss: 0.9810 - d_accuracy: 0.6609
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2310 - g_loss: 0.9895 - d_accuracy: 0.6645Epoch 465: D Accuracy = 0.6574
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2328 - g_loss: 0.9871 - d_accuracy: 0.6643
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2350 - g_loss: 0.9858 - d_accuracy: 0.6566Epoch 466: D Accuracy = 0.6898
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2333 - g_loss: 0.9853 - d_accuracy: 0.6578
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2327 - g_loss: 0.9885 - d_accuracy: 0.6599Epoch 467: D Accuracy = 0.5972
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2341 - g_loss: 0.9883 - d_accuracy: 0.6576
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2255 - g_loss: 0.9918 - d_accuracy: 0.6557Epoch 468: D Accuracy = 0.6574
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2269 - g_loss: 0.9888 - d_accuracy: 0.6558
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2291 - g_loss: 0.9906 - d_accuracy: 0.6528Epoch 469: D Accuracy = 0.6806
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2284 - g_loss: 0.9887 - d_accuracy: 0.6538
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2248 - g_loss: 0.9975 - d_accuracy: 0.6657Epoch 470: D Accuracy = 0.6759
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2244 - g_loss: 0.9961 - d_accuracy: 0.6660
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2144 - g_loss: 1.0074 - d_accuracy: 0.6704Epoch 471: D Accuracy = 0.6713
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2146 - g_loss: 1.0094 - d_accuracy: 0.6704
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2223 - g_loss: 0.9955 - d_accuracy: 0.6642Epoch 472: D Accuracy = 0.7407
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2196 - g_loss: 0.9966 - d_accuracy: 0.6669
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2296 - g_loss: 0.9985 - d_accuracy: 0.6644Epoch 473: D Accuracy = 0.6898
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2275 - g_loss: 1.0016 - d_accuracy: 0.6653
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2258 - g_loss: 0.9963 - d_accuracy: 0.6589Epoch 474: D Accuracy = 0.6065
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2264 - g_loss: 0.9997 - d_accuracy: 0.6570
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2216 - g_loss: 1.0031 - d_accuracy: 0.6648Epoch 475: D Accuracy = 0.6574
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2232 - g_loss: 1.0026 - d_accuracy: 0.6646
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2171 - g_loss: 1.0037 - d_accuracy: 0.6685Epoch 476: D Accuracy = 0.6991
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2162 - g_loss: 1.0039 - d_accuracy: 0.6696
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2186 - g_loss: 1.0102 - d_accuracy: 0.6662Epoch 477: D Accuracy = 0.6157
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2191 - g_loss: 1.0125 - d_accuracy: 0.6644
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2179 - g_loss: 1.0009 - d_accuracy: 0.6724Epoch 478: D Accuracy = 0.6944
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2163 - g_loss: 1.0027 - d_accuracy: 0.6732
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2308 - g_loss: 0.9928 - d_accuracy: 0.6533Epoch 479: D Accuracy = 0.6157
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2324 - g_loss: 0.9942 - d_accuracy: 0.6520
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2285 - g_loss: 0.9902 - d_accuracy: 0.6647Epoch 480: D Accuracy = 0.7037
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2276 - g_loss: 0.9907 - d_accuracy: 0.6661
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2186 - g_loss: 1.0087 - d_accuracy: 0.6661Epoch 481: D Accuracy = 0.7037
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2175 - g_loss: 1.0069 - d_accuracy: 0.6675
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2259 - g_loss: 0.9987 - d_accuracy: 0.6530Epoch 482: D Accuracy = 0.6389
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2274 - g_loss: 0.9958 - d_accuracy: 0.6525
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2212 - g_loss: 1.0074 - d_accuracy: 0.6569Epoch 483: D Accuracy = 0.6389
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2213 - g_loss: 1.0072 - d_accuracy: 0.6563
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2202 - g_loss: 0.9988 - d_accuracy: 0.6720Epoch 484: D Accuracy = 0.7037
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2205 - g_loss: 0.9959 - d_accuracy: 0.6732
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2225 - g_loss: 1.0007 - d_accuracy: 0.6568Epoch 485: D Accuracy = 0.6620
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2232 - g_loss: 0.9984 - d_accuracy: 0.6569
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2151 - g_loss: 1.0116 - d_accuracy: 0.6680Epoch 486: D Accuracy = 0.7593
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2122 - g_loss: 1.0122 - d_accuracy: 0.6713
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2208 - g_loss: 1.0076 - d_accuracy: 0.6656Epoch 487: D Accuracy = 0.6667
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2218 - g_loss: 1.0045 - d_accuracy: 0.6656
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2141 - g_loss: 1.0109 - d_accuracy: 0.6721Epoch 488: D Accuracy = 0.6574
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2147 - g_loss: 1.0090 - d_accuracy: 0.6715
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2149 - g_loss: 1.0145 - d_accuracy: 0.6676Epoch 489: D Accuracy = 0.6667
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2141 - g_loss: 1.0188 - d_accuracy: 0.6676
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2227 - g_loss: 0.9998 - d_accuracy: 0.6597Epoch 490: D Accuracy = 0.6481
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2223 - g_loss: 0.9997 - d_accuracy: 0.6593
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2254 - g_loss: 1.0105 - d_accuracy: 0.6585Epoch 491: D Accuracy = 0.6574
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2243 - g_loss: 1.0174 - d_accuracy: 0.6584
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2107 - g_loss: 1.0122 - d_accuracy: 0.6762Epoch 492: D Accuracy = 0.6991
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2115 - g_loss: 1.0099 - d_accuracy: 0.6770
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2129 - g_loss: 1.0049 - d_accuracy: 0.6717Epoch 493: D Accuracy = 0.6250
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2135 - g_loss: 1.0059 - d_accuracy: 0.6701
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2063 - g_loss: 1.0158 - d_accuracy: 0.6733Epoch 494: D Accuracy = 0.6944
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2063 - g_loss: 1.0174 - d_accuracy: 0.6740
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2125 - g_loss: 1.0082 - d_accuracy: 0.6775Epoch 495: D Accuracy = 0.7269
27/27 [==============================] - 1s 40ms/step - d_loss: 1.2109 - g_loss: 1.0085 - d_accuracy: 0.6793
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2041 - g_loss: 1.0200 - d_accuracy: 0.6773Epoch 496: D Accuracy = 0.6435
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2042 - g_loss: 1.0220 - d_accuracy: 0.6761
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2114 - g_loss: 1.0175 - d_accuracy: 0.6679Epoch 497: D Accuracy = 0.6296
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2118 - g_loss: 1.0202 - d_accuracy: 0.6665
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2116 - g_loss: 1.0161 - d_accuracy: 0.6652Epoch 498: D Accuracy = 0.6759
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2118 - g_loss: 1.0171 - d_accuracy: 0.6656
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2112 - g_loss: 1.0200 - d_accuracy: 0.6671Epoch 499: D Accuracy = 0.6667
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2097 - g_loss: 1.0214 - d_accuracy: 0.6670
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2150 - g_loss: 1.0139 - d_accuracy: 0.6622
Class 14 — Epoch 500 preview:
No description has been provided for this image
Epoch 500: D Accuracy = 0.6204
27/27 [==============================] - 1s 41ms/step - d_loss: 1.2157 - g_loss: 1.0162 - d_accuracy: 0.6607
Training DCGAN for class 15...
Epoch 1/500
 5/27 [====>.........................] - ETA: 0s - d_loss: 1.2716 - g_loss: 0.9077 - d_accuracy: 0.6586WARNING:tensorflow:Callback method `on_train_batch_end` is slow compared to the batch time (batch time: 0.0168s vs `on_train_batch_end` time: 0.0183s). Check your callbacks.
27/27 [==============================] - ETA: 0s - d_loss: 1.0354 - g_loss: 1.2422 - d_accuracy: 0.7901
Epoch 1: Generator loss improved from inf to 1.5169. Saving weights.
Epoch 1: D Accuracy = 0.8367
27/27 [==============================] - 2s 36ms/step - d_loss: 1.0315 - g_loss: 1.2520 - d_accuracy: 0.7918
Epoch 2/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9451 - g_loss: 1.5626 - d_accuracy: 0.8304Epoch 2: D Accuracy = 0.7959
27/27 [==============================] - 1s 34ms/step - d_loss: 0.9469 - g_loss: 1.5633 - d_accuracy: 0.8292
Epoch 3/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6884 - g_loss: 2.0765 - d_accuracy: 0.9233Epoch 3: D Accuracy = 0.9490
27/27 [==============================] - 1s 35ms/step - d_loss: 0.6853 - g_loss: 2.0867 - d_accuracy: 0.9242
Epoch 4/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4824 - g_loss: 3.0762 - d_accuracy: 0.9769Epoch 4: D Accuracy = 0.9898
27/27 [==============================] - 1s 35ms/step - d_loss: 0.4810 - g_loss: 3.0899 - d_accuracy: 0.9774
Epoch 5/500
27/27 [==============================] - ETA: 0s - d_loss: 0.4591 - g_loss: 3.5128 - d_accuracy: 0.9766Epoch 5: D Accuracy = 0.8010
27/27 [==============================] - 1s 35ms/step - d_loss: 0.4717 - g_loss: 3.4875 - d_accuracy: 0.9703
Epoch 6/500
27/27 [==============================] - ETA: 0s - d_loss: 0.9022 - g_loss: 1.8559 - d_accuracy: 0.8385Epoch 6: D Accuracy = 0.8622
27/27 [==============================] - 1s 37ms/step - d_loss: 0.9002 - g_loss: 1.8729 - d_accuracy: 0.8394
Epoch 7/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6842 - g_loss: 2.2823 - d_accuracy: 0.9149Epoch 7: D Accuracy = 0.9490
27/27 [==============================] - 1s 38ms/step - d_loss: 0.6804 - g_loss: 2.2973 - d_accuracy: 0.9161
Epoch 8/500
27/27 [==============================] - ETA: 0s - d_loss: 0.6189 - g_loss: 2.5833 - d_accuracy: 0.9288Epoch 8: D Accuracy = 0.8980
27/27 [==============================] - 1s 37ms/step - d_loss: 0.6198 - g_loss: 2.5884 - d_accuracy: 0.9277
Epoch 9/500
27/27 [==============================] - ETA: 0s - d_loss: 1.5200 - g_loss: 1.2100 - d_accuracy: 0.5881
Epoch 9: Generator loss improved from 1.5169 to 1.3237. Saving weights.
Epoch 9: D Accuracy = 0.5714
27/27 [==============================] - 1s 36ms/step - d_loss: 1.5189 - g_loss: 1.2141 - d_accuracy: 0.5876
Epoch 10/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3851 - g_loss: 1.0610 - d_accuracy: 0.6133
Epoch 10: Generator loss improved from 1.3237 to 0.9253. Saving weights.
Epoch 10: D Accuracy = 0.6071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3856 - g_loss: 1.0561 - d_accuracy: 0.6131
Epoch 11/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2890 - g_loss: 1.0808 - d_accuracy: 0.6439Epoch 11: D Accuracy = 0.6327
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2891 - g_loss: 1.0780 - d_accuracy: 0.6435
Epoch 12/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3067 - g_loss: 1.0533 - d_accuracy: 0.6299Epoch 12: D Accuracy = 0.6173
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3075 - g_loss: 1.0522 - d_accuracy: 0.6295
Epoch 13/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2963 - g_loss: 1.0365 - d_accuracy: 0.6308Epoch 13: D Accuracy = 0.6480
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2948 - g_loss: 1.0373 - d_accuracy: 0.6314
Epoch 14/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2979 - g_loss: 1.0073 - d_accuracy: 0.6316Epoch 14: D Accuracy = 0.6071
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2983 - g_loss: 1.0063 - d_accuracy: 0.6307
Epoch 15/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2814 - g_loss: 1.0164 - d_accuracy: 0.6394Epoch 15: D Accuracy = 0.6786
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2791 - g_loss: 1.0191 - d_accuracy: 0.6408
Epoch 16/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2606 - g_loss: 1.0236 - d_accuracy: 0.6482Epoch 16: D Accuracy = 0.6429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2606 - g_loss: 1.0248 - d_accuracy: 0.6480
Epoch 17/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2555 - g_loss: 1.0292 - d_accuracy: 0.6553Epoch 17: D Accuracy = 0.7041
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2527 - g_loss: 1.0340 - d_accuracy: 0.6570
Epoch 18/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2569 - g_loss: 1.0265 - d_accuracy: 0.6564Epoch 18: D Accuracy = 0.6633
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2558 - g_loss: 1.0281 - d_accuracy: 0.6566
Epoch 19/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2551 - g_loss: 1.0277 - d_accuracy: 0.6561
Epoch 19: Generator loss improved from 0.9253 to 0.8860. Saving weights.
Epoch 19: D Accuracy = 0.6020
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2569 - g_loss: 1.0227 - d_accuracy: 0.6542
Epoch 20/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2396 - g_loss: 1.0427 - d_accuracy: 0.6605Epoch 20: D Accuracy = 0.6582
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2399 - g_loss: 1.0390 - d_accuracy: 0.6604
Epoch 21/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2353 - g_loss: 1.0450 - d_accuracy: 0.6619Epoch 21: D Accuracy = 0.6888
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2340 - g_loss: 1.0460 - d_accuracy: 0.6629
Epoch 22/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2373 - g_loss: 1.0502 - d_accuracy: 0.6622Epoch 22: D Accuracy = 0.6480
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2371 - g_loss: 1.0530 - d_accuracy: 0.6617
Epoch 23/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2495 - g_loss: 1.0343 - d_accuracy: 0.6512
Epoch 23: Generator loss improved from 0.8860 to 0.8707. Saving weights.
Epoch 23: D Accuracy = 0.5969
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2521 - g_loss: 1.0285 - d_accuracy: 0.6492
Epoch 24/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2546 - g_loss: 1.0415 - d_accuracy: 0.6470Epoch 24: D Accuracy = 0.6888
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2525 - g_loss: 1.0445 - d_accuracy: 0.6485
Epoch 25/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2521 - g_loss: 1.0464 - d_accuracy: 0.6549Epoch 25: D Accuracy = 0.7143
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2489 - g_loss: 1.0485 - d_accuracy: 0.6570
Epoch 26/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2667 - g_loss: 1.0244 - d_accuracy: 0.6437Epoch 26: D Accuracy = 0.6224
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2672 - g_loss: 1.0247 - d_accuracy: 0.6430
Epoch 27/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2763 - g_loss: 1.0188 - d_accuracy: 0.6292Epoch 27: D Accuracy = 0.6122
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2786 - g_loss: 1.0238 - d_accuracy: 0.6286
Epoch 28/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2814 - g_loss: 1.0033 - d_accuracy: 0.6415Epoch 28: D Accuracy = 0.5867
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2831 - g_loss: 1.0044 - d_accuracy: 0.6396
Epoch 29/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9978 - d_accuracy: 0.6331
Epoch 29: Generator loss improved from 0.8707 to 0.8433. Saving weights.
Epoch 29: D Accuracy = 0.6276
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2875 - g_loss: 0.9923 - d_accuracy: 0.6329
Epoch 30/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2771 - g_loss: 1.0013 - d_accuracy: 0.6319Epoch 30: D Accuracy = 0.6480
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2765 - g_loss: 1.0023 - d_accuracy: 0.6325
Epoch 31/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9967 - d_accuracy: 0.6305Epoch 31: D Accuracy = 0.6122
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2889 - g_loss: 0.9989 - d_accuracy: 0.6298
Epoch 32/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2866 - g_loss: 0.9907 - d_accuracy: 0.6278Epoch 32: D Accuracy = 0.6020
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2870 - g_loss: 0.9894 - d_accuracy: 0.6268
Epoch 33/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2596 - g_loss: 1.0053 - d_accuracy: 0.6500Epoch 33: D Accuracy = 0.6327
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2610 - g_loss: 1.0024 - d_accuracy: 0.6494
Epoch 34/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2705 - g_loss: 1.0005 - d_accuracy: 0.6362Epoch 34: D Accuracy = 0.6888
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2684 - g_loss: 0.9985 - d_accuracy: 0.6381
Epoch 35/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2684 - g_loss: 1.0091 - d_accuracy: 0.6385Epoch 35: D Accuracy = 0.6735
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2675 - g_loss: 1.0085 - d_accuracy: 0.6398
Epoch 36/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2584 - g_loss: 1.0040 - d_accuracy: 0.6492Epoch 36: D Accuracy = 0.6378
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2591 - g_loss: 1.0024 - d_accuracy: 0.6488
Epoch 37/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2655 - g_loss: 1.0073 - d_accuracy: 0.6464Epoch 37: D Accuracy = 0.7194
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2646 - g_loss: 1.0035 - d_accuracy: 0.6490
Epoch 38/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2567 - g_loss: 1.0127 - d_accuracy: 0.6500Epoch 38: D Accuracy = 0.6582
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2561 - g_loss: 1.0146 - d_accuracy: 0.6502
Epoch 39/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2633 - g_loss: 1.0052 - d_accuracy: 0.6433Epoch 39: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2630 - g_loss: 1.0119 - d_accuracy: 0.6420
Epoch 40/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2462 - g_loss: 1.0198 - d_accuracy: 0.6519Epoch 40: D Accuracy = 0.6378
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2474 - g_loss: 1.0242 - d_accuracy: 0.6514
Epoch 41/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2668 - g_loss: 1.0073 - d_accuracy: 0.6399Epoch 41: D Accuracy = 0.5714
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2693 - g_loss: 1.0088 - d_accuracy: 0.6375
Epoch 42/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2562 - g_loss: 0.9987 - d_accuracy: 0.6546Epoch 42: D Accuracy = 0.6633
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2573 - g_loss: 0.9957 - d_accuracy: 0.6549
Epoch 43/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2555 - g_loss: 1.0147 - d_accuracy: 0.6467Epoch 43: D Accuracy = 0.6786
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2536 - g_loss: 1.0170 - d_accuracy: 0.6478
Epoch 44/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2642 - g_loss: 1.0040 - d_accuracy: 0.6429Epoch 44: D Accuracy = 0.6990
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2629 - g_loss: 1.0020 - d_accuracy: 0.6449
Epoch 45/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2641 - g_loss: 1.0084 - d_accuracy: 0.6435Epoch 45: D Accuracy = 0.6327
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2657 - g_loss: 1.0039 - d_accuracy: 0.6431
Epoch 46/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2644 - g_loss: 1.0079 - d_accuracy: 0.6467Epoch 46: D Accuracy = 0.6633
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2651 - g_loss: 1.0034 - d_accuracy: 0.6473
Epoch 47/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2679 - g_loss: 1.0022 - d_accuracy: 0.6398Epoch 47: D Accuracy = 0.5918
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2689 - g_loss: 0.9998 - d_accuracy: 0.6381
Epoch 48/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2618 - g_loss: 1.0038 - d_accuracy: 0.6437Epoch 48: D Accuracy = 0.6327
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2620 - g_loss: 1.0047 - d_accuracy: 0.6433
Epoch 49/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2548 - g_loss: 1.0051 - d_accuracy: 0.6578Epoch 49: D Accuracy = 0.6327
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2554 - g_loss: 1.0068 - d_accuracy: 0.6569
Epoch 50/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2558 - g_loss: 1.0046 - d_accuracy: 0.6560Epoch 50: D Accuracy = 0.6173
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2585 - g_loss: 1.0001 - d_accuracy: 0.6546
Epoch 51/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2647 - g_loss: 1.0041 - d_accuracy: 0.6390Epoch 51: D Accuracy = 0.6786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2633 - g_loss: 1.0067 - d_accuracy: 0.6404
Epoch 52/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2537 - g_loss: 1.0047 - d_accuracy: 0.6447Epoch 52: D Accuracy = 0.6173
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2542 - g_loss: 1.0022 - d_accuracy: 0.6437
Epoch 53/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2665 - g_loss: 0.9985 - d_accuracy: 0.6371Epoch 53: D Accuracy = 0.6582
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2664 - g_loss: 0.9955 - d_accuracy: 0.6378
Epoch 54/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2645 - g_loss: 0.9938 - d_accuracy: 0.6409
Epoch 54: Generator loss improved from 0.8433 to 0.8377. Saving weights.
Epoch 54: D Accuracy = 0.6837
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2647 - g_loss: 0.9882 - d_accuracy: 0.6424
Epoch 55/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2638 - g_loss: 1.0053 - d_accuracy: 0.6418Epoch 55: D Accuracy = 0.6531
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2635 - g_loss: 1.0039 - d_accuracy: 0.6422
Epoch 56/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2786 - g_loss: 0.9856 - d_accuracy: 0.6309Epoch 56: D Accuracy = 0.6633
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2765 - g_loss: 0.9862 - d_accuracy: 0.6321
Epoch 57/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2756 - g_loss: 0.9918 - d_accuracy: 0.6358Epoch 57: D Accuracy = 0.6071
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2759 - g_loss: 0.9903 - d_accuracy: 0.6347
Epoch 58/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2646 - g_loss: 0.9963 - d_accuracy: 0.6436Epoch 58: D Accuracy = 0.5918
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2660 - g_loss: 0.9938 - d_accuracy: 0.6417
Epoch 59/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2711 - g_loss: 0.9977 - d_accuracy: 0.6350Epoch 59: D Accuracy = 0.5867
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2720 - g_loss: 1.0010 - d_accuracy: 0.6333
Epoch 60/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2787 - g_loss: 0.9887 - d_accuracy: 0.6342Epoch 60: D Accuracy = 0.6429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2787 - g_loss: 0.9946 - d_accuracy: 0.6345
Epoch 61/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2822 - g_loss: 0.9744 - d_accuracy: 0.6285Epoch 61: D Accuracy = 0.5867
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2825 - g_loss: 0.9750 - d_accuracy: 0.6270
Epoch 62/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2864 - g_loss: 0.9807 - d_accuracy: 0.6260Epoch 62: D Accuracy = 0.5765
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2879 - g_loss: 0.9804 - d_accuracy: 0.6242
Epoch 63/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2889 - g_loss: 0.9748 - d_accuracy: 0.6168Epoch 63: D Accuracy = 0.6173
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2894 - g_loss: 0.9743 - d_accuracy: 0.6168
Epoch 64/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2898 - g_loss: 0.9728 - d_accuracy: 0.6211Epoch 64: D Accuracy = 0.6122
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2899 - g_loss: 0.9723 - d_accuracy: 0.6207
Epoch 65/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2988 - g_loss: 0.9669 - d_accuracy: 0.6239Epoch 65: D Accuracy = 0.6020
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2997 - g_loss: 0.9640 - d_accuracy: 0.6231
Epoch 66/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3000 - g_loss: 0.9655 - d_accuracy: 0.6171Epoch 66: D Accuracy = 0.5612
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3016 - g_loss: 0.9672 - d_accuracy: 0.6151
Epoch 67/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3012 - g_loss: 0.9556 - d_accuracy: 0.6174
Epoch 67: Generator loss improved from 0.8377 to 0.8326. Saving weights.
Epoch 67: D Accuracy = 0.6429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3017 - g_loss: 0.9512 - d_accuracy: 0.6183
Epoch 68/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3045 - g_loss: 0.9554 - d_accuracy: 0.6102
Epoch 68: Generator loss improved from 0.8326 to 0.8227. Saving weights.
Epoch 68: D Accuracy = 0.5663
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3073 - g_loss: 0.9507 - d_accuracy: 0.6087
Epoch 69/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.9510 - d_accuracy: 0.6080Epoch 69: D Accuracy = 0.6071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3123 - g_loss: 0.9517 - d_accuracy: 0.6080
Epoch 70/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3062 - g_loss: 0.9482 - d_accuracy: 0.6159Epoch 70: D Accuracy = 0.6020
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3068 - g_loss: 0.9462 - d_accuracy: 0.6154
Epoch 71/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.9363 - d_accuracy: 0.5976Epoch 71: D Accuracy = 0.6071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3174 - g_loss: 0.9360 - d_accuracy: 0.5979
Epoch 72/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3211 - g_loss: 0.9370 - d_accuracy: 0.6040Epoch 72: D Accuracy = 0.6122
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3207 - g_loss: 0.9387 - d_accuracy: 0.6043
Epoch 73/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3178 - g_loss: 0.9369 - d_accuracy: 0.5983Epoch 73: D Accuracy = 0.6531
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3163 - g_loss: 0.9395 - d_accuracy: 0.6002
Epoch 74/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3239 - g_loss: 0.9290 - d_accuracy: 0.5948Epoch 74: D Accuracy = 0.5561
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3253 - g_loss: 0.9305 - d_accuracy: 0.5934
Epoch 75/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3368 - g_loss: 0.9147 - d_accuracy: 0.5841Epoch 75: D Accuracy = 0.5918
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3366 - g_loss: 0.9153 - d_accuracy: 0.5844
Epoch 76/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3251 - g_loss: 0.9173 - d_accuracy: 0.5928Epoch 76: D Accuracy = 0.5561
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3256 - g_loss: 0.9163 - d_accuracy: 0.5915
Epoch 77/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3499 - g_loss: 0.9088 - d_accuracy: 0.5750Epoch 77: D Accuracy = 0.5714
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3511 - g_loss: 0.9072 - d_accuracy: 0.5749
Epoch 78/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3365 - g_loss: 0.9173 - d_accuracy: 0.5851Epoch 78: D Accuracy = 0.5663
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3371 - g_loss: 0.9164 - d_accuracy: 0.5844
Epoch 79/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.9138 - d_accuracy: 0.5872Epoch 79: D Accuracy = 0.5459
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3296 - g_loss: 0.9139 - d_accuracy: 0.5857
Epoch 80/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3488 - g_loss: 0.8970 - d_accuracy: 0.5738Epoch 80: D Accuracy = 0.5408
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3502 - g_loss: 0.8960 - d_accuracy: 0.5727
Epoch 81/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3388 - g_loss: 0.9040 - d_accuracy: 0.5802Epoch 81: D Accuracy = 0.6071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3391 - g_loss: 0.9023 - d_accuracy: 0.5812
Epoch 82/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3403 - g_loss: 0.8983 - d_accuracy: 0.5766Epoch 82: D Accuracy = 0.6378
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3387 - g_loss: 0.8976 - d_accuracy: 0.5788
Epoch 83/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3428 - g_loss: 0.8985 - d_accuracy: 0.5828Epoch 83: D Accuracy = 0.5561
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3434 - g_loss: 0.8983 - d_accuracy: 0.5819
Epoch 84/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3363 - g_loss: 0.9024 - d_accuracy: 0.5805Epoch 84: D Accuracy = 0.6429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3358 - g_loss: 0.9010 - d_accuracy: 0.5827
Epoch 85/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3459 - g_loss: 0.8921 - d_accuracy: 0.5740Epoch 85: D Accuracy = 0.5204
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3469 - g_loss: 0.8924 - d_accuracy: 0.5720
Epoch 86/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3482 - g_loss: 0.8897 - d_accuracy: 0.5758Epoch 86: D Accuracy = 0.5459
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3485 - g_loss: 0.8921 - d_accuracy: 0.5747
Epoch 87/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3382 - g_loss: 0.8913 - d_accuracy: 0.5731Epoch 87: D Accuracy = 0.6327
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3364 - g_loss: 0.8902 - d_accuracy: 0.5752
Epoch 88/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3581 - g_loss: 0.8813 - d_accuracy: 0.5665Epoch 88: D Accuracy = 0.6429
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3564 - g_loss: 0.8800 - d_accuracy: 0.5692
Epoch 89/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3569 - g_loss: 0.8857 - d_accuracy: 0.5702Epoch 89: D Accuracy = 0.5255
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3586 - g_loss: 0.8857 - d_accuracy: 0.5686
Epoch 90/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3473 - g_loss: 0.8812 - d_accuracy: 0.5736Epoch 90: D Accuracy = 0.5816
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3465 - g_loss: 0.8819 - d_accuracy: 0.5739
Epoch 91/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3478 - g_loss: 0.8838 - d_accuracy: 0.5653Epoch 91: D Accuracy = 0.5255
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3487 - g_loss: 0.8830 - d_accuracy: 0.5639
Epoch 92/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3478 - g_loss: 0.8786 - d_accuracy: 0.5739
Epoch 92: Generator loss improved from 0.8227 to 0.7842. Saving weights.
Epoch 92: D Accuracy = 0.5510
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3488 - g_loss: 0.8753 - d_accuracy: 0.5731
Epoch 93/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3468 - g_loss: 0.8856 - d_accuracy: 0.5649Epoch 93: D Accuracy = 0.6224
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3445 - g_loss: 0.8860 - d_accuracy: 0.5669
Epoch 94/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3328 - g_loss: 0.8919 - d_accuracy: 0.5821Epoch 94: D Accuracy = 0.5561
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3336 - g_loss: 0.8923 - d_accuracy: 0.5812
Epoch 95/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3574 - g_loss: 0.8736 - d_accuracy: 0.5600Epoch 95: D Accuracy = 0.5408
27/27 [==============================] - 1s 39ms/step - d_loss: 1.3577 - g_loss: 0.8761 - d_accuracy: 0.5593
Epoch 96/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3493 - g_loss: 0.8748 - d_accuracy: 0.5646Epoch 96: D Accuracy = 0.6122
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3475 - g_loss: 0.8771 - d_accuracy: 0.5663
Epoch 97/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3513 - g_loss: 0.8780 - d_accuracy: 0.5530Epoch 97: D Accuracy = 0.5000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3532 - g_loss: 0.8777 - d_accuracy: 0.5511
Epoch 98/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3535 - g_loss: 0.8713 - d_accuracy: 0.5601Epoch 98: D Accuracy = 0.5612
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3545 - g_loss: 0.8688 - d_accuracy: 0.5602
Epoch 99/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3533 - g_loss: 0.8728 - d_accuracy: 0.5630Epoch 99: D Accuracy = 0.5918
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3533 - g_loss: 0.8717 - d_accuracy: 0.5640
Epoch 100/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3532 - g_loss: 0.8737 - d_accuracy: 0.5631
Class 15 — Epoch 100 preview:
No description has been provided for this image
Epoch 100: D Accuracy = 0.4847
27/27 [==============================] - 1s 41ms/step - d_loss: 1.3562 - g_loss: 0.8718 - d_accuracy: 0.5603
Epoch 101/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3479 - g_loss: 0.8765 - d_accuracy: 0.5635Epoch 101: D Accuracy = 0.5816
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3469 - g_loss: 0.8785 - d_accuracy: 0.5641
Epoch 102/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3408 - g_loss: 0.8749 - d_accuracy: 0.5743Epoch 102: D Accuracy = 0.5918
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3401 - g_loss: 0.8756 - d_accuracy: 0.5749
Epoch 103/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3477 - g_loss: 0.8708 - d_accuracy: 0.5700Epoch 103: D Accuracy = 0.5663
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3474 - g_loss: 0.8715 - d_accuracy: 0.5699
Epoch 104/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3455 - g_loss: 0.8774 - d_accuracy: 0.5748Epoch 104: D Accuracy = 0.5816
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3453 - g_loss: 0.8793 - d_accuracy: 0.5750
Epoch 105/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3494 - g_loss: 0.8714 - d_accuracy: 0.5650Epoch 105: D Accuracy = 0.6071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3489 - g_loss: 0.8739 - d_accuracy: 0.5665
Epoch 106/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3480 - g_loss: 0.8768 - d_accuracy: 0.5600Epoch 106: D Accuracy = 0.5153
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3496 - g_loss: 0.8771 - d_accuracy: 0.5584
Epoch 107/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3415 - g_loss: 0.8750 - d_accuracy: 0.5688Epoch 107: D Accuracy = 0.5765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3423 - g_loss: 0.8735 - d_accuracy: 0.5691
Epoch 108/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3519 - g_loss: 0.8692 - d_accuracy: 0.5575Epoch 108: D Accuracy = 0.5918
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3508 - g_loss: 0.8688 - d_accuracy: 0.5587
Epoch 109/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3536 - g_loss: 0.8694 - d_accuracy: 0.5570Epoch 109: D Accuracy = 0.5357
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3547 - g_loss: 0.8685 - d_accuracy: 0.5563
Epoch 110/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3508 - g_loss: 0.8673 - d_accuracy: 0.5596Epoch 110: D Accuracy = 0.5969
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3511 - g_loss: 0.8670 - d_accuracy: 0.5609
Epoch 111/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3532 - g_loss: 0.8693 - d_accuracy: 0.5581Epoch 111: D Accuracy = 0.5153
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3547 - g_loss: 0.8678 - d_accuracy: 0.5566
Epoch 112/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3557 - g_loss: 0.8642 - d_accuracy: 0.5570Epoch 112: D Accuracy = 0.5510
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3562 - g_loss: 0.8634 - d_accuracy: 0.5568
Epoch 113/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3518 - g_loss: 0.8662 - d_accuracy: 0.5670Epoch 113: D Accuracy = 0.5816
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3509 - g_loss: 0.8649 - d_accuracy: 0.5675
Epoch 114/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3444 - g_loss: 0.8738 - d_accuracy: 0.5769Epoch 114: D Accuracy = 0.5561
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3450 - g_loss: 0.8730 - d_accuracy: 0.5761
Epoch 115/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3495 - g_loss: 0.8687 - d_accuracy: 0.5595Epoch 115: D Accuracy = 0.5255
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3510 - g_loss: 0.8677 - d_accuracy: 0.5583
Epoch 116/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3528 - g_loss: 0.8661 - d_accuracy: 0.5606Epoch 116: D Accuracy = 0.5357
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3530 - g_loss: 0.8657 - d_accuracy: 0.5597
Epoch 117/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3516 - g_loss: 0.8656 - d_accuracy: 0.5648Epoch 117: D Accuracy = 0.6173
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3507 - g_loss: 0.8663 - d_accuracy: 0.5667
Epoch 118/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3425 - g_loss: 0.8717 - d_accuracy: 0.5659
Epoch 118: Generator loss improved from 0.7842 to 0.7574. Saving weights.
Epoch 118: D Accuracy = 0.5204
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3448 - g_loss: 0.8676 - d_accuracy: 0.5642
Epoch 119/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3418 - g_loss: 0.8751 - d_accuracy: 0.5687Epoch 119: D Accuracy = 0.5357
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3427 - g_loss: 0.8775 - d_accuracy: 0.5676
Epoch 120/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3438 - g_loss: 0.8688 - d_accuracy: 0.5750Epoch 120: D Accuracy = 0.5612
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3446 - g_loss: 0.8685 - d_accuracy: 0.5745
Epoch 121/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3560 - g_loss: 0.8607 - d_accuracy: 0.5608Epoch 121: D Accuracy = 0.5918
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3553 - g_loss: 0.8600 - d_accuracy: 0.5619
Epoch 122/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3544 - g_loss: 0.8629 - d_accuracy: 0.5630Epoch 122: D Accuracy = 0.6378
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3522 - g_loss: 0.8645 - d_accuracy: 0.5656
Epoch 123/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3514 - g_loss: 0.8635 - d_accuracy: 0.5578Epoch 123: D Accuracy = 0.5255
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3525 - g_loss: 0.8635 - d_accuracy: 0.5566
Epoch 124/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3482 - g_loss: 0.8600 - d_accuracy: 0.5633Epoch 124: D Accuracy = 0.5612
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3480 - g_loss: 0.8599 - d_accuracy: 0.5632
Epoch 125/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3542 - g_loss: 0.8564 - d_accuracy: 0.5545Epoch 125: D Accuracy = 0.5306
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3550 - g_loss: 0.8551 - d_accuracy: 0.5537
Epoch 126/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3518 - g_loss: 0.8614 - d_accuracy: 0.5620Epoch 126: D Accuracy = 0.5561
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3519 - g_loss: 0.8604 - d_accuracy: 0.5618
Epoch 127/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3467 - g_loss: 0.8642 - d_accuracy: 0.5708Epoch 127: D Accuracy = 0.5714
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3476 - g_loss: 0.8635 - d_accuracy: 0.5708
Epoch 128/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3429 - g_loss: 0.8687 - d_accuracy: 0.5626Epoch 128: D Accuracy = 0.5408
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3428 - g_loss: 0.8690 - d_accuracy: 0.5618
Epoch 129/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3514 - g_loss: 0.8613 - d_accuracy: 0.5529Epoch 129: D Accuracy = 0.5408
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3515 - g_loss: 0.8586 - d_accuracy: 0.5524
Epoch 130/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3411 - g_loss: 0.8709 - d_accuracy: 0.5745Epoch 130: D Accuracy = 0.5816
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3405 - g_loss: 0.8711 - d_accuracy: 0.5747
Epoch 131/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3555 - g_loss: 0.8593 - d_accuracy: 0.5558Epoch 131: D Accuracy = 0.5765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3552 - g_loss: 0.8604 - d_accuracy: 0.5565
Epoch 132/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3426 - g_loss: 0.8708 - d_accuracy: 0.5669Epoch 132: D Accuracy = 0.5612
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3425 - g_loss: 0.8742 - d_accuracy: 0.5667
Epoch 133/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3551 - g_loss: 0.8600 - d_accuracy: 0.5550Epoch 133: D Accuracy = 0.5306
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3557 - g_loss: 0.8628 - d_accuracy: 0.5541
Epoch 134/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3537 - g_loss: 0.8596 - d_accuracy: 0.5543Epoch 134: D Accuracy = 0.5510
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3529 - g_loss: 0.8593 - d_accuracy: 0.5541
Epoch 135/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3459 - g_loss: 0.8641 - d_accuracy: 0.5647Epoch 135: D Accuracy = 0.5153
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3465 - g_loss: 0.8625 - d_accuracy: 0.5629
Epoch 136/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3479 - g_loss: 0.8633 - d_accuracy: 0.5634Epoch 136: D Accuracy = 0.5816
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3474 - g_loss: 0.8655 - d_accuracy: 0.5640
Epoch 137/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3506 - g_loss: 0.8635 - d_accuracy: 0.5635Epoch 137: D Accuracy = 0.5765
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3509 - g_loss: 0.8651 - d_accuracy: 0.5639
Epoch 138/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3436 - g_loss: 0.8634 - d_accuracy: 0.5639Epoch 138: D Accuracy = 0.5765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3436 - g_loss: 0.8632 - d_accuracy: 0.5643
Epoch 139/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3502 - g_loss: 0.8621 - d_accuracy: 0.5625Epoch 139: D Accuracy = 0.5459
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3502 - g_loss: 0.8617 - d_accuracy: 0.5619
Epoch 140/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3466 - g_loss: 0.8651 - d_accuracy: 0.5648Epoch 140: D Accuracy = 0.5153
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3469 - g_loss: 0.8661 - d_accuracy: 0.5630
Epoch 141/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3522 - g_loss: 0.8549 - d_accuracy: 0.5540Epoch 141: D Accuracy = 0.6327
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3500 - g_loss: 0.8562 - d_accuracy: 0.5568
Epoch 142/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3484 - g_loss: 0.8624 - d_accuracy: 0.5630Epoch 142: D Accuracy = 0.5612
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3487 - g_loss: 0.8619 - d_accuracy: 0.5630
Epoch 143/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3539 - g_loss: 0.8566 - d_accuracy: 0.5594Epoch 143: D Accuracy = 0.5612
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3544 - g_loss: 0.8567 - d_accuracy: 0.5595
Epoch 144/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3520 - g_loss: 0.8577 - d_accuracy: 0.5602Epoch 144: D Accuracy = 0.5663
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3522 - g_loss: 0.8580 - d_accuracy: 0.5604
Epoch 145/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3437 - g_loss: 0.8645 - d_accuracy: 0.5730Epoch 145: D Accuracy = 0.6071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3436 - g_loss: 0.8620 - d_accuracy: 0.5742
Epoch 146/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3510 - g_loss: 0.8609 - d_accuracy: 0.5602Epoch 146: D Accuracy = 0.5306
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3518 - g_loss: 0.8583 - d_accuracy: 0.5591
Epoch 147/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3559 - g_loss: 0.8571 - d_accuracy: 0.5504Epoch 147: D Accuracy = 0.5714
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3546 - g_loss: 0.8553 - d_accuracy: 0.5511
Epoch 148/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3471 - g_loss: 0.8641 - d_accuracy: 0.5677Epoch 148: D Accuracy = 0.5816
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3470 - g_loss: 0.8639 - d_accuracy: 0.5682
Epoch 149/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3450 - g_loss: 0.8636 - d_accuracy: 0.5660Epoch 149: D Accuracy = 0.5918
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3443 - g_loss: 0.8642 - d_accuracy: 0.5670
Epoch 150/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3381 - g_loss: 0.8683 - d_accuracy: 0.5789Epoch 150: D Accuracy = 0.5867
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3372 - g_loss: 0.8704 - d_accuracy: 0.5792
Epoch 151/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3475 - g_loss: 0.8617 - d_accuracy: 0.5630Epoch 151: D Accuracy = 0.5714
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3477 - g_loss: 0.8633 - d_accuracy: 0.5633
Epoch 152/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3466 - g_loss: 0.8589 - d_accuracy: 0.5681Epoch 152: D Accuracy = 0.5663
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3468 - g_loss: 0.8588 - d_accuracy: 0.5681
Epoch 153/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3368 - g_loss: 0.8647 - d_accuracy: 0.5731Epoch 153: D Accuracy = 0.5918
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3373 - g_loss: 0.8625 - d_accuracy: 0.5738
Epoch 154/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3438 - g_loss: 0.8650 - d_accuracy: 0.5638Epoch 154: D Accuracy = 0.5357
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3440 - g_loss: 0.8668 - d_accuracy: 0.5628
Epoch 155/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3450 - g_loss: 0.8579 - d_accuracy: 0.5626Epoch 155: D Accuracy = 0.6122
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3436 - g_loss: 0.8560 - d_accuracy: 0.5644
Epoch 156/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3399 - g_loss: 0.8696 - d_accuracy: 0.5670Epoch 156: D Accuracy = 0.5714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3394 - g_loss: 0.8694 - d_accuracy: 0.5672
Epoch 157/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3356 - g_loss: 0.8681 - d_accuracy: 0.5744Epoch 157: D Accuracy = 0.5765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3364 - g_loss: 0.8644 - d_accuracy: 0.5745
Epoch 158/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3418 - g_loss: 0.8699 - d_accuracy: 0.5647Epoch 158: D Accuracy = 0.5000
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3442 - g_loss: 0.8681 - d_accuracy: 0.5624
Epoch 159/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3466 - g_loss: 0.8605 - d_accuracy: 0.5678Epoch 159: D Accuracy = 0.5408
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3477 - g_loss: 0.8603 - d_accuracy: 0.5668
Epoch 160/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3464 - g_loss: 0.8617 - d_accuracy: 0.5619Epoch 160: D Accuracy = 0.5612
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3458 - g_loss: 0.8623 - d_accuracy: 0.5619
Epoch 161/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3432 - g_loss: 0.8619 - d_accuracy: 0.5735Epoch 161: D Accuracy = 0.5867
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3431 - g_loss: 0.8602 - d_accuracy: 0.5740
Epoch 162/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3354 - g_loss: 0.8690 - d_accuracy: 0.5737Epoch 162: D Accuracy = 0.5765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3355 - g_loss: 0.8684 - d_accuracy: 0.5738
Epoch 163/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3367 - g_loss: 0.8686 - d_accuracy: 0.5731Epoch 163: D Accuracy = 0.5510
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3369 - g_loss: 0.8703 - d_accuracy: 0.5723
Epoch 164/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3348 - g_loss: 0.8695 - d_accuracy: 0.5747Epoch 164: D Accuracy = 0.5714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3346 - g_loss: 0.8708 - d_accuracy: 0.5746
Epoch 165/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3453 - g_loss: 0.8625 - d_accuracy: 0.5618Epoch 165: D Accuracy = 0.5561
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3450 - g_loss: 0.8646 - d_accuracy: 0.5616
Epoch 166/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3470 - g_loss: 0.8603 - d_accuracy: 0.5581Epoch 166: D Accuracy = 0.5561
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3470 - g_loss: 0.8608 - d_accuracy: 0.5580
Epoch 167/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3435 - g_loss: 0.8584 - d_accuracy: 0.5642Epoch 167: D Accuracy = 0.5663
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3437 - g_loss: 0.8566 - d_accuracy: 0.5643
Epoch 168/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3454 - g_loss: 0.8640 - d_accuracy: 0.5622Epoch 168: D Accuracy = 0.6173
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3443 - g_loss: 0.8648 - d_accuracy: 0.5642
Epoch 169/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3446 - g_loss: 0.8657 - d_accuracy: 0.5681Epoch 169: D Accuracy = 0.5459
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3450 - g_loss: 0.8680 - d_accuracy: 0.5673
Epoch 170/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3505 - g_loss: 0.8583 - d_accuracy: 0.5587Epoch 170: D Accuracy = 0.5510
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3517 - g_loss: 0.8571 - d_accuracy: 0.5585
Epoch 171/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3493 - g_loss: 0.8581 - d_accuracy: 0.5611Epoch 171: D Accuracy = 0.5204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3497 - g_loss: 0.8572 - d_accuracy: 0.5596
Epoch 172/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3410 - g_loss: 0.8658 - d_accuracy: 0.5648Epoch 172: D Accuracy = 0.6327
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3395 - g_loss: 0.8666 - d_accuracy: 0.5672
Epoch 173/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3339 - g_loss: 0.8726 - d_accuracy: 0.5782Epoch 173: D Accuracy = 0.5561
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3350 - g_loss: 0.8727 - d_accuracy: 0.5774
Epoch 174/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3491 - g_loss: 0.8571 - d_accuracy: 0.5623Epoch 174: D Accuracy = 0.5612
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3498 - g_loss: 0.8560 - d_accuracy: 0.5623
Epoch 175/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3431 - g_loss: 0.8671 - d_accuracy: 0.5733Epoch 175: D Accuracy = 0.5765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3438 - g_loss: 0.8712 - d_accuracy: 0.5734
Epoch 176/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3415 - g_loss: 0.8645 - d_accuracy: 0.5681Epoch 176: D Accuracy = 0.5663
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3410 - g_loss: 0.8648 - d_accuracy: 0.5681
Epoch 177/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3418 - g_loss: 0.8631 - d_accuracy: 0.5648Epoch 177: D Accuracy = 0.5969
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3416 - g_loss: 0.8632 - d_accuracy: 0.5659
Epoch 178/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3342 - g_loss: 0.8723 - d_accuracy: 0.5782Epoch 178: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3331 - g_loss: 0.8731 - d_accuracy: 0.5792
Epoch 179/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3455 - g_loss: 0.8616 - d_accuracy: 0.5558Epoch 179: D Accuracy = 0.5561
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3452 - g_loss: 0.8607 - d_accuracy: 0.5558
Epoch 180/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3361 - g_loss: 0.8710 - d_accuracy: 0.5653Epoch 180: D Accuracy = 0.5918
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3365 - g_loss: 0.8685 - d_accuracy: 0.5663
Epoch 181/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3403 - g_loss: 0.8669 - d_accuracy: 0.5642Epoch 181: D Accuracy = 0.5408
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3403 - g_loss: 0.8693 - d_accuracy: 0.5633
Epoch 182/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3384 - g_loss: 0.8647 - d_accuracy: 0.5695Epoch 182: D Accuracy = 0.5612
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3375 - g_loss: 0.8645 - d_accuracy: 0.5692
Epoch 183/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3344 - g_loss: 0.8694 - d_accuracy: 0.5777Epoch 183: D Accuracy = 0.5867
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3342 - g_loss: 0.8693 - d_accuracy: 0.5780
Epoch 184/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3394 - g_loss: 0.8670 - d_accuracy: 0.5712Epoch 184: D Accuracy = 0.5510
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3390 - g_loss: 0.8653 - d_accuracy: 0.5705
Epoch 185/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3379 - g_loss: 0.8653 - d_accuracy: 0.5733Epoch 185: D Accuracy = 0.6071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3367 - g_loss: 0.8664 - d_accuracy: 0.5745
Epoch 186/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3404 - g_loss: 0.8659 - d_accuracy: 0.5697Epoch 186: D Accuracy = 0.5765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3399 - g_loss: 0.8651 - d_accuracy: 0.5699
Epoch 187/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3396 - g_loss: 0.8653 - d_accuracy: 0.5754Epoch 187: D Accuracy = 0.5408
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3408 - g_loss: 0.8652 - d_accuracy: 0.5742
Epoch 188/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3492 - g_loss: 0.8586 - d_accuracy: 0.5629Epoch 188: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3487 - g_loss: 0.8588 - d_accuracy: 0.5644
Epoch 189/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3483 - g_loss: 0.8590 - d_accuracy: 0.5639Epoch 189: D Accuracy = 0.5765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3485 - g_loss: 0.8590 - d_accuracy: 0.5643
Epoch 190/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3356 - g_loss: 0.8672 - d_accuracy: 0.5719Epoch 190: D Accuracy = 0.5510
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3367 - g_loss: 0.8657 - d_accuracy: 0.5712
Epoch 191/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3428 - g_loss: 0.8666 - d_accuracy: 0.5590Epoch 191: D Accuracy = 0.5612
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3421 - g_loss: 0.8690 - d_accuracy: 0.5591
Epoch 192/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3396 - g_loss: 0.8665 - d_accuracy: 0.5712Epoch 192: D Accuracy = 0.5408
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3406 - g_loss: 0.8674 - d_accuracy: 0.5702
Epoch 193/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3333 - g_loss: 0.8673 - d_accuracy: 0.5738Epoch 193: D Accuracy = 0.5306
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3343 - g_loss: 0.8657 - d_accuracy: 0.5722
Epoch 194/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3427 - g_loss: 0.8687 - d_accuracy: 0.5701Epoch 194: D Accuracy = 0.5765
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3422 - g_loss: 0.8709 - d_accuracy: 0.5703
Epoch 195/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3297 - g_loss: 0.8757 - d_accuracy: 0.5794Epoch 195: D Accuracy = 0.5765
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3305 - g_loss: 0.8739 - d_accuracy: 0.5793
Epoch 196/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3346 - g_loss: 0.8694 - d_accuracy: 0.5734Epoch 196: D Accuracy = 0.5867
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3339 - g_loss: 0.8672 - d_accuracy: 0.5739
Epoch 197/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3404 - g_loss: 0.8704 - d_accuracy: 0.5669Epoch 197: D Accuracy = 0.5102
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3417 - g_loss: 0.8689 - d_accuracy: 0.5649
Epoch 198/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3369 - g_loss: 0.8728 - d_accuracy: 0.5750Epoch 198: D Accuracy = 0.5204
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3377 - g_loss: 0.8727 - d_accuracy: 0.5730
Epoch 199/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3447 - g_loss: 0.8659 - d_accuracy: 0.5650Epoch 199: D Accuracy = 0.5357
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3448 - g_loss: 0.8649 - d_accuracy: 0.5639
Epoch 200/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3361 - g_loss: 0.8691 - d_accuracy: 0.5735
Class 15 — Epoch 200 preview:
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Epoch 200: D Accuracy = 0.5867
27/27 [==============================] - 1s 41ms/step - d_loss: 1.3354 - g_loss: 0.8691 - d_accuracy: 0.5740
Epoch 201/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3404 - g_loss: 0.8673 - d_accuracy: 0.5679Epoch 201: D Accuracy = 0.5510
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3404 - g_loss: 0.8693 - d_accuracy: 0.5673
Epoch 202/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3336 - g_loss: 0.8689 - d_accuracy: 0.5735Epoch 202: D Accuracy = 0.5969
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3339 - g_loss: 0.8686 - d_accuracy: 0.5743
Epoch 203/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3396 - g_loss: 0.8670 - d_accuracy: 0.5677Epoch 203: D Accuracy = 0.5969
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3406 - g_loss: 0.8650 - d_accuracy: 0.5687
Epoch 204/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3377 - g_loss: 0.8704 - d_accuracy: 0.5701Epoch 204: D Accuracy = 0.5561
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3387 - g_loss: 0.8708 - d_accuracy: 0.5696
Epoch 205/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3331 - g_loss: 0.8715 - d_accuracy: 0.5728Epoch 205: D Accuracy = 0.5510
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3334 - g_loss: 0.8718 - d_accuracy: 0.5720
Epoch 206/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3426 - g_loss: 0.8611 - d_accuracy: 0.5628Epoch 206: D Accuracy = 0.6020
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3403 - g_loss: 0.8615 - d_accuracy: 0.5642
Epoch 207/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3366 - g_loss: 0.8717 - d_accuracy: 0.5785Epoch 207: D Accuracy = 0.6378
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3355 - g_loss: 0.8724 - d_accuracy: 0.5806
Epoch 208/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3402 - g_loss: 0.8674 - d_accuracy: 0.5658Epoch 208: D Accuracy = 0.5459
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3401 - g_loss: 0.8680 - d_accuracy: 0.5651
Epoch 209/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3313 - g_loss: 0.8719 - d_accuracy: 0.5732Epoch 209: D Accuracy = 0.5969
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3304 - g_loss: 0.8752 - d_accuracy: 0.5740
Epoch 210/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3379 - g_loss: 0.8643 - d_accuracy: 0.5701Epoch 210: D Accuracy = 0.5561
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3372 - g_loss: 0.8656 - d_accuracy: 0.5696
Epoch 211/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3321 - g_loss: 0.8715 - d_accuracy: 0.5783Epoch 211: D Accuracy = 0.5408
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3321 - g_loss: 0.8728 - d_accuracy: 0.5770
Epoch 212/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8685 - d_accuracy: 0.5706Epoch 212: D Accuracy = 0.5969
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3335 - g_loss: 0.8679 - d_accuracy: 0.5715
Epoch 213/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3326 - g_loss: 0.8731 - d_accuracy: 0.5719Epoch 213: D Accuracy = 0.4949
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3341 - g_loss: 0.8735 - d_accuracy: 0.5691
Epoch 214/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3372 - g_loss: 0.8688 - d_accuracy: 0.5720Epoch 214: D Accuracy = 0.6071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3369 - g_loss: 0.8695 - d_accuracy: 0.5732
Epoch 215/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3329 - g_loss: 0.8733 - d_accuracy: 0.5781Epoch 215: D Accuracy = 0.5663
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3334 - g_loss: 0.8733 - d_accuracy: 0.5777
Epoch 216/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3337 - g_loss: 0.8695 - d_accuracy: 0.5703Epoch 216: D Accuracy = 0.5612
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3332 - g_loss: 0.8713 - d_accuracy: 0.5699
Epoch 217/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3388 - g_loss: 0.8662 - d_accuracy: 0.5667Epoch 217: D Accuracy = 0.6122
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3376 - g_loss: 0.8665 - d_accuracy: 0.5683
Epoch 218/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3325 - g_loss: 0.8717 - d_accuracy: 0.5742Epoch 218: D Accuracy = 0.5663
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3329 - g_loss: 0.8730 - d_accuracy: 0.5739
Epoch 219/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3433 - g_loss: 0.8677 - d_accuracy: 0.5607Epoch 219: D Accuracy = 0.4949
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3439 - g_loss: 0.8686 - d_accuracy: 0.5584
Epoch 220/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3300 - g_loss: 0.8696 - d_accuracy: 0.5813Epoch 220: D Accuracy = 0.6122
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3293 - g_loss: 0.8680 - d_accuracy: 0.5824
Epoch 221/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3348 - g_loss: 0.8759 - d_accuracy: 0.5710Epoch 221: D Accuracy = 0.5459
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3352 - g_loss: 0.8759 - d_accuracy: 0.5701
Epoch 222/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3361 - g_loss: 0.8673 - d_accuracy: 0.5737Epoch 222: D Accuracy = 0.6020
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3344 - g_loss: 0.8695 - d_accuracy: 0.5747
Epoch 223/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3352 - g_loss: 0.8740 - d_accuracy: 0.5717Epoch 223: D Accuracy = 0.5408
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3361 - g_loss: 0.8778 - d_accuracy: 0.5706
Epoch 224/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3309 - g_loss: 0.8694 - d_accuracy: 0.5767Epoch 224: D Accuracy = 0.6173
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3302 - g_loss: 0.8706 - d_accuracy: 0.5781
Epoch 225/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3385 - g_loss: 0.8695 - d_accuracy: 0.5718Epoch 225: D Accuracy = 0.5357
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3390 - g_loss: 0.8690 - d_accuracy: 0.5705
Epoch 226/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3335 - g_loss: 0.8719 - d_accuracy: 0.5725Epoch 226: D Accuracy = 0.5357
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3338 - g_loss: 0.8721 - d_accuracy: 0.5712
Epoch 227/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3311 - g_loss: 0.8707 - d_accuracy: 0.5775Epoch 227: D Accuracy = 0.6224
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3297 - g_loss: 0.8713 - d_accuracy: 0.5791
Epoch 228/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3264 - g_loss: 0.8798 - d_accuracy: 0.5875Epoch 228: D Accuracy = 0.5816
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3269 - g_loss: 0.8806 - d_accuracy: 0.5873
Epoch 229/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.8806 - d_accuracy: 0.5908Epoch 229: D Accuracy = 0.5714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3189 - g_loss: 0.8821 - d_accuracy: 0.5901
Epoch 230/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3347 - g_loss: 0.8718 - d_accuracy: 0.5698Epoch 230: D Accuracy = 0.5765
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3347 - g_loss: 0.8718 - d_accuracy: 0.5701
Epoch 231/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3303 - g_loss: 0.8727 - d_accuracy: 0.5788Epoch 231: D Accuracy = 0.5663
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3303 - g_loss: 0.8714 - d_accuracy: 0.5784
Epoch 232/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3254 - g_loss: 0.8787 - d_accuracy: 0.5830Epoch 232: D Accuracy = 0.5765
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3256 - g_loss: 0.8809 - d_accuracy: 0.5828
Epoch 233/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3282 - g_loss: 0.8764 - d_accuracy: 0.5851Epoch 233: D Accuracy = 0.5663
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3293 - g_loss: 0.8769 - d_accuracy: 0.5844
Epoch 234/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3353 - g_loss: 0.8708 - d_accuracy: 0.5678Epoch 234: D Accuracy = 0.5816
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3358 - g_loss: 0.8723 - d_accuracy: 0.5683
Epoch 235/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3379 - g_loss: 0.8682 - d_accuracy: 0.5675Epoch 235: D Accuracy = 0.5204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3390 - g_loss: 0.8680 - d_accuracy: 0.5658
Epoch 236/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3239 - g_loss: 0.8788 - d_accuracy: 0.5840Epoch 236: D Accuracy = 0.5765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3242 - g_loss: 0.8802 - d_accuracy: 0.5837
Epoch 237/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3279 - g_loss: 0.8731 - d_accuracy: 0.5801Epoch 237: D Accuracy = 0.5969
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3274 - g_loss: 0.8738 - d_accuracy: 0.5807
Epoch 238/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3301 - g_loss: 0.8765 - d_accuracy: 0.5802Epoch 238: D Accuracy = 0.5510
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3291 - g_loss: 0.8785 - d_accuracy: 0.5791
Epoch 239/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3272 - g_loss: 0.8782 - d_accuracy: 0.5803Epoch 239: D Accuracy = 0.6378
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3265 - g_loss: 0.8776 - d_accuracy: 0.5824
Epoch 240/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3277 - g_loss: 0.8718 - d_accuracy: 0.5773Epoch 240: D Accuracy = 0.6173
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3272 - g_loss: 0.8727 - d_accuracy: 0.5787
Epoch 241/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3324 - g_loss: 0.8750 - d_accuracy: 0.5697Epoch 241: D Accuracy = 0.5306
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3330 - g_loss: 0.8740 - d_accuracy: 0.5683
Epoch 242/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3294 - g_loss: 0.8750 - d_accuracy: 0.5726Epoch 242: D Accuracy = 0.5663
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3293 - g_loss: 0.8765 - d_accuracy: 0.5724
Epoch 243/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3272 - g_loss: 0.8726 - d_accuracy: 0.5833Epoch 243: D Accuracy = 0.5612
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3273 - g_loss: 0.8718 - d_accuracy: 0.5825
Epoch 244/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3284 - g_loss: 0.8771 - d_accuracy: 0.5759Epoch 244: D Accuracy = 0.6122
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3264 - g_loss: 0.8801 - d_accuracy: 0.5772
Epoch 245/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3187 - g_loss: 0.8767 - d_accuracy: 0.5901Epoch 245: D Accuracy = 0.5918
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3192 - g_loss: 0.8732 - d_accuracy: 0.5901
Epoch 246/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3283 - g_loss: 0.8784 - d_accuracy: 0.5765Epoch 246: D Accuracy = 0.5459
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3293 - g_loss: 0.8764 - d_accuracy: 0.5754
Epoch 247/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3352 - g_loss: 0.8742 - d_accuracy: 0.5757Epoch 247: D Accuracy = 0.6020
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3334 - g_loss: 0.8762 - d_accuracy: 0.5766
Epoch 248/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3164 - g_loss: 0.8826 - d_accuracy: 0.5872Epoch 248: D Accuracy = 0.5306
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3174 - g_loss: 0.8817 - d_accuracy: 0.5852
Epoch 249/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3293 - g_loss: 0.8741 - d_accuracy: 0.5747Epoch 249: D Accuracy = 0.5204
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3306 - g_loss: 0.8723 - d_accuracy: 0.5727
Epoch 250/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3318 - g_loss: 0.8725 - d_accuracy: 0.5821Epoch 250: D Accuracy = 0.5765
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3322 - g_loss: 0.8709 - d_accuracy: 0.5819
Epoch 251/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3312 - g_loss: 0.8754 - d_accuracy: 0.5776Epoch 251: D Accuracy = 0.5918
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3296 - g_loss: 0.8771 - d_accuracy: 0.5781
Epoch 252/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3287 - g_loss: 0.8772 - d_accuracy: 0.5775Epoch 252: D Accuracy = 0.5408
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3291 - g_loss: 0.8793 - d_accuracy: 0.5762
Epoch 253/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3228 - g_loss: 0.8756 - d_accuracy: 0.5828Epoch 253: D Accuracy = 0.6020
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3230 - g_loss: 0.8744 - d_accuracy: 0.5835
Epoch 254/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3219 - g_loss: 0.8851 - d_accuracy: 0.5857Epoch 254: D Accuracy = 0.6173
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3210 - g_loss: 0.8866 - d_accuracy: 0.5868
Epoch 255/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3226 - g_loss: 0.8824 - d_accuracy: 0.5816Epoch 255: D Accuracy = 0.6378
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3214 - g_loss: 0.8847 - d_accuracy: 0.5836
Epoch 256/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3240 - g_loss: 0.8814 - d_accuracy: 0.5844Epoch 256: D Accuracy = 0.6173
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3224 - g_loss: 0.8816 - d_accuracy: 0.5855
Epoch 257/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3206 - g_loss: 0.8822 - d_accuracy: 0.5897Epoch 257: D Accuracy = 0.6327
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3194 - g_loss: 0.8843 - d_accuracy: 0.5912
Epoch 258/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3241 - g_loss: 0.8782 - d_accuracy: 0.5829Epoch 258: D Accuracy = 0.5663
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3241 - g_loss: 0.8767 - d_accuracy: 0.5823
Epoch 259/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3220 - g_loss: 0.8853 - d_accuracy: 0.5818Epoch 259: D Accuracy = 0.6122
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3206 - g_loss: 0.8868 - d_accuracy: 0.5829
Epoch 260/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3233 - g_loss: 0.8774 - d_accuracy: 0.5860Epoch 260: D Accuracy = 0.5867
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3216 - g_loss: 0.8782 - d_accuracy: 0.5860
Epoch 261/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3227 - g_loss: 0.8812 - d_accuracy: 0.5799Epoch 261: D Accuracy = 0.5510
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3232 - g_loss: 0.8793 - d_accuracy: 0.5788
Epoch 262/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.8862 - d_accuracy: 0.5945Epoch 262: D Accuracy = 0.5510
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3198 - g_loss: 0.8840 - d_accuracy: 0.5929
Epoch 263/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3206 - g_loss: 0.8833 - d_accuracy: 0.5837Epoch 263: D Accuracy = 0.6224
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3196 - g_loss: 0.8839 - d_accuracy: 0.5851
Epoch 264/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3147 - g_loss: 0.8848 - d_accuracy: 0.5905Epoch 264: D Accuracy = 0.5561
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3159 - g_loss: 0.8843 - d_accuracy: 0.5892
Epoch 265/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3158 - g_loss: 0.8868 - d_accuracy: 0.5996Epoch 265: D Accuracy = 0.6020
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3154 - g_loss: 0.8873 - d_accuracy: 0.5996
Epoch 266/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3152 - g_loss: 0.8867 - d_accuracy: 0.5918Epoch 266: D Accuracy = 0.5765
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3151 - g_loss: 0.8852 - d_accuracy: 0.5913
Epoch 267/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3171 - g_loss: 0.8859 - d_accuracy: 0.5828Epoch 267: D Accuracy = 0.5918
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3176 - g_loss: 0.8857 - d_accuracy: 0.5832
Epoch 268/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3266 - g_loss: 0.8802 - d_accuracy: 0.5827Epoch 268: D Accuracy = 0.5612
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3268 - g_loss: 0.8825 - d_accuracy: 0.5819
Epoch 269/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3197 - g_loss: 0.8860 - d_accuracy: 0.5832Epoch 269: D Accuracy = 0.5459
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3194 - g_loss: 0.8859 - d_accuracy: 0.5818
Epoch 270/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3210 - g_loss: 0.8818 - d_accuracy: 0.5826Epoch 270: D Accuracy = 0.5867
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3211 - g_loss: 0.8812 - d_accuracy: 0.5828
Epoch 271/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3181 - g_loss: 0.8888 - d_accuracy: 0.5902Epoch 271: D Accuracy = 0.5867
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3188 - g_loss: 0.8906 - d_accuracy: 0.5900
Epoch 272/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3236 - g_loss: 0.8819 - d_accuracy: 0.5836Epoch 272: D Accuracy = 0.6173
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3224 - g_loss: 0.8828 - d_accuracy: 0.5848
Epoch 273/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3184 - g_loss: 0.8866 - d_accuracy: 0.5843Epoch 273: D Accuracy = 0.5153
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3208 - g_loss: 0.8872 - d_accuracy: 0.5819
Epoch 274/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3306 - g_loss: 0.8798 - d_accuracy: 0.5703Epoch 274: D Accuracy = 0.5765
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3304 - g_loss: 0.8811 - d_accuracy: 0.5705
Epoch 275/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3237 - g_loss: 0.8797 - d_accuracy: 0.5825Epoch 275: D Accuracy = 0.5714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3240 - g_loss: 0.8804 - d_accuracy: 0.5821
Epoch 276/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3244 - g_loss: 0.8831 - d_accuracy: 0.5778Epoch 276: D Accuracy = 0.5969
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3242 - g_loss: 0.8846 - d_accuracy: 0.5785
Epoch 277/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3196 - g_loss: 0.8866 - d_accuracy: 0.5824Epoch 277: D Accuracy = 0.5255
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3209 - g_loss: 0.8887 - d_accuracy: 0.5804
Epoch 278/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3186 - g_loss: 0.8864 - d_accuracy: 0.5868Epoch 278: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3157 - g_loss: 0.8862 - d_accuracy: 0.5900
Epoch 279/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3176 - g_loss: 0.8865 - d_accuracy: 0.5861Epoch 279: D Accuracy = 0.5561
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3180 - g_loss: 0.8881 - d_accuracy: 0.5851
Epoch 280/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3116 - g_loss: 0.8887 - d_accuracy: 0.6008Epoch 280: D Accuracy = 0.6276
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3115 - g_loss: 0.8886 - d_accuracy: 0.6017
Epoch 281/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3149 - g_loss: 0.8923 - d_accuracy: 0.5864Epoch 281: D Accuracy = 0.5153
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3169 - g_loss: 0.8913 - d_accuracy: 0.5838
Epoch 282/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3098 - g_loss: 0.8905 - d_accuracy: 0.5930Epoch 282: D Accuracy = 0.6276
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3083 - g_loss: 0.8914 - d_accuracy: 0.5942
Epoch 283/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3106 - g_loss: 0.8893 - d_accuracy: 0.5912Epoch 283: D Accuracy = 0.6378
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3101 - g_loss: 0.8887 - d_accuracy: 0.5928
Epoch 284/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3133 - g_loss: 0.8887 - d_accuracy: 0.5931Epoch 284: D Accuracy = 0.5714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3139 - g_loss: 0.8852 - d_accuracy: 0.5923
Epoch 285/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3164 - g_loss: 0.8937 - d_accuracy: 0.5889Epoch 285: D Accuracy = 0.5612
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3182 - g_loss: 0.8911 - d_accuracy: 0.5879
Epoch 286/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3225 - g_loss: 0.8828 - d_accuracy: 0.5843Epoch 286: D Accuracy = 0.6071
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3215 - g_loss: 0.8825 - d_accuracy: 0.5851
Epoch 287/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3156 - g_loss: 0.8885 - d_accuracy: 0.5949Epoch 287: D Accuracy = 0.5714
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3160 - g_loss: 0.8896 - d_accuracy: 0.5941
Epoch 288/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3209 - g_loss: 0.8827 - d_accuracy: 0.5794Epoch 288: D Accuracy = 0.5969
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3209 - g_loss: 0.8801 - d_accuracy: 0.5800
Epoch 289/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3116 - g_loss: 0.8965 - d_accuracy: 0.5940Epoch 289: D Accuracy = 0.5765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3122 - g_loss: 0.8998 - d_accuracy: 0.5934
Epoch 290/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3192 - g_loss: 0.8851 - d_accuracy: 0.5880Epoch 290: D Accuracy = 0.6582
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3172 - g_loss: 0.8854 - d_accuracy: 0.5905
Epoch 291/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3106 - g_loss: 0.8928 - d_accuracy: 0.5988Epoch 291: D Accuracy = 0.6276
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3107 - g_loss: 0.8904 - d_accuracy: 0.5998
Epoch 292/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3119 - g_loss: 0.8907 - d_accuracy: 0.5916Epoch 292: D Accuracy = 0.5153
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3136 - g_loss: 0.8900 - d_accuracy: 0.5888
Epoch 293/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3158 - g_loss: 0.8867 - d_accuracy: 0.5900Epoch 293: D Accuracy = 0.5969
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3152 - g_loss: 0.8872 - d_accuracy: 0.5902
Epoch 294/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3079 - g_loss: 0.8928 - d_accuracy: 0.5909Epoch 294: D Accuracy = 0.5918
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3078 - g_loss: 0.8935 - d_accuracy: 0.5910
Epoch 295/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3175 - g_loss: 0.8877 - d_accuracy: 0.5891Epoch 295: D Accuracy = 0.4694
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3205 - g_loss: 0.8854 - d_accuracy: 0.5849
Epoch 296/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3085 - g_loss: 0.8920 - d_accuracy: 0.5975Epoch 296: D Accuracy = 0.6327
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3068 - g_loss: 0.8931 - d_accuracy: 0.5988
Epoch 297/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3242 - g_loss: 0.8876 - d_accuracy: 0.5831Epoch 297: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3234 - g_loss: 0.8883 - d_accuracy: 0.5840
Epoch 298/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3055 - g_loss: 0.8989 - d_accuracy: 0.5915Epoch 298: D Accuracy = 0.6378
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3042 - g_loss: 0.8995 - d_accuracy: 0.5931
Epoch 299/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3116 - g_loss: 0.8949 - d_accuracy: 0.5908Epoch 299: D Accuracy = 0.5714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3113 - g_loss: 0.8973 - d_accuracy: 0.5901
Epoch 300/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3118 - g_loss: 0.8909 - d_accuracy: 0.5934
Class 15 — Epoch 300 preview:
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Epoch 300: D Accuracy = 0.5561
27/27 [==============================] - 1s 43ms/step - d_loss: 1.3120 - g_loss: 0.8921 - d_accuracy: 0.5920
Epoch 301/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3063 - g_loss: 0.8943 - d_accuracy: 0.5990Epoch 301: D Accuracy = 0.6020
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3060 - g_loss: 0.8949 - d_accuracy: 0.5991
Epoch 302/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3109 - g_loss: 0.8936 - d_accuracy: 0.5956Epoch 302: D Accuracy = 0.6633
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3104 - g_loss: 0.8926 - d_accuracy: 0.5980
Epoch 303/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3022 - g_loss: 0.9010 - d_accuracy: 0.6010Epoch 303: D Accuracy = 0.6071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3018 - g_loss: 0.9021 - d_accuracy: 0.6013
Epoch 304/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3111 - g_loss: 0.8937 - d_accuracy: 0.5962Epoch 304: D Accuracy = 0.6276
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3102 - g_loss: 0.8913 - d_accuracy: 0.5973
Epoch 305/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3082 - g_loss: 0.9030 - d_accuracy: 0.5943Epoch 305: D Accuracy = 0.5510
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3102 - g_loss: 0.8992 - d_accuracy: 0.5928
Epoch 306/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.8985 - d_accuracy: 0.5994Epoch 306: D Accuracy = 0.5663
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3091 - g_loss: 0.8974 - d_accuracy: 0.5982
Epoch 307/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3073 - g_loss: 0.8958 - d_accuracy: 0.5977Epoch 307: D Accuracy = 0.6531
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3068 - g_loss: 0.8930 - d_accuracy: 0.5997
Epoch 308/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3047 - g_loss: 0.8983 - d_accuracy: 0.5998Epoch 308: D Accuracy = 0.6429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3044 - g_loss: 0.8960 - d_accuracy: 0.6013
Epoch 309/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3070 - g_loss: 0.8969 - d_accuracy: 0.5952Epoch 309: D Accuracy = 0.6020
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3067 - g_loss: 0.8965 - d_accuracy: 0.5955
Epoch 310/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3126 - g_loss: 0.8911 - d_accuracy: 0.6005Epoch 310: D Accuracy = 0.6122
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3121 - g_loss: 0.8924 - d_accuracy: 0.6009
Epoch 311/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3057 - g_loss: 0.8933 - d_accuracy: 0.5959Epoch 311: D Accuracy = 0.6173
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3044 - g_loss: 0.8934 - d_accuracy: 0.5967
Epoch 312/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3093 - g_loss: 0.9005 - d_accuracy: 0.5908Epoch 312: D Accuracy = 0.5765
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3093 - g_loss: 0.9018 - d_accuracy: 0.5903
Epoch 313/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3008 - g_loss: 0.9016 - d_accuracy: 0.6057Epoch 313: D Accuracy = 0.6276
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2998 - g_loss: 0.9040 - d_accuracy: 0.6065
Epoch 314/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2997 - g_loss: 0.9026 - d_accuracy: 0.6062Epoch 314: D Accuracy = 0.6684
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2982 - g_loss: 0.9021 - d_accuracy: 0.6084
Epoch 315/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3075 - g_loss: 0.8964 - d_accuracy: 0.5942Epoch 315: D Accuracy = 0.5816
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3079 - g_loss: 0.8971 - d_accuracy: 0.5937
Epoch 316/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3079 - g_loss: 0.8979 - d_accuracy: 0.5906Epoch 316: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3077 - g_loss: 0.8967 - d_accuracy: 0.5912
Epoch 317/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3087 - g_loss: 0.8958 - d_accuracy: 0.5954Epoch 317: D Accuracy = 0.6224
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3083 - g_loss: 0.8937 - d_accuracy: 0.5964
Epoch 318/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2990 - g_loss: 0.9043 - d_accuracy: 0.6061Epoch 318: D Accuracy = 0.5867
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2992 - g_loss: 0.9020 - d_accuracy: 0.6054
Epoch 319/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2989 - g_loss: 0.9060 - d_accuracy: 0.6008Epoch 319: D Accuracy = 0.5816
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2995 - g_loss: 0.9076 - d_accuracy: 0.6001
Epoch 320/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2996 - g_loss: 0.9001 - d_accuracy: 0.6096Epoch 320: D Accuracy = 0.5918
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2996 - g_loss: 0.8999 - d_accuracy: 0.6090
Epoch 321/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2990 - g_loss: 0.9086 - d_accuracy: 0.6064Epoch 321: D Accuracy = 0.6276
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2996 - g_loss: 0.9061 - d_accuracy: 0.6072
Epoch 322/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2956 - g_loss: 0.9067 - d_accuracy: 0.6076Epoch 322: D Accuracy = 0.6071
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2951 - g_loss: 0.9083 - d_accuracy: 0.6075
Epoch 323/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2983 - g_loss: 0.9047 - d_accuracy: 0.6005Epoch 323: D Accuracy = 0.5816
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2987 - g_loss: 0.9068 - d_accuracy: 0.5999
Epoch 324/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3001 - g_loss: 0.9035 - d_accuracy: 0.6011Epoch 324: D Accuracy = 0.6429
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3004 - g_loss: 0.9034 - d_accuracy: 0.6026
Epoch 325/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3027 - g_loss: 0.9010 - d_accuracy: 0.6048Epoch 325: D Accuracy = 0.6531
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3017 - g_loss: 0.9005 - d_accuracy: 0.6065
Epoch 326/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2862 - g_loss: 0.9179 - d_accuracy: 0.6109Epoch 326: D Accuracy = 0.6122
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2859 - g_loss: 0.9178 - d_accuracy: 0.6110
Epoch 327/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3017 - g_loss: 0.9042 - d_accuracy: 0.6014Epoch 327: D Accuracy = 0.5969
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3017 - g_loss: 0.9031 - d_accuracy: 0.6012
Epoch 328/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3061 - g_loss: 0.9042 - d_accuracy: 0.6011Epoch 328: D Accuracy = 0.6173
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3066 - g_loss: 0.9055 - d_accuracy: 0.6017
Epoch 329/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3012 - g_loss: 0.9026 - d_accuracy: 0.6045Epoch 329: D Accuracy = 0.5408
27/27 [==============================] - 1s 35ms/step - d_loss: 1.3030 - g_loss: 0.9002 - d_accuracy: 0.6022
Epoch 330/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2964 - g_loss: 0.9053 - d_accuracy: 0.6098Epoch 330: D Accuracy = 0.5816
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2974 - g_loss: 0.9030 - d_accuracy: 0.6088
Epoch 331/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9146 - d_accuracy: 0.6124Epoch 331: D Accuracy = 0.6480
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2856 - g_loss: 0.9136 - d_accuracy: 0.6137
Epoch 332/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2933 - g_loss: 0.9089 - d_accuracy: 0.6085Epoch 332: D Accuracy = 0.6633
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2921 - g_loss: 0.9076 - d_accuracy: 0.6104
Epoch 333/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3019 - g_loss: 0.9058 - d_accuracy: 0.6033Epoch 333: D Accuracy = 0.6122
27/27 [==============================] - 1s 38ms/step - d_loss: 1.3026 - g_loss: 0.9053 - d_accuracy: 0.6036
Epoch 334/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2913 - g_loss: 0.9086 - d_accuracy: 0.6113Epoch 334: D Accuracy = 0.5663
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2919 - g_loss: 0.9068 - d_accuracy: 0.6096
Epoch 335/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3028 - g_loss: 0.9075 - d_accuracy: 0.5938Epoch 335: D Accuracy = 0.5918
27/27 [==============================] - 1s 36ms/step - d_loss: 1.3027 - g_loss: 0.9091 - d_accuracy: 0.5938
Epoch 336/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3044 - g_loss: 0.9001 - d_accuracy: 0.5970Epoch 336: D Accuracy = 0.5459
27/27 [==============================] - 1s 34ms/step - d_loss: 1.3068 - g_loss: 0.9002 - d_accuracy: 0.5952
Epoch 337/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2905 - g_loss: 0.9132 - d_accuracy: 0.6066Epoch 337: D Accuracy = 0.6173
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2888 - g_loss: 0.9141 - d_accuracy: 0.6070
Epoch 338/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9113 - d_accuracy: 0.6159Epoch 338: D Accuracy = 0.6531
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2887 - g_loss: 0.9114 - d_accuracy: 0.6172
Epoch 339/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2997 - g_loss: 0.9111 - d_accuracy: 0.5987Epoch 339: D Accuracy = 0.6224
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2987 - g_loss: 0.9150 - d_accuracy: 0.5996
Epoch 340/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2921 - g_loss: 0.9141 - d_accuracy: 0.6111Epoch 340: D Accuracy = 0.6531
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2926 - g_loss: 0.9130 - d_accuracy: 0.6126
Epoch 341/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2978 - g_loss: 0.9072 - d_accuracy: 0.6035Epoch 341: D Accuracy = 0.5918
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2975 - g_loss: 0.9067 - d_accuracy: 0.6031
Epoch 342/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2883 - g_loss: 0.9146 - d_accuracy: 0.6118Epoch 342: D Accuracy = 0.6837
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2871 - g_loss: 0.9130 - d_accuracy: 0.6144
Epoch 343/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2927 - g_loss: 0.9146 - d_accuracy: 0.6067Epoch 343: D Accuracy = 0.5867
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2940 - g_loss: 0.9134 - d_accuracy: 0.6059
Epoch 344/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2833 - g_loss: 0.9229 - d_accuracy: 0.6217Epoch 344: D Accuracy = 0.6173
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2826 - g_loss: 0.9247 - d_accuracy: 0.6215
Epoch 345/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2921 - g_loss: 0.9102 - d_accuracy: 0.6157Epoch 345: D Accuracy = 0.5918
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2919 - g_loss: 0.9127 - d_accuracy: 0.6148
Epoch 346/500
27/27 [==============================] - ETA: 0s - d_loss: 1.3019 - g_loss: 0.9032 - d_accuracy: 0.6010Epoch 346: D Accuracy = 0.6173
27/27 [==============================] - 1s 37ms/step - d_loss: 1.3014 - g_loss: 0.9030 - d_accuracy: 0.6016
Epoch 347/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2927 - g_loss: 0.9082 - d_accuracy: 0.6133Epoch 347: D Accuracy = 0.6684
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2924 - g_loss: 0.9067 - d_accuracy: 0.6153
Epoch 348/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2907 - g_loss: 0.9141 - d_accuracy: 0.6148Epoch 348: D Accuracy = 0.5969
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2918 - g_loss: 0.9140 - d_accuracy: 0.6142
Epoch 349/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2970 - g_loss: 0.9070 - d_accuracy: 0.6041Epoch 349: D Accuracy = 0.5561
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2984 - g_loss: 0.9037 - d_accuracy: 0.6024
Epoch 350/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2959 - g_loss: 0.9117 - d_accuracy: 0.6064Epoch 350: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2953 - g_loss: 0.9113 - d_accuracy: 0.6064
Epoch 351/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2887 - g_loss: 0.9181 - d_accuracy: 0.6121Epoch 351: D Accuracy = 0.5255
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2913 - g_loss: 0.9167 - d_accuracy: 0.6090
Epoch 352/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2897 - g_loss: 0.9124 - d_accuracy: 0.6128Epoch 352: D Accuracy = 0.6224
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2896 - g_loss: 0.9117 - d_accuracy: 0.6131
Epoch 353/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2882 - g_loss: 0.9211 - d_accuracy: 0.6168Epoch 353: D Accuracy = 0.5408
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2904 - g_loss: 0.9167 - d_accuracy: 0.6141
Epoch 354/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2835 - g_loss: 0.9246 - d_accuracy: 0.6170Epoch 354: D Accuracy = 0.6173
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2829 - g_loss: 0.9264 - d_accuracy: 0.6171
Epoch 355/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2909 - g_loss: 0.9154 - d_accuracy: 0.6084Epoch 355: D Accuracy = 0.5714
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2914 - g_loss: 0.9127 - d_accuracy: 0.6071
Epoch 356/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2887 - g_loss: 0.9236 - d_accuracy: 0.6143Epoch 356: D Accuracy = 0.5561
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2899 - g_loss: 0.9245 - d_accuracy: 0.6123
Epoch 357/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2839 - g_loss: 0.9180 - d_accuracy: 0.6215Epoch 357: D Accuracy = 0.6020
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2846 - g_loss: 0.9149 - d_accuracy: 0.6208
Epoch 358/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9264 - d_accuracy: 0.6144Epoch 358: D Accuracy = 0.6276
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2864 - g_loss: 0.9298 - d_accuracy: 0.6149
Epoch 359/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2811 - g_loss: 0.9240 - d_accuracy: 0.6179Epoch 359: D Accuracy = 0.6786
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2798 - g_loss: 0.9237 - d_accuracy: 0.6200
Epoch 360/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2926 - g_loss: 0.9177 - d_accuracy: 0.6155Epoch 360: D Accuracy = 0.5561
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2930 - g_loss: 0.9224 - d_accuracy: 0.6134
Epoch 361/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2913 - g_loss: 0.9120 - d_accuracy: 0.6085Epoch 361: D Accuracy = 0.6480
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2901 - g_loss: 0.9119 - d_accuracy: 0.6099
Epoch 362/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2865 - g_loss: 0.9222 - d_accuracy: 0.6099Epoch 362: D Accuracy = 0.6582
27/27 [==============================] - 1s 40ms/step - d_loss: 1.2853 - g_loss: 0.9222 - d_accuracy: 0.6116
Epoch 363/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2841 - g_loss: 0.9215 - d_accuracy: 0.6225Epoch 363: D Accuracy = 0.5663
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2861 - g_loss: 0.9194 - d_accuracy: 0.6205
Epoch 364/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2892 - g_loss: 0.9219 - d_accuracy: 0.6150Epoch 364: D Accuracy = 0.6276
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2904 - g_loss: 0.9212 - d_accuracy: 0.6154
Epoch 365/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2835 - g_loss: 0.9199 - d_accuracy: 0.6129Epoch 365: D Accuracy = 0.6429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2827 - g_loss: 0.9206 - d_accuracy: 0.6140
Epoch 366/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2824 - g_loss: 0.9294 - d_accuracy: 0.6233Epoch 366: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2833 - g_loss: 0.9302 - d_accuracy: 0.6227
Epoch 367/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2814 - g_loss: 0.9236 - d_accuracy: 0.6218Epoch 367: D Accuracy = 0.6786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2804 - g_loss: 0.9227 - d_accuracy: 0.6238
Epoch 368/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2779 - g_loss: 0.9279 - d_accuracy: 0.6259Epoch 368: D Accuracy = 0.5357
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2803 - g_loss: 0.9268 - d_accuracy: 0.6227
Epoch 369/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2870 - g_loss: 0.9228 - d_accuracy: 0.6138Epoch 369: D Accuracy = 0.6122
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2871 - g_loss: 0.9210 - d_accuracy: 0.6138
Epoch 370/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2898 - g_loss: 0.9198 - d_accuracy: 0.6151Epoch 370: D Accuracy = 0.5714
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2909 - g_loss: 0.9177 - d_accuracy: 0.6135
Epoch 371/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2867 - g_loss: 0.9239 - d_accuracy: 0.6180Epoch 371: D Accuracy = 0.5816
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2881 - g_loss: 0.9237 - d_accuracy: 0.6167
Epoch 372/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2799 - g_loss: 0.9261 - d_accuracy: 0.6210Epoch 372: D Accuracy = 0.5918
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2821 - g_loss: 0.9251 - d_accuracy: 0.6200
Epoch 373/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2820 - g_loss: 0.9229 - d_accuracy: 0.6176Epoch 373: D Accuracy = 0.6122
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2818 - g_loss: 0.9223 - d_accuracy: 0.6174
Epoch 374/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2792 - g_loss: 0.9298 - d_accuracy: 0.6200Epoch 374: D Accuracy = 0.6786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2779 - g_loss: 0.9293 - d_accuracy: 0.6221
Epoch 375/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2800 - g_loss: 0.9263 - d_accuracy: 0.6174Epoch 375: D Accuracy = 0.6582
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2782 - g_loss: 0.9268 - d_accuracy: 0.6189
Epoch 376/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2901 - g_loss: 0.9242 - d_accuracy: 0.6146Epoch 376: D Accuracy = 0.6531
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2900 - g_loss: 0.9246 - d_accuracy: 0.6160
Epoch 377/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2877 - g_loss: 0.9199 - d_accuracy: 0.6146Epoch 377: D Accuracy = 0.6837
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2868 - g_loss: 0.9186 - d_accuracy: 0.6171
Epoch 378/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2839 - g_loss: 0.9280 - d_accuracy: 0.6174Epoch 378: D Accuracy = 0.6429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2822 - g_loss: 0.9300 - d_accuracy: 0.6183
Epoch 379/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2773 - g_loss: 0.9259 - d_accuracy: 0.6205Epoch 379: D Accuracy = 0.6531
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2764 - g_loss: 0.9273 - d_accuracy: 0.6217
Epoch 380/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2734 - g_loss: 0.9344 - d_accuracy: 0.6267Epoch 380: D Accuracy = 0.6429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2727 - g_loss: 0.9358 - d_accuracy: 0.6273
Epoch 381/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2738 - g_loss: 0.9338 - d_accuracy: 0.6313Epoch 381: D Accuracy = 0.6582
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2735 - g_loss: 0.9325 - d_accuracy: 0.6323
Epoch 382/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2791 - g_loss: 0.9273 - d_accuracy: 0.6263Epoch 382: D Accuracy = 0.6122
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2799 - g_loss: 0.9254 - d_accuracy: 0.6258
Epoch 383/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2782 - g_loss: 0.9329 - d_accuracy: 0.6223Epoch 383: D Accuracy = 0.5918
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2793 - g_loss: 0.9337 - d_accuracy: 0.6212
Epoch 384/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2832 - g_loss: 0.9259 - d_accuracy: 0.6169Epoch 384: D Accuracy = 0.6020
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2832 - g_loss: 0.9276 - d_accuracy: 0.6164
Epoch 385/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2740 - g_loss: 0.9329 - d_accuracy: 0.6226Epoch 385: D Accuracy = 0.6378
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2726 - g_loss: 0.9339 - d_accuracy: 0.6231
Epoch 386/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2763 - g_loss: 0.9331 - d_accuracy: 0.6302Epoch 386: D Accuracy = 0.6684
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2764 - g_loss: 0.9301 - d_accuracy: 0.6316
Epoch 387/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2772 - g_loss: 0.9335 - d_accuracy: 0.6239Epoch 387: D Accuracy = 0.6531
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2759 - g_loss: 0.9346 - d_accuracy: 0.6249
Epoch 388/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2708 - g_loss: 0.9394 - d_accuracy: 0.6243Epoch 388: D Accuracy = 0.6224
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2705 - g_loss: 0.9416 - d_accuracy: 0.6243
Epoch 389/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2708 - g_loss: 0.9384 - d_accuracy: 0.6200Epoch 389: D Accuracy = 0.6429
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2699 - g_loss: 0.9411 - d_accuracy: 0.6208
Epoch 390/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2796 - g_loss: 0.9299 - d_accuracy: 0.6223Epoch 390: D Accuracy = 0.5612
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2819 - g_loss: 0.9308 - d_accuracy: 0.6202
Epoch 391/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2704 - g_loss: 0.9385 - d_accuracy: 0.6290Epoch 391: D Accuracy = 0.6276
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2707 - g_loss: 0.9400 - d_accuracy: 0.6289
Epoch 392/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2711 - g_loss: 0.9403 - d_accuracy: 0.6242Epoch 392: D Accuracy = 0.6224
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2719 - g_loss: 0.9402 - d_accuracy: 0.6241
Epoch 393/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2786 - g_loss: 0.9363 - d_accuracy: 0.6221Epoch 393: D Accuracy = 0.5714
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2800 - g_loss: 0.9369 - d_accuracy: 0.6203
Epoch 394/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2720 - g_loss: 0.9348 - d_accuracy: 0.6288Epoch 394: D Accuracy = 0.6173
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2725 - g_loss: 0.9347 - d_accuracy: 0.6284
Epoch 395/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2602 - g_loss: 0.9431 - d_accuracy: 0.6440Epoch 395: D Accuracy = 0.5867
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2611 - g_loss: 0.9415 - d_accuracy: 0.6419
Epoch 396/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2728 - g_loss: 0.9387 - d_accuracy: 0.6277Epoch 396: D Accuracy = 0.6480
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2716 - g_loss: 0.9384 - d_accuracy: 0.6285
Epoch 397/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2695 - g_loss: 0.9419 - d_accuracy: 0.6254Epoch 397: D Accuracy = 0.5663
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2713 - g_loss: 0.9422 - d_accuracy: 0.6233
Epoch 398/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2769 - g_loss: 0.9309 - d_accuracy: 0.6198Epoch 398: D Accuracy = 0.6020
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2775 - g_loss: 0.9338 - d_accuracy: 0.6192
Epoch 399/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2705 - g_loss: 0.9360 - d_accuracy: 0.6318Epoch 399: D Accuracy = 0.6480
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2709 - g_loss: 0.9338 - d_accuracy: 0.6324
Epoch 400/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2702 - g_loss: 0.9417 - d_accuracy: 0.6341
Class 15 — Epoch 400 preview:
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Epoch 400: D Accuracy = 0.6122
27/27 [==============================] - 1s 41ms/step - d_loss: 1.2714 - g_loss: 0.9453 - d_accuracy: 0.6333
Epoch 401/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2719 - g_loss: 0.9360 - d_accuracy: 0.6315Epoch 401: D Accuracy = 0.5867
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2742 - g_loss: 0.9333 - d_accuracy: 0.6299
Epoch 402/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2654 - g_loss: 0.9479 - d_accuracy: 0.6326Epoch 402: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2660 - g_loss: 0.9527 - d_accuracy: 0.6317
Epoch 403/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2713 - g_loss: 0.9371 - d_accuracy: 0.6280Epoch 403: D Accuracy = 0.6429
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2702 - g_loss: 0.9379 - d_accuracy: 0.6285
Epoch 404/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2569 - g_loss: 0.9474 - d_accuracy: 0.6393Epoch 404: D Accuracy = 0.6122
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2567 - g_loss: 0.9471 - d_accuracy: 0.6383
Epoch 405/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2672 - g_loss: 0.9452 - d_accuracy: 0.6337Epoch 405: D Accuracy = 0.6020
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2685 - g_loss: 0.9422 - d_accuracy: 0.6326
Epoch 406/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2724 - g_loss: 0.9409 - d_accuracy: 0.6239Epoch 406: D Accuracy = 0.6378
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2720 - g_loss: 0.9450 - d_accuracy: 0.6244
Epoch 407/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2688 - g_loss: 0.9423 - d_accuracy: 0.6300Epoch 407: D Accuracy = 0.6122
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2683 - g_loss: 0.9441 - d_accuracy: 0.6294
Epoch 408/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2632 - g_loss: 0.9413 - d_accuracy: 0.6395Epoch 408: D Accuracy = 0.6378
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2633 - g_loss: 0.9418 - d_accuracy: 0.6394
Epoch 409/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2682 - g_loss: 0.9431 - d_accuracy: 0.6261Epoch 409: D Accuracy = 0.5765
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2682 - g_loss: 0.9472 - d_accuracy: 0.6243
Epoch 410/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2604 - g_loss: 0.9427 - d_accuracy: 0.6342Epoch 410: D Accuracy = 0.6735
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2591 - g_loss: 0.9404 - d_accuracy: 0.6356
Epoch 411/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2740 - g_loss: 0.9451 - d_accuracy: 0.6261Epoch 411: D Accuracy = 0.5918
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2744 - g_loss: 0.9468 - d_accuracy: 0.6249
Epoch 412/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2664 - g_loss: 0.9458 - d_accuracy: 0.6318Epoch 412: D Accuracy = 0.6224
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2662 - g_loss: 0.9468 - d_accuracy: 0.6315
Epoch 413/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2699 - g_loss: 0.9412 - d_accuracy: 0.6253Epoch 413: D Accuracy = 0.5714
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2701 - g_loss: 0.9399 - d_accuracy: 0.6234
Epoch 414/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2658 - g_loss: 0.9439 - d_accuracy: 0.6323Epoch 414: D Accuracy = 0.6582
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2648 - g_loss: 0.9437 - d_accuracy: 0.6332
Epoch 415/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2583 - g_loss: 0.9501 - d_accuracy: 0.6408Epoch 415: D Accuracy = 0.6378
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2590 - g_loss: 0.9484 - d_accuracy: 0.6407
Epoch 416/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2664 - g_loss: 0.9447 - d_accuracy: 0.6317Epoch 416: D Accuracy = 0.6378
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2663 - g_loss: 0.9440 - d_accuracy: 0.6319
Epoch 417/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2699 - g_loss: 0.9449 - d_accuracy: 0.6291Epoch 417: D Accuracy = 0.6684
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2683 - g_loss: 0.9475 - d_accuracy: 0.6305
Epoch 418/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2699 - g_loss: 0.9433 - d_accuracy: 0.6298Epoch 418: D Accuracy = 0.6582
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2697 - g_loss: 0.9415 - d_accuracy: 0.6309
Epoch 419/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2577 - g_loss: 0.9549 - d_accuracy: 0.6349Epoch 419: D Accuracy = 0.6378
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2592 - g_loss: 0.9523 - d_accuracy: 0.6350
Epoch 420/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2703 - g_loss: 0.9468 - d_accuracy: 0.6237Epoch 420: D Accuracy = 0.6122
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2699 - g_loss: 0.9517 - d_accuracy: 0.6233
Epoch 421/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2586 - g_loss: 0.9486 - d_accuracy: 0.6318Epoch 421: D Accuracy = 0.6480
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2597 - g_loss: 0.9469 - d_accuracy: 0.6324
Epoch 422/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2629 - g_loss: 0.9530 - d_accuracy: 0.6368Epoch 422: D Accuracy = 0.6071
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2629 - g_loss: 0.9567 - d_accuracy: 0.6357
Epoch 423/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2599 - g_loss: 0.9483 - d_accuracy: 0.6384Epoch 423: D Accuracy = 0.6276
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2606 - g_loss: 0.9454 - d_accuracy: 0.6380
Epoch 424/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2622 - g_loss: 0.9621 - d_accuracy: 0.6402Epoch 424: D Accuracy = 0.5969
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2629 - g_loss: 0.9637 - d_accuracy: 0.6386
Epoch 425/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2667 - g_loss: 0.9404 - d_accuracy: 0.6304Epoch 425: D Accuracy = 0.6276
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2665 - g_loss: 0.9412 - d_accuracy: 0.6303
Epoch 426/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2626 - g_loss: 0.9475 - d_accuracy: 0.6370Epoch 426: D Accuracy = 0.6378
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2642 - g_loss: 0.9444 - d_accuracy: 0.6371
Epoch 427/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2558 - g_loss: 0.9593 - d_accuracy: 0.6349Epoch 427: D Accuracy = 0.6224
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2559 - g_loss: 0.9591 - d_accuracy: 0.6344
Epoch 428/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2506 - g_loss: 0.9613 - d_accuracy: 0.6486Epoch 428: D Accuracy = 0.6531
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2506 - g_loss: 0.9587 - d_accuracy: 0.6488
Epoch 429/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2552 - g_loss: 0.9570 - d_accuracy: 0.6388Epoch 429: D Accuracy = 0.6531
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2549 - g_loss: 0.9583 - d_accuracy: 0.6393
Epoch 430/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2492 - g_loss: 0.9656 - d_accuracy: 0.6509Epoch 430: D Accuracy = 0.6122
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2493 - g_loss: 0.9674 - d_accuracy: 0.6495
Epoch 431/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2474 - g_loss: 0.9642 - d_accuracy: 0.6525Epoch 431: D Accuracy = 0.6378
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2475 - g_loss: 0.9642 - d_accuracy: 0.6520
Epoch 432/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2560 - g_loss: 0.9601 - d_accuracy: 0.6356Epoch 432: D Accuracy = 0.6531
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2556 - g_loss: 0.9617 - d_accuracy: 0.6362
Epoch 433/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2541 - g_loss: 0.9609 - d_accuracy: 0.6432Epoch 433: D Accuracy = 0.5765
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2546 - g_loss: 0.9626 - d_accuracy: 0.6408
Epoch 434/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2551 - g_loss: 0.9584 - d_accuracy: 0.6364Epoch 434: D Accuracy = 0.5765
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2565 - g_loss: 0.9593 - d_accuracy: 0.6342
Epoch 435/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2572 - g_loss: 0.9571 - d_accuracy: 0.6419Epoch 435: D Accuracy = 0.6837
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2554 - g_loss: 0.9576 - d_accuracy: 0.6434
Epoch 436/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2579 - g_loss: 0.9608 - d_accuracy: 0.6406Epoch 436: D Accuracy = 0.6684
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2562 - g_loss: 0.9613 - d_accuracy: 0.6416
Epoch 437/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2588 - g_loss: 0.9555 - d_accuracy: 0.6386Epoch 437: D Accuracy = 0.6888
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2575 - g_loss: 0.9563 - d_accuracy: 0.6404
Epoch 438/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2500 - g_loss: 0.9629 - d_accuracy: 0.6402Epoch 438: D Accuracy = 0.5663
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2518 - g_loss: 0.9634 - d_accuracy: 0.6376
Epoch 439/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2560 - g_loss: 0.9580 - d_accuracy: 0.6360Epoch 439: D Accuracy = 0.5867
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2571 - g_loss: 0.9615 - d_accuracy: 0.6343
Epoch 440/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2532 - g_loss: 0.9626 - d_accuracy: 0.6426Epoch 440: D Accuracy = 0.6071
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2552 - g_loss: 0.9615 - d_accuracy: 0.6413
Epoch 441/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2500 - g_loss: 0.9612 - d_accuracy: 0.6482Epoch 441: D Accuracy = 0.6582
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2493 - g_loss: 0.9599 - d_accuracy: 0.6486
Epoch 442/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2594 - g_loss: 0.9551 - d_accuracy: 0.6352Epoch 442: D Accuracy = 0.6429
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2588 - g_loss: 0.9562 - d_accuracy: 0.6355
Epoch 443/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2553 - g_loss: 0.9598 - d_accuracy: 0.6377Epoch 443: D Accuracy = 0.6327
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2559 - g_loss: 0.9609 - d_accuracy: 0.6375
Epoch 444/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2542 - g_loss: 0.9589 - d_accuracy: 0.6451Epoch 444: D Accuracy = 0.5969
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2552 - g_loss: 0.9590 - d_accuracy: 0.6434
Epoch 445/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2409 - g_loss: 0.9727 - d_accuracy: 0.6476Epoch 445: D Accuracy = 0.6020
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2405 - g_loss: 0.9731 - d_accuracy: 0.6460
Epoch 446/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2570 - g_loss: 0.9574 - d_accuracy: 0.6324Epoch 446: D Accuracy = 0.6327
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2564 - g_loss: 0.9587 - d_accuracy: 0.6324
Epoch 447/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2493 - g_loss: 0.9677 - d_accuracy: 0.6478Epoch 447: D Accuracy = 0.6224
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2498 - g_loss: 0.9670 - d_accuracy: 0.6469
Epoch 448/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2448 - g_loss: 0.9732 - d_accuracy: 0.6509Epoch 448: D Accuracy = 0.6224
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2447 - g_loss: 0.9755 - d_accuracy: 0.6499
Epoch 449/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2510 - g_loss: 0.9601 - d_accuracy: 0.6451Epoch 449: D Accuracy = 0.6531
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2503 - g_loss: 0.9602 - d_accuracy: 0.6454
Epoch 450/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2422 - g_loss: 0.9713 - d_accuracy: 0.6500Epoch 450: D Accuracy = 0.6429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2435 - g_loss: 0.9679 - d_accuracy: 0.6497
Epoch 451/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2435 - g_loss: 0.9705 - d_accuracy: 0.6507Epoch 451: D Accuracy = 0.6786
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2437 - g_loss: 0.9682 - d_accuracy: 0.6517
Epoch 452/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2435 - g_loss: 0.9755 - d_accuracy: 0.6451Epoch 452: D Accuracy = 0.6327
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2440 - g_loss: 0.9762 - d_accuracy: 0.6447
Epoch 453/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2501 - g_loss: 0.9617 - d_accuracy: 0.6445Epoch 453: D Accuracy = 0.6276
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2503 - g_loss: 0.9584 - d_accuracy: 0.6439
Epoch 454/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2491 - g_loss: 0.9726 - d_accuracy: 0.6415Epoch 454: D Accuracy = 0.6327
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2487 - g_loss: 0.9743 - d_accuracy: 0.6412
Epoch 455/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2474 - g_loss: 0.9651 - d_accuracy: 0.6432Epoch 455: D Accuracy = 0.6939
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2460 - g_loss: 0.9656 - d_accuracy: 0.6450
Epoch 456/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2439 - g_loss: 0.9663 - d_accuracy: 0.6466Epoch 456: D Accuracy = 0.6684
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2423 - g_loss: 0.9666 - d_accuracy: 0.6473
Epoch 457/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2445 - g_loss: 0.9724 - d_accuracy: 0.6449Epoch 457: D Accuracy = 0.6429
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2452 - g_loss: 0.9704 - d_accuracy: 0.6448
Epoch 458/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2363 - g_loss: 0.9784 - d_accuracy: 0.6568Epoch 458: D Accuracy = 0.6990
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2358 - g_loss: 0.9790 - d_accuracy: 0.6583
Epoch 459/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2406 - g_loss: 0.9747 - d_accuracy: 0.6541Epoch 459: D Accuracy = 0.6684
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2403 - g_loss: 0.9754 - d_accuracy: 0.6546
Epoch 460/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2399 - g_loss: 0.9740 - d_accuracy: 0.6538Epoch 460: D Accuracy = 0.6531
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2407 - g_loss: 0.9714 - d_accuracy: 0.6538
Epoch 461/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2339 - g_loss: 0.9782 - d_accuracy: 0.6505Epoch 461: D Accuracy = 0.6224
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2339 - g_loss: 0.9790 - d_accuracy: 0.6495
Epoch 462/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2338 - g_loss: 0.9856 - d_accuracy: 0.6581Epoch 462: D Accuracy = 0.7347
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2318 - g_loss: 0.9841 - d_accuracy: 0.6609
Epoch 463/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2306 - g_loss: 0.9851 - d_accuracy: 0.6520Epoch 463: D Accuracy = 0.6633
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2303 - g_loss: 0.9816 - d_accuracy: 0.6524
Epoch 464/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2299 - g_loss: 0.9909 - d_accuracy: 0.6594Epoch 464: D Accuracy = 0.7092
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2276 - g_loss: 0.9909 - d_accuracy: 0.6611
Epoch 465/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2432 - g_loss: 0.9801 - d_accuracy: 0.6451Epoch 465: D Accuracy = 0.6837
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2411 - g_loss: 0.9840 - d_accuracy: 0.6465
Epoch 466/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2374 - g_loss: 0.9809 - d_accuracy: 0.6504Epoch 466: D Accuracy = 0.5816
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2401 - g_loss: 0.9787 - d_accuracy: 0.6480
Epoch 467/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2369 - g_loss: 0.9811 - d_accuracy: 0.6562Epoch 467: D Accuracy = 0.5969
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2381 - g_loss: 0.9845 - d_accuracy: 0.6541
Epoch 468/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2310 - g_loss: 0.9841 - d_accuracy: 0.6603Epoch 468: D Accuracy = 0.6888
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2304 - g_loss: 0.9834 - d_accuracy: 0.6614
Epoch 469/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2331 - g_loss: 0.9882 - d_accuracy: 0.6526Epoch 469: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2339 - g_loss: 0.9859 - d_accuracy: 0.6535
Epoch 470/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2392 - g_loss: 0.9854 - d_accuracy: 0.6501Epoch 470: D Accuracy = 0.6633
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2382 - g_loss: 0.9885 - d_accuracy: 0.6506
Epoch 471/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2361 - g_loss: 0.9815 - d_accuracy: 0.6583Epoch 471: D Accuracy = 0.6480
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2367 - g_loss: 0.9834 - d_accuracy: 0.6579
Epoch 472/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2285 - g_loss: 0.9875 - d_accuracy: 0.6545Epoch 472: D Accuracy = 0.6531
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2286 - g_loss: 0.9868 - d_accuracy: 0.6545
Epoch 473/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2459 - g_loss: 0.9737 - d_accuracy: 0.6467Epoch 473: D Accuracy = 0.7143
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2443 - g_loss: 0.9708 - d_accuracy: 0.6491
Epoch 474/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2310 - g_loss: 0.9863 - d_accuracy: 0.6616Epoch 474: D Accuracy = 0.6684
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2319 - g_loss: 0.9812 - d_accuracy: 0.6619
Epoch 475/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2283 - g_loss: 0.9905 - d_accuracy: 0.6587Epoch 475: D Accuracy = 0.6684
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2276 - g_loss: 0.9915 - d_accuracy: 0.6591
Epoch 476/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2311 - g_loss: 0.9837 - d_accuracy: 0.6624Epoch 476: D Accuracy = 0.6122
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2327 - g_loss: 0.9794 - d_accuracy: 0.6606
Epoch 477/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2217 - g_loss: 0.9998 - d_accuracy: 0.6724Epoch 477: D Accuracy = 0.6327
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2229 - g_loss: 1.0008 - d_accuracy: 0.6710
Epoch 478/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2351 - g_loss: 0.9828 - d_accuracy: 0.6548Epoch 478: D Accuracy = 0.6786
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2333 - g_loss: 0.9837 - d_accuracy: 0.6556
Epoch 479/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2285 - g_loss: 0.9917 - d_accuracy: 0.6613Epoch 479: D Accuracy = 0.6276
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2296 - g_loss: 0.9922 - d_accuracy: 0.6601
Epoch 480/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2302 - g_loss: 0.9923 - d_accuracy: 0.6618Epoch 480: D Accuracy = 0.6582
27/27 [==============================] - 1s 39ms/step - d_loss: 1.2306 - g_loss: 0.9902 - d_accuracy: 0.6617
Epoch 481/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2300 - g_loss: 0.9919 - d_accuracy: 0.6562Epoch 481: D Accuracy = 0.6480
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2305 - g_loss: 0.9921 - d_accuracy: 0.6559
Epoch 482/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2354 - g_loss: 0.9834 - d_accuracy: 0.6567Epoch 482: D Accuracy = 0.6173
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2382 - g_loss: 0.9792 - d_accuracy: 0.6553
Epoch 483/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 0.9951 - d_accuracy: 0.6603Epoch 483: D Accuracy = 0.6633
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2291 - g_loss: 0.9971 - d_accuracy: 0.6604
Epoch 484/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2223 - g_loss: 0.9981 - d_accuracy: 0.6701Epoch 484: D Accuracy = 0.7449
27/27 [==============================] - 1s 34ms/step - d_loss: 1.2204 - g_loss: 0.9972 - d_accuracy: 0.6728
Epoch 485/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2279 - g_loss: 0.9932 - d_accuracy: 0.6572Epoch 485: D Accuracy = 0.6888
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2271 - g_loss: 0.9935 - d_accuracy: 0.6583
Epoch 486/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2282 - g_loss: 0.9934 - d_accuracy: 0.6599Epoch 486: D Accuracy = 0.6531
27/27 [==============================] - 1s 38ms/step - d_loss: 1.2276 - g_loss: 0.9940 - d_accuracy: 0.6596
Epoch 487/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2363 - g_loss: 0.9929 - d_accuracy: 0.6485Epoch 487: D Accuracy = 0.6071
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2364 - g_loss: 0.9975 - d_accuracy: 0.6470
Epoch 488/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2226 - g_loss: 0.9980 - d_accuracy: 0.6617Epoch 488: D Accuracy = 0.6786
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2222 - g_loss: 0.9962 - d_accuracy: 0.6623
Epoch 489/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2372 - g_loss: 0.9841 - d_accuracy: 0.6524Epoch 489: D Accuracy = 0.6684
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2373 - g_loss: 0.9808 - d_accuracy: 0.6529
Epoch 490/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2289 - g_loss: 0.9941 - d_accuracy: 0.6614Epoch 490: D Accuracy = 0.5918
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2300 - g_loss: 0.9970 - d_accuracy: 0.6589
Epoch 491/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2291 - g_loss: 0.9924 - d_accuracy: 0.6629Epoch 491: D Accuracy = 0.6276
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2302 - g_loss: 0.9920 - d_accuracy: 0.6616
Epoch 492/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2263 - g_loss: 0.9992 - d_accuracy: 0.6651Epoch 492: D Accuracy = 0.7194
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2237 - g_loss: 0.9998 - d_accuracy: 0.6670
Epoch 493/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2320 - g_loss: 0.9944 - d_accuracy: 0.6540Epoch 493: D Accuracy = 0.6122
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2348 - g_loss: 0.9941 - d_accuracy: 0.6525
Epoch 494/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2229 - g_loss: 0.9936 - d_accuracy: 0.6640Epoch 494: D Accuracy = 0.6633
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2220 - g_loss: 0.9956 - d_accuracy: 0.6640
Epoch 495/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2366 - g_loss: 0.9922 - d_accuracy: 0.6542Epoch 495: D Accuracy = 0.6786
27/27 [==============================] - 1s 37ms/step - d_loss: 1.2362 - g_loss: 0.9923 - d_accuracy: 0.6551
Epoch 496/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2189 - g_loss: 1.0025 - d_accuracy: 0.6696Epoch 496: D Accuracy = 0.5561
27/27 [==============================] - 1s 36ms/step - d_loss: 1.2224 - g_loss: 1.0027 - d_accuracy: 0.6656
Epoch 497/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2206 - g_loss: 0.9977 - d_accuracy: 0.6718Epoch 497: D Accuracy = 0.6888
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2212 - g_loss: 0.9944 - d_accuracy: 0.6724
Epoch 498/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2248 - g_loss: 1.0076 - d_accuracy: 0.6568Epoch 498: D Accuracy = 0.5612
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2276 - g_loss: 1.0129 - d_accuracy: 0.6534
Epoch 499/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2234 - g_loss: 0.9934 - d_accuracy: 0.6632Epoch 499: D Accuracy = 0.6990
27/27 [==============================] - 1s 35ms/step - d_loss: 1.2237 - g_loss: 0.9915 - d_accuracy: 0.6645
Epoch 500/500
27/27 [==============================] - ETA: 0s - d_loss: 1.2279 - g_loss: 1.0020 - d_accuracy: 0.6645
Class 15 — Epoch 500 preview:
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Epoch 500: D Accuracy = 0.6378
27/27 [==============================] - 1s 42ms/step - d_loss: 1.2274 - g_loss: 1.0086 - d_accuracy: 0.6636
Saved final generator weights for class 0 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_0.h5
Saved final generator weights for class 1 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_1.h5
Saved final generator weights for class 2 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_2.h5
Saved final generator weights for class 3 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_3.h5
Saved final generator weights for class 4 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_4.h5
Saved final generator weights for class 5 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_5.h5
Saved final generator weights for class 6 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_6.h5
Saved final generator weights for class 7 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_7.h5
Saved final generator weights for class 8 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_8.h5
Saved final generator weights for class 9 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_9.h5
Saved final generator weights for class 10 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_10.h5
Saved final generator weights for class 11 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_11.h5
Saved final generator weights for class 12 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_12.h5
Saved final generator weights for class 13 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_13.h5
Saved final generator weights for class 14 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_14.h5
Saved final generator weights for class 15 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_15.h5
In [129]:
# === Final Save and Grid ===
def generate_and_save_grid_only(weights_dir, latent_dim=128, images_per_class=10, save_dir="(2)Generated_Grid_160_Final"):
    os.makedirs(save_dir, exist_ok=True)
    all_images = []

    num_classes = 16  # You can change if needed

    for class_idx in range(num_classes):
        print(f"Loading generator weights for class {class_idx}...")

        # Rebuild the generator and load its weights
        generator = build_generator(latent_dim, channels=1)
        weight_path = os.path.join(weights_dir, f"(2)final_generator_class_{class_idx}.h5")
        generator.load_weights(weight_path)

        # Generate images
        noise = np.random.normal(0, 1, (images_per_class, latent_dim))
        generated_images = generator.predict(noise)
        generated_images = 0.5 * generated_images + 0.5  # Rescale to [0,1]

        for i in range(images_per_class):
            img = generated_images[i, :, :, 0]
            all_images.append(img)

    # Save a grid of all generated images
    fig, axes = plt.subplots(num_classes, images_per_class, figsize=(images_per_class, num_classes))
    fig.suptitle("DCGAN Generated Grid (Final or Best Weights)", fontsize=16)

    for i, ax in enumerate(axes.flat):
        ax.imshow(all_images[i], cmap='gray')
        ax.axis('off')

    grid_path = os.path.join(save_dir, "(2)new_grid_160images.png")
    plt.tight_layout()
    plt.savefig(grid_path)
    plt.show()

    print(f"Grid of 160 images saved at: {grid_path}")


def plot_loss_history(histories):
    for class_idx, history in histories.items():
        g_loss = history.history['g_loss']
        d_loss = history.history['d_loss']
        d_acc = history.history.get('d_accuracy', None)
        epochs_range = range(1, len(g_loss) + 1)

        plt.figure(figsize=(12, 4))

        plt.subplot(1, 2, 1)
        plt.plot(epochs_range, d_loss, label="Discriminator Loss")
        plt.plot(epochs_range, g_loss, label="Generator Loss")
        plt.title(f"Loss — Class {class_idx}")
        plt.xlabel("Epochs")
        plt.ylabel("Loss")
        plt.legend()
        plt.grid(True)

        if d_acc is not None:
            plt.subplot(1, 2, 2)
            plt.plot(epochs_range, d_acc, label="Discriminator Accuracy", color='green')
            plt.title(f"Discriminator Accuracy — Class {class_idx}")
            plt.xlabel("Epochs")
            plt.ylabel("Accuracy")
            plt.grid(True)
            plt.legend()

        plt.tight_layout()
        plt.show()

        
for class_idx, dcgan in dcgan_models.items():
    gen = dcgan.generator
    weight_path = os.path.join(final_save_dir, f"(2)final_generator_class_{class_idx}.h5")
    gen.save_weights(weight_path)
    print(f"Saved generator weights for class {class_idx} to {weight_path}")
Saved generator weights for class 0 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_0.h5
Saved generator weights for class 1 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_1.h5
Saved generator weights for class 2 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_2.h5
Saved generator weights for class 3 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_3.h5
Saved generator weights for class 4 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_4.h5
Saved generator weights for class 5 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_5.h5
Saved generator weights for class 6 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_6.h5
Saved generator weights for class 7 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_7.h5
Saved generator weights for class 8 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_8.h5
Saved generator weights for class 9 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_9.h5
Saved generator weights for class 10 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_10.h5
Saved generator weights for class 11 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_11.h5
Saved generator weights for class 12 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_12.h5
Saved generator weights for class 13 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_13.h5
Saved generator weights for class 14 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_14.h5
Saved generator weights for class 15 to (2)16Models_saved_generators_epochs(last)\(2)final_generator_class_15.h5
In [130]:
plt.plot(history.history['d_accuracy'])
plt.title("Discriminator Accuracy over Epochs")
plt.xlabel("Epoch")
plt.ylabel("Accuracy")
plt.grid(True)
plt.show()

plot_loss_history(histories)
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In [143]:
generate_and_save_grid_only(weights_dir="(2)16Models_saved_generators_epochs(last)")
Loading generator weights for class 0...
1/1 [==============================] - 0s 106ms/step
Loading generator weights for class 1...
1/1 [==============================] - 0s 105ms/step
Loading generator weights for class 2...
1/1 [==============================] - 0s 109ms/step
Loading generator weights for class 3...
1/1 [==============================] - 0s 135ms/step
Loading generator weights for class 4...
1/1 [==============================] - 0s 108ms/step
Loading generator weights for class 5...
1/1 [==============================] - 0s 127ms/step
Loading generator weights for class 6...
1/1 [==============================] - 0s 118ms/step
Loading generator weights for class 7...
1/1 [==============================] - 0s 104ms/step
Loading generator weights for class 8...
1/1 [==============================] - 0s 107ms/step
Loading generator weights for class 9...
1/1 [==============================] - 0s 103ms/step
Loading generator weights for class 10...
1/1 [==============================] - 0s 108ms/step
Loading generator weights for class 11...
1/1 [==============================] - 0s 100ms/step
Loading generator weights for class 12...
1/1 [==============================] - 0s 103ms/step
Loading generator weights for class 13...
1/1 [==============================] - 0s 103ms/step
Loading generator weights for class 14...
1/1 [==============================] - 0s 103ms/step
Loading generator weights for class 15...
1/1 [==============================] - 0s 105ms/step
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Grid of 160 images saved at: (2)Generated_Grid_160_Final\(2)new_grid_160images.png
In [137]:
generate_and_save_grid_only(weights_dir="(2)16Models_saved_generators_epochs")
Loading generator weights for class 0...
1/1 [==============================] - 0s 99ms/step
Loading generator weights for class 1...
1/1 [==============================] - 0s 99ms/step
Loading generator weights for class 2...
1/1 [==============================] - 0s 105ms/step
Loading generator weights for class 3...
1/1 [==============================] - 0s 111ms/step
Loading generator weights for class 4...
1/1 [==============================] - 0s 104ms/step
Loading generator weights for class 5...
1/1 [==============================] - 0s 98ms/step
Loading generator weights for class 6...
1/1 [==============================] - 0s 100ms/step
Loading generator weights for class 7...
1/1 [==============================] - 0s 99ms/step
Loading generator weights for class 8...
1/1 [==============================] - 0s 102ms/step
Loading generator weights for class 9...
1/1 [==============================] - 0s 98ms/step
Loading generator weights for class 10...
1/1 [==============================] - 0s 97ms/step
Loading generator weights for class 11...
1/1 [==============================] - 0s 97ms/step
Loading generator weights for class 12...
1/1 [==============================] - 0s 97ms/step
Loading generator weights for class 13...
1/1 [==============================] - 0s 100ms/step
Loading generator weights for class 14...
1/1 [==============================] - 0s 98ms/step
Loading generator weights for class 15...
1/1 [==============================] - 0s 99ms/step
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Grid of 160 images saved at: (2)Generated_Grid_160_Final\(2)new_grid_160images.png
In [42]:
def load_dcgan_models_from_weights(weight_dir, latent_dim=128):
    dcgan_models = {}
    for class_idx in range(16):
        generator = build_generator(latent_dim, channels=1)
        weight_path = os.path.join(weight_dir, f"(2)best_generator_class_{class_idx}.h5")
        if not os.path.exists(weight_path):  # Try loading final weights if best not found
            weight_path = os.path.join(weight_dir, f"(2)final_generator_class_{class_idx}.h5")
        generator.load_weights(weight_path)

        # Wrap inside dummy DCGAN model structure
        dcgan = tf.keras.models.Model()
        dcgan.generator = generator
        dcgan_models[class_idx] = dcgan
    return dcgan_models
In [136]:
# For final weights
dcgan_models_final = load_dcgan_models_from_weights("(2)16Models_saved_generators_epochs(last)")
generate_word_from_models(dcgan_models_final, "DEEP LEANING")     # Final weights
Skipping ' ' — not trained.
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In [43]:
# For final weights
dcgan_models_final = load_dcgan_models_from_weights("(2)16Models_saved_generators_epochs(last)")
generate_word_from_models(dcgan_models_final, "DEEP LEANING")     # Final weights
---------------------------------------------------------------------------
NameError                                 Traceback (most recent call last)
Cell In[43], line 3
      1 # For final weights
      2 dcgan_models_final = load_dcgan_models_from_weights("(2)16Models_saved_generators_epochs(last)")
----> 3 generate_word_from_models(dcgan_models_final, "DEEP LEANING")

NameError: name 'generate_word_from_models' is not defined
In [135]:
generate_word_from_models(dcgan_models, "DEEPLEARNING", latent_dim=128)
generate_word_from_models(dcgan_models, "DAAA", latent_dim=128)
Skipping 'R' — not trained.
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In [138]:
import os
import numpy as np
import matplotlib.pyplot as plt

def save_10_images_per_class(weights_dir, latent_dim=128, images_per_class=10, base_save_dir="MULTIDCGAN_FINAL"):
    os.makedirs(base_save_dir, exist_ok=True)
    num_classes = 16

    for class_idx in range(num_classes):
        print(f"Generating images for class {class_idx}...")

        # Create class-specific folder
        class_dir = os.path.join(base_save_dir, f"class_{class_idx}")
        os.makedirs(class_dir, exist_ok=True)

        # Rebuild generator and load weights
        generator = build_generator(latent_dim, channels=1)
        weight_path = os.path.join(weights_dir, f"(2)final_generator_class_{class_idx}.h5")
        if not os.path.exists(weight_path):
            print(f" Skipping class {class_idx} — file not found: {weight_path}")
            continue

        generator.load_weights(weight_path)

        # Generate images
        noise = np.random.normal(0, 1, (images_per_class, latent_dim))
        generated_images = generator.predict(noise, verbose=0)
        generated_images = 0.5 * generated_images + 0.5  # Rescale from [-1,1] to [0,1]

        # Save each image
        for i in range(images_per_class):
            img = generated_images[i, :, :, 0]  # Grayscale
            img_path = os.path.join(class_dir, f"class{class_idx}_img{i+1}.png")
            plt.imsave(img_path, img, cmap='gray')

        print(f"Saved 10 images to {class_dir}")

    print("All class images saved to MULTIDCGAN_FINAL.")
In [144]:
save_10_images_per_class(weights_dir="(2)16Models_saved_generators_epochs(last)")
Generating images for class 0...
Saved 10 images to MULTIDCGAN_FINAL\class_0
Generating images for class 1...
Saved 10 images to MULTIDCGAN_FINAL\class_1
Generating images for class 2...
Saved 10 images to MULTIDCGAN_FINAL\class_2
Generating images for class 3...
Saved 10 images to MULTIDCGAN_FINAL\class_3
Generating images for class 4...
Saved 10 images to MULTIDCGAN_FINAL\class_4
Generating images for class 5...
Saved 10 images to MULTIDCGAN_FINAL\class_5
Generating images for class 6...
Saved 10 images to MULTIDCGAN_FINAL\class_6
Generating images for class 7...
Saved 10 images to MULTIDCGAN_FINAL\class_7
Generating images for class 8...
Saved 10 images to MULTIDCGAN_FINAL\class_8
Generating images for class 9...
Saved 10 images to MULTIDCGAN_FINAL\class_9
Generating images for class 10...
Saved 10 images to MULTIDCGAN_FINAL\class_10
Generating images for class 11...
Saved 10 images to MULTIDCGAN_FINAL\class_11
Generating images for class 12...
Saved 10 images to MULTIDCGAN_FINAL\class_12
Generating images for class 13...
Saved 10 images to MULTIDCGAN_FINAL\class_13
Generating images for class 14...
Saved 10 images to MULTIDCGAN_FINAL\class_14
Generating images for class 15...
Saved 10 images to MULTIDCGAN_FINAL\class_15
All class images saved to MULTIDCGAN_FINAL.
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